From 9ab2e951f1ab4bbad4565c594422b29efdb559b7 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 14 Jun 2017 22:28:22 -0600 Subject: [PATCH 01/44] Add draft i_from_v_alt function with tests --- pvlib/pvsystem.py | 115 ++++++++++++++++++++++++++++++++--- pvlib/test/test_pvsystem.py | 118 +++++++++++++++++++++++++++++++++++- 2 files changed, 224 insertions(+), 9 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 823fd8b28e..0105f3e6e9 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1913,7 +1913,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, Returns ------- - current : np.array + current : np.ndarray or np.float64 References ---------- @@ -1928,12 +1928,14 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, # asarray turns Series into arrays so that we don't have to worry # about multidimensional broadcasting failing - Rsh = np.asarray(resistance_shunt) - Rs = np.asarray(resistance_series) - I0 = np.asarray(saturation_current) - IL = np.asarray(photocurrent) - V = np.asarray(voltage) - + Rsh = np.asarray(resistance_shunt, np.float64) + Rs = np.asarray(resistance_series, np.float64) + nNsVth = np.asarray(nNsVth, np.float64) + V = np.asarray(voltage, np.float64) + I0 = np.asarray(saturation_current, np.float64) + IL = np.asarray(photocurrent, np.float64) + + # argW cannot be float128 argW = (Rs*I0*Rsh * np.exp(Rsh*(Rs*(IL+I0)+V) / (nNsVth*(Rs+Rsh))) / (nNsVth*(Rs + Rsh))) @@ -1941,10 +1943,107 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, # Eqn. 4 in Jain and Kapoor, 2004 I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + Rsh*(IL + I0)/(Rs + Rsh) - + return I +def current_sum_at_diode_node(V=None, I=None, IL=None, I0=None, nNsVth=None, Rs=None, Rsh=None): + ''' + Parameters + ---------- + V : numpy.ndarray or numpy.float64 or python scalar + Device voltage [V] + I : numpy.ndarray or numpy.float64 or python scalar + Device current [A] + IL : numpy.ndarray or numpy.float64 or python scalar + Device photocurrent [A] + I0 : numpy.ndarray or numpy.float64 or python scalar + Device saturation current [A] + nNsVth : numpy.ndarray or numpy.float64 or python scalar + Device thermal voltage [V] + Rs : numpy.ndarray or numpy.float64 or python scalar + Device series resistance [Ohm] + Rsh : numpy.ndarray or numpy.float64 or python scalar + Device shunt resistance [Ohm] + + Returns + ------- + current_sum_at_diode_node : numpy.ndarray or numpy.float64 + Sum of currents at the diode node in equivalent circuit model [A] + ''' + + # TODO Ensure that this qualifies as a numpy ufunc + + return IL - I0*np.expm1((V + I*Rs)/nNsVth) - (V + I*Rs)/Rsh - I # current_sum_at_diode_node + + +def i_from_v_alt(V=None, IL=None, I0=None, nNsVth=None, Rs=None, Rsh=None, return_meta_dict=False): + ''' + Parameters + ---------- + V : numpy.ndarray or numpy.float64 or python scalar + Device voltage [V] + IL : numpy.ndarray or numpy.float64 or python scalar + Device photocurrent [A] + I0 : numpy.ndarray or numpy.float64 or python scalar + Device saturation current [A] + nNsVth : numpy.ndarray or numpy.float64 or python scalar + Device thermal voltage [V] + Rs : numpy.ndarray or numpy.float64 or python scalar + Device series resistance [Ohm] + Rsh : numpy.ndarray or numpy.float64 or python scalar + Device shunt resistance [Ohm] + return_meta_dict : boolean + Return additional computation metadata dictionary + + Returns + ------- + I : numpy.ndarray or numpy.float64 + Device current [A] + meta_dict : python dictionary (optional, returned when return_meta_dict=True) + Metadata for computation + meta_dict['current_sum_at_diode_node'] : numpy.ndarray or numpy.float64 like I + Sum of currents at the diode node in equivalent circuit model [A] + meta_dict['zero_Rs_idx'] : boolean like I + Indices where zero series resistance gives best solution + ''' + + # TODO Check if this qualifies as a numpy ufunc + + # Work with np.ndarray inputs + V = np.asarray(V) + IL = np.asarray(IL) + I0 = np.asarray(I0) + nNsVth = np.asarray(nNsVth) + Rs = np.asarray(Rs) + Rsh = np.asarray(Rsh) + + # Default computation of I using Rs=np.full_like(Rs, 0.), does not lose Rs shape or type info + I_times_Rs_zero = np.full_like(Rs, 0.) + I = IL - I0*np.expm1((V + I_times_Rs_zero)/nNsVth) - (V + I_times_Rs_zero)/Rsh + current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + + # Computation of I using LambertW for provided Rs + I_LambertW = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) + current_sum_at_diode_node_LambertW = current_sum_at_diode_node(V=V, I=I_LambertW, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + + # Compute selection indices (may be a scalar boolean) + zero_Rs_idx = np.logical_and(np.isfinite(current_sum_at_diode_node_LambertW), np.absolute(current_sum_at_diode_node_LambertW) <= np.absolute(current_sum_at_diode_node_out)) + + if np.isscalar(I): + if zero_Rs_idx: + I = I_LambertW + current_sum_at_diode_node_out = current_sum_at_diode_node_LambertW + else: + I[zero_Rs_idx] = I_LambertW[zero_Rs_idx] + current_sum_at_diode_node_out[zero_Rs_idx] = current_sum_at_diode_node_LambertW[zero_Rs_idx] + + if return_meta_dict: + return I, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'zero_Rs_idx' : zero_Rs_idx} + else: + return I + + def snlinverter(v_dc, p_dc, inverter): r''' Converts DC power and voltage to AC power using Sandia's diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index b2d22084cd..7740e2b386 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -9,7 +9,7 @@ import pytest from pandas.util.testing import assert_series_equal, assert_frame_equal -from numpy.testing import assert_allclose +from numpy.testing import assert_allclose, assert_array_equal from pvlib import tmy from pvlib import pvsystem @@ -353,6 +353,122 @@ def test_PVSystem_calcparams_desoto(cec_module_params): assert_allclose(nNsVth, 0.473) +def test_current_sum_at_diode_node(): + V = np.array([40., 0. , 0]) + I = np.array([0., 0., 3.]) + IL = 7. + I0 = 6.e-7 + nNsVth = 0.5 + Rs = 0.1 + Rsh = 20. + + results_1 = np.full_like(V, np.nan) + results_2 = np.full_like(V, np.nan) + + results_1[0] = pvsystem.current_sum_at_diode_node(V=V[0], I=I[0], IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + results_2[0] = IL - I0*np.expm1(V[0]/nNsVth) - V[0]/Rsh + + results_1[1] = pvsystem.current_sum_at_diode_node(V=V[1], I=I[1], IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + results_2[1] = IL + + results_1[2] = pvsystem.current_sum_at_diode_node(V=V[2], I=I[2], IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + results_2[2] = IL - I0*np.expm1(I[2]*Rs/nNsVth) - I[2]*Rs/Rsh - I[2] + + assert_array_equal(results_1, results_2) + + results_vec = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + assert_array_equal(results_vec, results_2) + + V = 0. + I = 0. + nNsVth = np.asarray([0.45, 0.5, 0.55]) + results_vec = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + assert_array_equal(results_vec, np.asarray([IL, IL, IL])) + + nNsVth = pd.Series([0.45, 0.5, 0.55]) + results_series = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + assert_series_equal(results_series, pd.Series([IL, IL, IL])) + + V = 40. + I = 3. + nNsVth = 0.5 + Rsh = np.inf + results_inf_Rsh_1 = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + results_inf_Rsh_2 = IL - I0*np.expm1((V + I*Rs)/nNsVth) - I + assert_array_equal(results_inf_Rsh_1, results_inf_Rsh_2) + + +@requires_scipy +def test_i_from_v_alt(): + # Solution set of Python scalars + Rsh = 20. + Rs = 0.1 + nNsVth = 0.5 + V = 40. + I0 = 6.e-7 + IL = 7. + I = -299.746389916 + + # Convergence criteria + atol = 1.e-12 + + # Can handle all python scalar inputs + I_out = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) + I_expected = np.float64(I) + assert(isinstance(I_out, type(I_expected))) + assert_allclose(I_out, I_expected) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle all rank-0 array inputs + I_out = pvsystem.i_from_v_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), V=np.array(V), I0=np.array(I0), IL=np.array(IL)) + I_expected = np.float64(I) + assert(isinstance(I_out, type(I_expected))) + assert_allclose(I_out, I_expected) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), V=np.array(V), I0=np.array(I0), IL=np.array(IL), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle all rank-1 singleton array inputs + I_out = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), V=np.array([V]), I0=np.array([I0]), IL=np.array([IL])) + I_expected = np.array([I]) + assert(isinstance(I_out, type(I_expected))) + assert_allclose(I_out, I_expected) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), V=np.array([V]), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle all rank-1 non-singleton array inputs with a zero series resistance (Rs=0 gives I=IL=Isc at V=0) + I_out = pvsystem.i_from_v_alt(Rsh=np.array([Rsh, Rsh]), Rs=np.array([0., Rs]), nNsVth=np.array([nNsVth, nNsVth]), V=np.array([0., V]), I0=np.array([I0, I0]), IL=np.array([IL, IL])) + I_expected = np.array([IL, I]) + assert(isinstance(I_out, type(I_expected))) + assert_allclose(I_out, I_expected) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array([Rsh, Rsh]), Rs=np.array([0., Rs]), nNsVth=np.array([nNsVth, nNsVth]), V=np.array([0., V]), I0=np.array([I0, I0]), IL=np.array([IL, IL]), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle mixed inputs with a rank-2 array with zero series resistance (Rs=0 gives I=IL=Isc at V=0) + I_out = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([[0., 0.], [0., 0.]]), nNsVth=np.array(nNsVth), V=np.array(0.), I0=np.array([I0]), IL=np.array([IL])) + I_expected = np.array([[IL, IL], [IL, IL]]) + assert(isinstance(I_out, type(I_expected))) + assert_allclose(I_out, I_expected) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([[0., 0.], [0., 0.]]), nNsVth=np.array(nNsVth), V=np.array(0.), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle ideal series and shunt + V_oc = nNsVth*np.log(IL/I0 + 1.) + I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL) + I_expected = np.array([IL, IL - I0*np.expm1(V_oc/2./nNsVth), IL - I0*np.expm1(V_oc/nNsVth)]) + assert(isinstance(I_out, type(I_expected))) + assert_allclose(I_out, I_expected) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL, return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle only ideal shunt + I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) + assert(isinstance(I_out, np.float64)) + assert(np.isfinite(I_out)) # No exact expression to evaluate + _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + @requires_scipy def test_v_from_i(): output = pvsystem.v_from_i(20, .1, .5, 3, 6e-7, 7) From a19447b3f36f609d658307eeda9d208062c9cb74 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 14 Jun 2017 22:43:44 -0600 Subject: [PATCH 02/44] Better comments and more explicit typing --- pvlib/pvsystem.py | 32 ++++++++++++++++++-------------- pvlib/test/test_pvsystem.py | 1 + 2 files changed, 19 insertions(+), 14 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index e1b87e1758..f266b11a9d 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1830,7 +1830,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, Returns ------- - current : np.array + current : np.ndarray or np.float64 References ---------- @@ -1843,12 +1843,16 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, except ImportError: raise ImportError('This function requires scipy') - Rsh = resistance_shunt - Rs = resistance_series - I0 = saturation_current - IL = photocurrent - I = current - + # asarray turns Series into arrays so that we don't have to worry + # about multidimensional broadcasting failing + Rsh = np.asarray(resistance_shunt, np.float64) + Rs = np.asarray(resistance_series, np.float64) + nNsVth = np.asarray(nNsVth, np.float64) + I = np.asarray(current, np.float64) + I0 = np.asarray(saturation_current, np.float64) + IL = np.asarray(photocurrent, np.float64) + + # argW cannot be float128 argW = I0 * Rsh / nNsVth * np.exp(Rsh * (-I + IL + I0) / nNsVth) lambertwterm = lambertw(argW).real @@ -2008,13 +2012,13 @@ def i_from_v_alt(V=None, IL=None, I0=None, nNsVth=None, Rs=None, Rsh=None, retur # TODO Check if this qualifies as a numpy ufunc - # Work with np.ndarray inputs - V = np.asarray(V) - IL = np.asarray(IL) - I0 = np.asarray(I0) - nNsVth = np.asarray(nNsVth) - Rs = np.asarray(Rs) - Rsh = np.asarray(Rsh) + # Ensure inputs are all np.ndarray with np.float64 type + V = np.asarray(V, np.float64) + IL = np.asarray(IL, np.float64) + I0 = np.asarray(I0, np.float64) + nNsVth = np.asarray(nNsVth, np.float64) + Rs = np.asarray(Rs, np.float64) + Rsh = np.asarray(Rsh, np.float64) # Default computation of I using Rs=np.full_like(Rs, 0.), does not lose Rs shape or type info I_times_Rs_zero = np.full_like(Rs, 0.) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 69d4b46c3c..0a199d8092 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -461,6 +461,7 @@ def test_i_from_v_alt(): _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL, return_meta_dict=True) assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + # THIS FAILS: WE SHOULD PROBABLY USE SHUNT CONDUCTANCE INSTEAD OF SHUNT RESISTANCE # Can handle only ideal shunt I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) assert(isinstance(I_out, np.float64)) From 76616d51f18de8232e85b04e4954c5df692294d7 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 15 Jun 2017 13:32:01 -0600 Subject: [PATCH 03/44] Use transform from shunt resistance to shunt conductance --- pvlib/pvsystem.py | 9 +++++---- pvlib/test/test_pvsystem.py | 8 ++++---- 2 files changed, 9 insertions(+), 8 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index f266b11a9d..73d82f7b16 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1937,14 +1937,15 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, I0 = np.asarray(saturation_current, np.float64) IL = np.asarray(photocurrent, np.float64) + # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable + Gsh = 1./Rsh + # argW cannot be float128 - argW = (Rs*I0*Rsh * - np.exp(Rsh*(Rs*(IL+I0)+V) / (nNsVth*(Rs+Rsh))) / - (nNsVth*(Rs + Rsh))) + argW = Rs*I0/(nNsVth*(Rs*Gsh + 1.))*np.exp((Rs*(IL + I0) + V)/(nNsVth*(Rs*Gsh + 1.))) lambertwterm = lambertw(argW).real # Eqn. 4 in Jain and Kapoor, 2004 - I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + Rsh*(IL + I0)/(Rs + Rsh) + I = (IL + I0 - V*Gsh)/(Rs*Gsh + 1.) - (nNsVth/Rs)*lambertwterm return I diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 0a199d8092..c034f2bb60 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -410,7 +410,7 @@ def test_i_from_v_alt(): I = -299.746389916 # Convergence criteria - atol = 1.e-12 + atol = 1.e-11 # Can handle all python scalar inputs I_out = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) @@ -588,10 +588,10 @@ def test_singlediode_series_ivcurve(cec_module_params): module_parameters=cec_module_params, EgRef=1.121, dEgdT=-0.0002677) - + out = pvsystem.singlediode(IL, I0, Rs, Rsh, nNsVth, ivcurve_pnts=3) - - expected = OrderedDict([('i_sc', array([ nan, 3.01054475, 6.00675648])), + + expected = OrderedDict([('i_sc', array([ 0., 3.01054475, 6.00675648])), ('v_oc', array([ nan, 9.96886962, 10.29530483])), ('i_mp', array([ nan, 2.65191983, 5.28594672])), ('v_mp', array([ nan, 8.33392491, 8.4159707 ])), From e35412f4fa1ce55d11f7e250db297b33b5a274f3 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 15 Jun 2017 22:41:06 -0600 Subject: [PATCH 04/44] Add v_from_i_alt() with initial tests and use np.where --- pvlib/pvsystem.py | 125 +++++++++++++++++++++++++++--------- pvlib/test/test_pvsystem.py | 88 +++++++++++++++++++++++-- 2 files changed, 175 insertions(+), 38 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 73d82f7b16..c130511cca 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1852,13 +1852,15 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, I0 = np.asarray(saturation_current, np.float64) IL = np.asarray(photocurrent, np.float64) + # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable + Gsh = 1./Rsh + # argW cannot be float128 - argW = I0 * Rsh / nNsVth * np.exp(Rsh * (-I + IL + I0) / nNsVth) + argW = I0/(Gsh*nNsVth)*np.exp((-I + IL + I0)/(Gsh*nNsVth)) lambertwterm = lambertw(argW).real # Calculate using log(argW) in case argW is really big - logargW = (np.log(I0) + np.log(Rsh) - np.log(nNsVth) + - Rsh * (-I + IL + I0) / nNsVth) + logargW = (np.log(I0) - np.log(Gsh) - np.log(nNsVth) + (-I + IL + I0)/(Gsh*nNsVth)) # Three iterations of Newton-Raphson method to solve # w+log(w)=logargW. The initial guess is w=logargW. Where direct @@ -1869,11 +1871,10 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, w = w * (1 - np.log(w) + logargW) / (1 + w) lambertwterm_log = w - lambertwterm = np.where(np.isfinite(lambertwterm), lambertwterm, - lambertwterm_log) + lambertwterm = np.where(np.isfinite(lambertwterm), lambertwterm, lambertwterm_log) # Eqn. 3 in Jain and Kapoor, 2004 - V = -I*(Rs + Rsh) + IL*Rsh - nNsVth*lambertwterm + I0*Rsh + V = (IL + I0 - I)/Gsh - I*Rs - nNsVth*lambertwterm return V @@ -1950,7 +1951,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, return I -def current_sum_at_diode_node(V=None, I=None, IL=None, I0=None, nNsVth=None, Rs=None, Rsh=None): +def current_sum_at_diode_node(V, I, IL, I0, nNsVth, Rs, Rsh): ''' Parameters ---------- @@ -1977,37 +1978,101 @@ def current_sum_at_diode_node(V=None, I=None, IL=None, I0=None, nNsVth=None, Rs= # TODO Ensure that this qualifies as a numpy ufunc - return IL - I0*np.expm1((V + I*Rs)/nNsVth) - (V + I*Rs)/Rsh - I # current_sum_at_diode_node + # current_sum_at_diode_node + return IL - I0*np.expm1((V + I*Rs)/nNsVth) - (V + I*Rs)/Rsh - I -def i_from_v_alt(V=None, IL=None, I0=None, nNsVth=None, Rs=None, Rsh=None, return_meta_dict=False): +def v_from_i_alt(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): ''' Parameters ---------- - V : numpy.ndarray or numpy.float64 or python scalar + I : numpy.ndarray or scalar + Device current [A] + IL : numpy.ndarray or scalar + Device photocurrent [A] + I0 : numpy.ndarray or scalar + Device saturation current [A] + nNsVth : numpy.ndarray or scalar + Device thermal voltage [V] + Rs : numpy.ndarray or scalar + Device series resistance [Ohm] + Rsh : numpy.ndarray or scalar + Device shunt resistance [Ohm] + return_meta_dict : boolean + Return additional computation metadata dictionary + + Returns + ------- + V : numpy.ndarray Device voltage [V] - IL : numpy.ndarray or numpy.float64 or python scalar + meta_dict : python dictionary (optional, returned when return_meta_dict=True) + Metadata for computation + meta_dict['current_sum_at_diode_node'] : numpy.ndarray like V + Sum of currents at the diode node in equivalent circuit model [A] + meta_dict['inf_Rsh_idx'] : boolean numpy.ndarray like V + Indices where infinite shunt resistance gives best solution + ''' + + # TODO Check if this qualifies as a numpy ufunc + + # Ensure inputs are all np.ndarray with np.float64 type + I = np.asarray(I, np.float64) + IL = np.asarray(IL, np.float64) + I0 = np.asarray(I0, np.float64) + nNsVth = np.asarray(nNsVth, np.float64) + Rs = np.asarray(Rs, np.float64) + Rsh = np.asarray(Rsh, np.float64) + + # Default computation of V using Rsh=np.full_like(Rsh, np.inf), does not lose Rsh shape or type info + zero_term = np.zeros_like(I*Rs/Rsh) + V = nNsVth*(np.log(IL - I - zero_term + I0) - np.log(I0)) - I*Rs + current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + + # Computation of V using LambertW for provided Rsh + V_LambertW = v_from_i(Rsh, Rs, nNsVth, I, I0, IL) + current_sum_at_diode_node_LambertW = current_sum_at_diode_node(V=V_LambertW, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + + # Compute selection indices (may be a scalar boolean) + finite_Rsh_idx = np.logical_and(np.isfinite(current_sum_at_diode_node_LambertW), np.absolute(current_sum_at_diode_node_LambertW) <= np.absolute(current_sum_at_diode_node_out)) + + # These are always np.ndarray + V = np.where(finite_Rsh_idx, V_LambertW, V) + current_sum_at_diode_node_out = np.where(finite_Rsh_idx, current_sum_at_diode_node_LambertW, current_sum_at_diode_node_out) + + if return_meta_dict: + return V, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'inf_Rsh_idx' : np.logical_not(finite_Rsh_idx)} + else: + return V + + +def i_from_v_alt(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): + ''' + Parameters + ---------- + V : numpy.ndarray or scalar + Device voltage [V] + IL : numpy.ndarray or scalar Device photocurrent [A] - I0 : numpy.ndarray or numpy.float64 or python scalar + I0 : numpy.ndarray or scalar Device saturation current [A] - nNsVth : numpy.ndarray or numpy.float64 or python scalar + nNsVth : numpy.ndarray or scalar Device thermal voltage [V] - Rs : numpy.ndarray or numpy.float64 or python scalar + Rs : numpy.ndarray or scalar Device series resistance [Ohm] - Rsh : numpy.ndarray or numpy.float64 or python scalar + Rsh : numpy.ndarray or scalar Device shunt resistance [Ohm] return_meta_dict : boolean Return additional computation metadata dictionary Returns ------- - I : numpy.ndarray or numpy.float64 + I : numpy.ndarray Device current [A] meta_dict : python dictionary (optional, returned when return_meta_dict=True) Metadata for computation - meta_dict['current_sum_at_diode_node'] : numpy.ndarray or numpy.float64 like I + meta_dict['current_sum_at_diode_node'] : numpy.ndarray like I Sum of currents at the diode node in equivalent circuit model [A] - meta_dict['zero_Rs_idx'] : boolean like I + meta_dict['zero_Rs_idx'] : boolean numpy.ndarray like I Indices where zero series resistance gives best solution ''' @@ -2020,29 +2085,25 @@ def i_from_v_alt(V=None, IL=None, I0=None, nNsVth=None, Rs=None, Rsh=None, retur nNsVth = np.asarray(nNsVth, np.float64) Rs = np.asarray(Rs, np.float64) Rsh = np.asarray(Rsh, np.float64) - + # Default computation of I using Rs=np.full_like(Rs, 0.), does not lose Rs shape or type info - I_times_Rs_zero = np.full_like(Rs, 0.) - I = IL - I0*np.expm1((V + I_times_Rs_zero)/nNsVth) - (V + I_times_Rs_zero)/Rsh + zero_term = np.zeros_like(Rs) + I = IL - I0*np.expm1((V + zero_term)/nNsVth) - (V + zero_term)/Rsh current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - + # Computation of I using LambertW for provided Rs I_LambertW = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) current_sum_at_diode_node_LambertW = current_sum_at_diode_node(V=V, I=I_LambertW, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - + # Compute selection indices (may be a scalar boolean) - zero_Rs_idx = np.logical_and(np.isfinite(current_sum_at_diode_node_LambertW), np.absolute(current_sum_at_diode_node_LambertW) <= np.absolute(current_sum_at_diode_node_out)) + nonzero_Rs_idx = np.logical_and(np.isfinite(current_sum_at_diode_node_LambertW), np.absolute(current_sum_at_diode_node_LambertW) <= np.absolute(current_sum_at_diode_node_out)) - if np.isscalar(I): - if zero_Rs_idx: - I = I_LambertW - current_sum_at_diode_node_out = current_sum_at_diode_node_LambertW - else: - I[zero_Rs_idx] = I_LambertW[zero_Rs_idx] - current_sum_at_diode_node_out[zero_Rs_idx] = current_sum_at_diode_node_LambertW[zero_Rs_idx] + # These are always np.ndarray + I = np.where(nonzero_Rs_idx, I_LambertW, I) + current_sum_at_diode_node_out = np.where(nonzero_Rs_idx, current_sum_at_diode_node_LambertW, current_sum_at_diode_node_out) if return_meta_dict: - return I, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'zero_Rs_idx' : zero_Rs_idx} + return I, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'zero_Rs_idx' : np.logical_not(nonzero_Rs_idx)} else: return I diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index c034f2bb60..848c07ce22 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -414,7 +414,7 @@ def test_i_from_v_alt(): # Can handle all python scalar inputs I_out = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) - I_expected = np.float64(I) + I_expected = np.array(I) assert(isinstance(I_out, type(I_expected))) assert_allclose(I_out, I_expected) _, meta_dict = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) @@ -422,7 +422,7 @@ def test_i_from_v_alt(): # Can handle all rank-0 array inputs I_out = pvsystem.i_from_v_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), V=np.array(V), I0=np.array(I0), IL=np.array(IL)) - I_expected = np.float64(I) + I_expected = np.array(I) assert(isinstance(I_out, type(I_expected))) assert_allclose(I_out, I_expected) _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), V=np.array(V), I0=np.array(I0), IL=np.array(IL), return_meta_dict=True) @@ -453,7 +453,7 @@ def test_i_from_v_alt(): assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) # Can handle ideal series and shunt - V_oc = nNsVth*np.log(IL/I0 + 1.) + V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL) I_expected = np.array([IL, IL - I0*np.expm1(V_oc/2./nNsVth), IL - I0*np.expm1(V_oc/nNsVth)]) assert(isinstance(I_out, type(I_expected))) @@ -461,13 +461,89 @@ def test_i_from_v_alt(): _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL, return_meta_dict=True) assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - # THIS FAILS: WE SHOULD PROBABLY USE SHUNT CONDUCTANCE INSTEAD OF SHUNT RESISTANCE - # Can handle only ideal shunt + # Can handle only ideal shunt resistance I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) - assert(isinstance(I_out, np.float64)) + assert(isinstance(I_out, np.ndarray)) assert(np.isfinite(I_out)) # No exact expression to evaluate _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # TODO Stability as Rs->0^+ and/or Rsh->inf + + +@requires_scipy +def test_v_from_i_alt(): + # Solution set of Python scalars + Rsh = 20. + Rs = 0.1 + nNsVth = 0.5 + I = 3. + I0 = 6.e-7 + IL = 7. + V = 7.5049875193450521 + + # Convergence criteria + atol = 1.e-11 + + # Can handle all python scalar inputs + V_out = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL) + V_expected = np.array(V) + assert(isinstance(V_out, type(V_expected))) + assert_allclose(V_out, V_expected) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle all rank-0 array inputs + V_out = pvsystem.v_from_i_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), I=np.array(I), I0=np.array(I0), IL=np.array(IL)) + V_expected = np.array(V) + assert(isinstance(V_out, type(V_expected))) + assert_allclose(V_out, V_expected) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), I=np.array(I), I0=np.array(I0), IL=np.array(IL), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle all rank-1 singleton array inputs + V_out = pvsystem.v_from_i_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), I=np.array([I]), I0=np.array([I0]), IL=np.array([IL])) + V_expected = np.array([V]) + assert(isinstance(V_out, type(V_expected))) + assert_allclose(V_out, V_expected) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), I=np.array([I]), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle all rank-1 non-singleton array inputs with infinite shunt resistance (Rsh=inf gives V=Voc at I=0) + V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) + V_out = pvsystem.v_from_i_alt(Rsh=np.array([np.inf, Rsh]), Rs=np.array([Rs, Rs]), nNsVth=np.array([nNsVth, nNsVth]), I=np.array([0., I]), I0=np.array([I0, I0]), IL=np.array([IL, IL])) + V_expected = np.array([V_oc, V]) + assert(isinstance(V_out, type(V_expected))) + assert_allclose(V_out, V_expected) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array([np.inf, Rsh]), Rs=np.array([Rs, Rs]), nNsVth=np.array([nNsVth, nNsVth]), I=np.array([0., I]), I0=np.array([I0, I0]), IL=np.array([IL, IL]), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle mixed inputs with a rank-2 array with infinite shunt resistance (Rsh=inf gives V=Voc at I=0) + V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) + V_out = pvsystem.v_from_i_alt(Rsh=np.array([[np.inf, np.inf], [np.inf, np.inf]]), Rs=np.array([Rs]), nNsVth=np.array(nNsVth), I=np.array(0.), I0=np.array([I0]), IL=np.array([IL])) + V_expected = np.array([[V_oc, V_oc], [V_oc, V_oc]]) + assert(isinstance(V_out, type(V_expected))) + assert_allclose(V_out, V_expected) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array([[np.inf, np.inf], [np.inf, np.inf]]), Rs=np.array([Rs]), nNsVth=np.array(nNsVth), I=np.array(0.), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle ideal series and shunt + V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) + V_out = pvsystem.v_from_i_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, I=np.array([IL, IL/2., 0.]), I0=I0, IL=IL) + V_expected = np.array([0., nNsVth*(np.log(IL - IL/2. + I0) - np.log(I0)), V_oc]) + assert(isinstance(V_out, type(V_expected))) + assert_allclose(V_out, V_expected) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, I=np.array([IL, IL/2., 0.]), I0=I0, IL=IL, return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # Can handle only ideal series resistance + V_out = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=0., nNsVth=nNsVth, I=I, I0=I0, IL=IL) + assert(isinstance(V_out, np.ndarray)) + assert(np.isfinite(V_out)) # No exact expression to evaluate + _, meta_dict = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=0., nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) + assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + + # TODO Stability as Rs->0^+ and/or Rsh->inf @requires_scipy From 82217fd91f93248432cf0907c895c2568c13d9ec Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 20 Jun 2017 22:05:14 -0600 Subject: [PATCH 05/44] Use test fixtures --- pvlib/pvsystem.py | 66 ++++--- pvlib/test/test_pvsystem.py | 370 +++++++++++++++++++++++------------- 2 files changed, 275 insertions(+), 161 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index c130511cca..044fa80989 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1953,26 +1953,28 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, def current_sum_at_diode_node(V, I, IL, I0, nNsVth, Rs, Rsh): ''' + TODO Description + Parameters ---------- - V : numpy.ndarray or numpy.float64 or python scalar + V : float64 numpy.ndarray, scalar, or pandas.series Device voltage [V] - I : numpy.ndarray or numpy.float64 or python scalar + I : float64 numpy.ndarray, scalar, or pandas.series Device current [A] - IL : numpy.ndarray or numpy.float64 or python scalar + IL : float64 numpy.ndarray, scalar, or pandas.series Device photocurrent [A] - I0 : numpy.ndarray or numpy.float64 or python scalar + I0 : float64 numpy.ndarray, scalar, or pandas.series Device saturation current [A] - nNsVth : numpy.ndarray or numpy.float64 or python scalar + nNsVth : float64 numpy.ndarray, scalar, or pandas.series Device thermal voltage [V] - Rs : numpy.ndarray or numpy.float64 or python scalar + Rs : float64 numpy.ndarray, scalar, or pandas.series Device series resistance [Ohm] - Rsh : numpy.ndarray or numpy.float64 or python scalar + Rsh : float64 numpy.ndarray, scalar, or pandas.series Device shunt resistance [Ohm] Returns ------- - current_sum_at_diode_node : numpy.ndarray or numpy.float64 + current_sum_at_diode_node : float64 numpy.ndarray, scalar, or pandas.series Sum of currents at the diode node in equivalent circuit model [A] ''' @@ -1984,30 +1986,32 @@ def current_sum_at_diode_node(V, I, IL, I0, nNsVth, Rs, Rsh): def v_from_i_alt(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): ''' + TODO Description + Parameters ---------- - I : numpy.ndarray or scalar + I : float64 numpy.ndarray or scalar Device current [A] - IL : numpy.ndarray or scalar + IL : float64 numpy.ndarray or scalar Device photocurrent [A] - I0 : numpy.ndarray or scalar + I0 : float64 numpy.ndarray or scalar Device saturation current [A] - nNsVth : numpy.ndarray or scalar + nNsVth : float64 numpy.ndarray or scalar Device thermal voltage [V] - Rs : numpy.ndarray or scalar + Rs : float64 numpy.ndarray or scalar Device series resistance [Ohm] - Rsh : numpy.ndarray or scalar + Rsh : float64 numpy.ndarray or scalar Device shunt resistance [Ohm] - return_meta_dict : boolean + return_meta_dict : boolean scalar Return additional computation metadata dictionary Returns ------- - V : numpy.ndarray + V : float64 numpy.ndarray Device voltage [V] meta_dict : python dictionary (optional, returned when return_meta_dict=True) Metadata for computation - meta_dict['current_sum_at_diode_node'] : numpy.ndarray like V + meta_dict['current_sum_at_diode_node'] : float64 numpy.ndarray like V Sum of currents at the diode node in equivalent circuit model [A] meta_dict['inf_Rsh_idx'] : boolean numpy.ndarray like V Indices where infinite shunt resistance gives best solution @@ -2023,7 +2027,7 @@ def v_from_i_alt(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): Rs = np.asarray(Rs, np.float64) Rsh = np.asarray(Rsh, np.float64) - # Default computation of V using Rsh=np.full_like(Rsh, np.inf), does not lose Rsh shape or type info + # Default computation of V using zero_term keeps Rsh shape info zero_term = np.zeros_like(I*Rs/Rsh) V = nNsVth*(np.log(IL - I - zero_term + I0) - np.log(I0)) - I*Rs current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) @@ -2040,37 +2044,39 @@ def v_from_i_alt(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): current_sum_at_diode_node_out = np.where(finite_Rsh_idx, current_sum_at_diode_node_LambertW, current_sum_at_diode_node_out) if return_meta_dict: - return V, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'inf_Rsh_idx' : np.logical_not(finite_Rsh_idx)} + return V, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'inf_Rsh_idx' : np.array(np.logical_not(finite_Rsh_idx))} else: return V def i_from_v_alt(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): ''' + TODO Description + Parameters ---------- - V : numpy.ndarray or scalar + V : float64 numpy.ndarray or scalar Device voltage [V] - IL : numpy.ndarray or scalar + IL : float64 numpy.ndarray or scalar Device photocurrent [A] - I0 : numpy.ndarray or scalar + I0 : float64 numpy.ndarray or scalar Device saturation current [A] - nNsVth : numpy.ndarray or scalar + nNsVth : float64 numpy.ndarray or scalar Device thermal voltage [V] - Rs : numpy.ndarray or scalar + Rs : float64 numpy.ndarray or scalar Device series resistance [Ohm] - Rsh : numpy.ndarray or scalar + Rsh : float64 numpy.ndarray or scalar Device shunt resistance [Ohm] - return_meta_dict : boolean + return_meta_dict : boolean scalar Return additional computation metadata dictionary Returns ------- - I : numpy.ndarray + I : float64 numpy.ndarray Device current [A] meta_dict : python dictionary (optional, returned when return_meta_dict=True) Metadata for computation - meta_dict['current_sum_at_diode_node'] : numpy.ndarray like I + meta_dict['current_sum_at_diode_node'] : float64 numpy.ndarray like I Sum of currents at the diode node in equivalent circuit model [A] meta_dict['zero_Rs_idx'] : boolean numpy.ndarray like I Indices where zero series resistance gives best solution @@ -2086,7 +2092,7 @@ def i_from_v_alt(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): Rs = np.asarray(Rs, np.float64) Rsh = np.asarray(Rsh, np.float64) - # Default computation of I using Rs=np.full_like(Rs, 0.), does not lose Rs shape or type info + # Default computation of I using zero_term keeps Rs shape info zero_term = np.zeros_like(Rs) I = IL - I0*np.expm1((V + zero_term)/nNsVth) - (V + zero_term)/Rsh current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) @@ -2103,7 +2109,7 @@ def i_from_v_alt(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): current_sum_at_diode_node_out = np.where(nonzero_Rs_idx, current_sum_at_diode_node_LambertW, current_sum_at_diode_node_out) if return_meta_dict: - return I, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'zero_Rs_idx' : np.logical_not(nonzero_Rs_idx)} + return I, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'zero_Rs_idx' : np.array(np.logical_not(nonzero_Rs_idx))} else: return I diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 848c07ce22..19c15884f3 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -398,150 +398,258 @@ def test_current_sum_at_diode_node(): assert_array_equal(results_inf_Rsh_1, results_inf_Rsh_2) +@pytest.fixture(params=[ + { # Can handle all python scalar inputs + 'Rsh' : 20., + 'Rs' : 0.1, + 'nNsVth' : 0.5, + 'I' : 3., + 'I0' : 6.e-7, + 'IL' : 7., + 'V_expected' : np.array(7.5049875193450521), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'inf_Rsh_idx_expected' : np.array(False) + }, + { # Can handle all rank-0 array inputs + 'Rsh' : np.array(20.), + 'Rs' : np.array(0.1), + 'nNsVth' : np.array(0.5), + 'I' : np.array(3.), + 'I0' : np.array(6.e-7), + 'IL' : np.array(7.), + 'V_expected' : np.array(7.5049875193450521), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'inf_Rsh_idx_expected' : np.array(False) + }, + { # Can handle all rank-1 singleton array inputs + 'Rsh' : np.array([20.]), + 'Rs' : np.array([0.1]), + 'nNsVth' : np.array([0.5]), + 'I' : np.array([3.]), + 'I0' : np.array([6.e-7]), + 'IL' : np.array([7.]), + 'V_expected' : np.array([7.5049875193450521]), + 'current_sum_at_diode_node_expected' : np.array([0.]), + 'inf_Rsh_idx_expected' : np.array([False]) + }, + { # Can handle all rank-1 non-singleton array inputs with infinite shunt + # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) + # at I=0 + 'Rsh' : np.array([np.inf, 20.]), + 'Rs' : np.array([0.1, 0.1]), + 'nNsVth' : np.array([0.5, 0.5]), + 'I' : np.array([0., 3.]), + 'I0' : np.array([6.e-7, 6.e-7]), + 'IL' : np.array([7., 7.]), + 'V_expected' : np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), 7.5049875193450521]), + 'current_sum_at_diode_node_expected' : np.array([0., 0.]), + 'inf_Rsh_idx_expected' : np.array([True, False]) + }, + { # Can handle mixed inputs with a rank-2 array with infinite shunt + # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) + # at I=0 + 'Rsh' : np.array([[np.inf, np.inf], [np.inf, np.inf]]), + 'Rs' : np.array([0.1]), + 'nNsVth' : np.array(0.5), + 'I' : 0., + 'I0' : np.array([6.e-7]), + 'IL' : np.array([7.]), + 'V_expected' : 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))*np.ones((2,2)), + 'current_sum_at_diode_node_expected' : np.array([[0., 0.], [0., 0.]]), + 'inf_Rsh_idx_expected' : np.array([[True, True], [True, True]]) + }, + { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give + # V = nNsVth*(np.log(IL - I + I0) - np.log(I0)) + 'Rsh' : np.inf, + 'Rs' : 0., + 'nNsVth' : 0.5, + 'I' : np.array([7., 7./2., 0.]), + 'I0' : 6.e-7, + 'IL' : 7., + 'V_expected' : np.array([0., 0.5*(np.log(7. - 7./2. + 6.e-7) - np.log(6.e-7)), 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), + 'current_sum_at_diode_node_expected' : np.array([0., 0., 0.]), + 'inf_Rsh_idx_expected' : np.array([True, True, True]) + }, + { # Can handle only ideal series resistance, no closed form solution + 'Rsh' : 20., + 'Rs' : 0., + 'nNsVth' : 0.5, + 'I' : 3., + 'I0' : 6.e-7, + 'IL' : 7., + 'V_expected' : pvsystem.v_from_i_alt(Rsh=20., Rs=0., nNsVth=0.5, I=3., I0=6.e-7, IL=7.), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'inf_Rsh_idx_expected' : np.array(False) + }, + { # Can handle all python scalar inputs with big LambertW arg + 'Rsh' : 500., + 'Rs' : 10., + 'nNsVth' : 4.06, + 'I' : 0., + 'I0' : 6.e-10, + 'IL' : 1.2, + 'V_expected' : np.array(86.320000493521079), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'inf_Rsh_idx_expected' : np.array(False) + }, + { # Can handle all python scalar inputs with bigger LambertW arg + # 1000 W/m^2 on a Canadian Solar 220M with 20 C ambient temp + # github issue 225 + 'Rsh' : 190., + 'Rs' : 1.065, + 'nNsVth' : 2.89, + 'I' : 0., + 'I0' : 7.05196029e-08, + 'IL' : 10.491262, + 'V_expected' : np.array(54.303958833791455), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'inf_Rsh_idx_expected' : np.array(False) + }]) +def fixture_v_from_i_alt(request): + return request.param + @requires_scipy -def test_i_from_v_alt(): - # Solution set of Python scalars - Rsh = 20. - Rs = 0.1 - nNsVth = 0.5 - V = 40. - I0 = 6.e-7 - IL = 7. - I = -299.746389916 +def test_v_from_i_alt(fixture_v_from_i_alt): + # Solution set from fixture + Rsh = fixture_v_from_i_alt['Rsh'] + Rs = fixture_v_from_i_alt['Rs'] + nNsVth = fixture_v_from_i_alt['nNsVth'] + I = fixture_v_from_i_alt['I'] + I0 = fixture_v_from_i_alt['I0'] + IL = fixture_v_from_i_alt['IL'] + V_expected = fixture_v_from_i_alt['V_expected'] + current_sum_at_diode_node_expected = fixture_v_from_i_alt['current_sum_at_diode_node_expected'] + inf_Rsh_idx_expected = fixture_v_from_i_alt['inf_Rsh_idx_expected'] # Convergence criteria atol = 1.e-11 - # Can handle all python scalar inputs - I_out = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) - I_expected = np.array(I) - assert(isinstance(I_out, type(I_expected))) - assert_allclose(I_out, I_expected) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle all rank-0 array inputs - I_out = pvsystem.i_from_v_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), V=np.array(V), I0=np.array(I0), IL=np.array(IL)) - I_expected = np.array(I) - assert(isinstance(I_out, type(I_expected))) - assert_allclose(I_out, I_expected) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), V=np.array(V), I0=np.array(I0), IL=np.array(IL), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle all rank-1 singleton array inputs - I_out = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), V=np.array([V]), I0=np.array([I0]), IL=np.array([IL])) - I_expected = np.array([I]) - assert(isinstance(I_out, type(I_expected))) - assert_allclose(I_out, I_expected) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), V=np.array([V]), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle all rank-1 non-singleton array inputs with a zero series resistance (Rs=0 gives I=IL=Isc at V=0) - I_out = pvsystem.i_from_v_alt(Rsh=np.array([Rsh, Rsh]), Rs=np.array([0., Rs]), nNsVth=np.array([nNsVth, nNsVth]), V=np.array([0., V]), I0=np.array([I0, I0]), IL=np.array([IL, IL])) - I_expected = np.array([IL, I]) - assert(isinstance(I_out, type(I_expected))) - assert_allclose(I_out, I_expected) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array([Rsh, Rsh]), Rs=np.array([0., Rs]), nNsVth=np.array([nNsVth, nNsVth]), V=np.array([0., V]), I0=np.array([I0, I0]), IL=np.array([IL, IL]), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle mixed inputs with a rank-2 array with zero series resistance (Rs=0 gives I=IL=Isc at V=0) - I_out = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([[0., 0.], [0., 0.]]), nNsVth=np.array(nNsVth), V=np.array(0.), I0=np.array([I0]), IL=np.array([IL])) - I_expected = np.array([[IL, IL], [IL, IL]]) - assert(isinstance(I_out, type(I_expected))) - assert_allclose(I_out, I_expected) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.array([Rsh]), Rs=np.array([[0., 0.], [0., 0.]]), nNsVth=np.array(nNsVth), V=np.array(0.), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle ideal series and shunt - V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) - I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL) - I_expected = np.array([IL, IL - I0*np.expm1(V_oc/2./nNsVth), IL - I0*np.expm1(V_oc/nNsVth)]) - assert(isinstance(I_out, type(I_expected))) - assert_allclose(I_out, I_expected) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, V=np.array([0., V_oc/2., V_oc]), I0=I0, IL=IL, return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle only ideal shunt resistance - I_out = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) - assert(isinstance(I_out, np.ndarray)) - assert(np.isfinite(I_out)) # No exact expression to evaluate - _, meta_dict = pvsystem.i_from_v_alt(Rsh=np.inf, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + V = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL) + assert(isinstance(V, type(V_expected))) + assert(isinstance(V.dtype, type(V_expected.dtype))) + assert_allclose(V, V_expected, atol=atol) + _, meta_dict = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) + assert(isinstance(meta_dict['current_sum_at_diode_node'], type(V))) + assert(isinstance(meta_dict['current_sum_at_diode_node'].dtype, type(V.dtype))) + assert_allclose(meta_dict['current_sum_at_diode_node'], current_sum_at_diode_node_expected, atol=atol) + assert(isinstance(meta_dict['inf_Rsh_idx'], type(V))) + assert(isinstance(meta_dict['inf_Rsh_idx'].dtype, type(V.dtype))) + assert_array_equal(meta_dict['inf_Rsh_idx'], inf_Rsh_idx_expected) # TODO Stability as Rs->0^+ and/or Rsh->inf +@pytest.fixture(params=[ + { # Can handle all python scalar inputs + 'Rsh' : 20., + 'Rs' : 0.1, + 'nNsVth' : 0.5, + 'V' : 40., + 'I0' : 6.e-7, + 'IL' : 7., + 'I_expected' : np.array(-299.746389916), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'zero_Rs_idx_expected' : np.array(False) + }, + { # Can handle all rank-0 array inputs + 'Rsh' : np.array(20.), + 'Rs' : np.array(0.1), + 'nNsVth' : np.array(0.5), + 'V' : np.array(40.), + 'I0' : np.array(6.e-7), + 'IL' : np.array(7.), + 'I_expected' : np.array(-299.746389916), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'zero_Rs_idx_expected' : np.array(False) + }, + { # Can handle all rank-1 singleton array inputs + 'Rsh' : np.array([20.]), + 'Rs' : np.array([0.1]), + 'nNsVth' : np.array([0.5]), + 'V' : np.array([40.]), + 'I0' : np.array([6.e-7]), + 'IL' : np.array([7.]), + 'I_expected' : np.array([-299.746389916]), + 'current_sum_at_diode_node_expected' : np.array([0.]), + 'zero_Rs_idx_expected' : np.array([False]) + }, + { # Can handle all rank-1 non-singleton array inputs with a zero + # series resistance, Rs=0 gives I=IL=Isc at V=0 + 'Rsh' : np.array([20., 20.]), + 'Rs' : np.array([0., 0.1]), + 'nNsVth' : np.array([0.5, 0.5]), + 'V' : np.array([0., 40.]), + 'I0' : np.array([6.e-7, 6.e-7]), + 'IL' : np.array([7., 7.]), + 'I_expected' : np.array([7., -299.746389916]), + 'current_sum_at_diode_node_expected' : np.array([0., 0.]), + 'zero_Rs_idx_expected' : np.array([True, False]) + }, + { # Can handle mixed inputs with a rank-2 array with zero series + # resistance, Rs=0 gives I=IL=Isc at V=0 + 'Rsh' : np.array([20.]), + 'Rs' : np.array([[0., 0.], [0., 0.]]), + 'nNsVth' : np.array(0.5), + 'V' : 0., + 'I0' : np.array([6.e-7]), + 'IL' : np.array([7.]), + 'I_expected' : np.array([[7., 7.], [7., 7.]]), + 'current_sum_at_diode_node_expected' : np.array([[0., 0.], [0., 0.]]), + 'zero_Rs_idx_expected' : np.array([[True, True], [True, True]]) + }, + { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give + # V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) + 'Rsh' : np.inf, + 'Rs' : 0., + 'nNsVth' : 0.5, + 'V' : np.array([0., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))/2., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), + 'I0' : 6.e-7, + 'IL' : 7., + 'I_expected' : np.array([7., 7. - 6.e-7*np.expm1((np.log(7. + 6.e-7) - np.log(6.e-7))/2.), 0.]), + 'current_sum_at_diode_node_expected' : np.array([0., 0., 0.]), + 'zero_Rs_idx_expected' : np.array([True, True, True]) + }, + { # Can handle only ideal shunt resistance, no closed form solution + 'Rsh' : np.inf, + 'Rs' : 0.1, + 'nNsVth' : 0.5, + 'V' : 40., + 'I0' : 6.e-7, + 'IL' : 7., + 'I_expected' : pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0.1, nNsVth=0.5, V=40., I0=6.e-7, IL=7.), + 'current_sum_at_diode_node_expected' : np.array(0.), + 'zero_Rs_idx_expected' : np.array(False) + }]) +def fixture_i_from_v_alt(request): + return request.param + @requires_scipy -def test_v_from_i_alt(): - # Solution set of Python scalars - Rsh = 20. - Rs = 0.1 - nNsVth = 0.5 - I = 3. - I0 = 6.e-7 - IL = 7. - V = 7.5049875193450521 - +def test_i_from_v_alt(fixture_i_from_v_alt): + # Solution set from fixture + Rsh = fixture_i_from_v_alt['Rsh'] + Rs = fixture_i_from_v_alt['Rs'] + nNsVth = fixture_i_from_v_alt['nNsVth'] + V = fixture_i_from_v_alt['V'] + I0 = fixture_i_from_v_alt['I0'] + IL = fixture_i_from_v_alt['IL'] + I_expected = fixture_i_from_v_alt['I_expected'] + current_sum_at_diode_node_expected = fixture_i_from_v_alt['current_sum_at_diode_node_expected'] + zero_Rs_idx_expected = fixture_i_from_v_alt['zero_Rs_idx_expected'] + # Convergence criteria atol = 1.e-11 - # Can handle all python scalar inputs - V_out = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL) - V_expected = np.array(V) - assert(isinstance(V_out, type(V_expected))) - assert_allclose(V_out, V_expected) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle all rank-0 array inputs - V_out = pvsystem.v_from_i_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), I=np.array(I), I0=np.array(I0), IL=np.array(IL)) - V_expected = np.array(V) - assert(isinstance(V_out, type(V_expected))) - assert_allclose(V_out, V_expected) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array(Rsh), Rs=np.array(Rs), nNsVth=np.array(nNsVth), I=np.array(I), I0=np.array(I0), IL=np.array(IL), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle all rank-1 singleton array inputs - V_out = pvsystem.v_from_i_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), I=np.array([I]), I0=np.array([I0]), IL=np.array([IL])) - V_expected = np.array([V]) - assert(isinstance(V_out, type(V_expected))) - assert_allclose(V_out, V_expected) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array([Rsh]), Rs=np.array([Rs]), nNsVth=np.array([nNsVth]), I=np.array([I]), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle all rank-1 non-singleton array inputs with infinite shunt resistance (Rsh=inf gives V=Voc at I=0) - V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) - V_out = pvsystem.v_from_i_alt(Rsh=np.array([np.inf, Rsh]), Rs=np.array([Rs, Rs]), nNsVth=np.array([nNsVth, nNsVth]), I=np.array([0., I]), I0=np.array([I0, I0]), IL=np.array([IL, IL])) - V_expected = np.array([V_oc, V]) - assert(isinstance(V_out, type(V_expected))) - assert_allclose(V_out, V_expected) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array([np.inf, Rsh]), Rs=np.array([Rs, Rs]), nNsVth=np.array([nNsVth, nNsVth]), I=np.array([0., I]), I0=np.array([I0, I0]), IL=np.array([IL, IL]), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle mixed inputs with a rank-2 array with infinite shunt resistance (Rsh=inf gives V=Voc at I=0) - V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) - V_out = pvsystem.v_from_i_alt(Rsh=np.array([[np.inf, np.inf], [np.inf, np.inf]]), Rs=np.array([Rs]), nNsVth=np.array(nNsVth), I=np.array(0.), I0=np.array([I0]), IL=np.array([IL])) - V_expected = np.array([[V_oc, V_oc], [V_oc, V_oc]]) - assert(isinstance(V_out, type(V_expected))) - assert_allclose(V_out, V_expected) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.array([[np.inf, np.inf], [np.inf, np.inf]]), Rs=np.array([Rs]), nNsVth=np.array(nNsVth), I=np.array(0.), I0=np.array([I0]), IL=np.array([IL]), return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle ideal series and shunt - V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) - V_out = pvsystem.v_from_i_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, I=np.array([IL, IL/2., 0.]), I0=I0, IL=IL) - V_expected = np.array([0., nNsVth*(np.log(IL - IL/2. + I0) - np.log(I0)), V_oc]) - assert(isinstance(V_out, type(V_expected))) - assert_allclose(V_out, V_expected) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=np.inf, Rs=0., nNsVth=nNsVth, I=np.array([IL, IL/2., 0.]), I0=I0, IL=IL, return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) - - # Can handle only ideal series resistance - V_out = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=0., nNsVth=nNsVth, I=I, I0=I0, IL=IL) - assert(isinstance(V_out, np.ndarray)) - assert(np.isfinite(V_out)) # No exact expression to evaluate - _, meta_dict = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=0., nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) - assert_allclose(meta_dict['current_sum_at_diode_node'], 0., atol=atol) + I = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) + assert(isinstance(I, type(I_expected))) + assert(isinstance(I.dtype, type(I_expected.dtype))) + assert_allclose(I, I_expected, atol=atol) + _, meta_dict = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) + assert(isinstance(meta_dict['current_sum_at_diode_node'], type(I))) + assert(isinstance(meta_dict['current_sum_at_diode_node'].dtype, type(I.dtype))) + assert_allclose(meta_dict['current_sum_at_diode_node'], current_sum_at_diode_node_expected, atol=atol) + assert(isinstance(meta_dict['zero_Rs_idx'], type(I))) + assert(isinstance(meta_dict['zero_Rs_idx'].dtype, type(I.dtype))) + assert_array_equal(meta_dict['zero_Rs_idx'], zero_Rs_idx_expected) # TODO Stability as Rs->0^+ and/or Rsh->inf From 135ce4c93bbba37ad1de5eb689664d5735933558 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Fri, 23 Jun 2017 12:03:34 -0600 Subject: [PATCH 06/44] Add @requires_scipy to test fixtures --- pvlib/test/test_pvsystem.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 19c15884f3..6114f21c29 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -397,7 +397,7 @@ def test_current_sum_at_diode_node(): results_inf_Rsh_2 = IL - I0*np.expm1((V + I*Rs)/nNsVth) - I assert_array_equal(results_inf_Rsh_1, results_inf_Rsh_2) - +@requires_scipy @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh' : 20., @@ -539,6 +539,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): # TODO Stability as Rs->0^+ and/or Rsh->inf +@requires_scipy @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh' : 20., From f927aef87071cd0bb7bd556dbdce2b39fbf27a7b Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Fri, 23 Jun 2017 13:19:24 -0600 Subject: [PATCH 07/44] More current_sum_at_diode_node() tests and using fixture --- pvlib/test/test_pvsystem.py | 155 +++++++++++++++++++++++++----------- 1 file changed, 107 insertions(+), 48 deletions(-) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 6114f21c29..39798d0958 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -353,51 +353,111 @@ def test_PVSystem_calcparams_desoto(cec_module_params): assert_allclose(nNsVth, 0.473) -def test_current_sum_at_diode_node(): - V = np.array([40., 0. , 0]) - I = np.array([0., 0., 3.]) - IL = 7. - I0 = 6.e-7 - nNsVth = 0.5 - Rs = 0.1 - Rsh = 20. - - results_1 = np.full_like(V, np.nan) - results_2 = np.full_like(V, np.nan) - - results_1[0] = pvsystem.current_sum_at_diode_node(V=V[0], I=I[0], IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - results_2[0] = IL - I0*np.expm1(V[0]/nNsVth) - V[0]/Rsh - - results_1[1] = pvsystem.current_sum_at_diode_node(V=V[1], I=I[1], IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - results_2[1] = IL - - results_1[2] = pvsystem.current_sum_at_diode_node(V=V[2], I=I[2], IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - results_2[2] = IL - I0*np.expm1(I[2]*Rs/nNsVth) - I[2]*Rs/Rsh - I[2] - - assert_array_equal(results_1, results_2) +@pytest.fixture(params=[# Not necessarily I-V curve solutions + { # Can handle all python scalar inputs + 'V' : 40., + 'I' : 3., + 'IL' : 7., + 'I0' : 6.e-7, + 'nNsVth' : 0.5, + 'Rs' : 0.1, + 'Rsh' : 20., + 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) + }, + { # Can handle all rank-0 array inputs + 'V' : np.array(40.), + 'I' : np.array(3.), + 'IL' : np.array(7.), + 'I0' : np.array(6.e-7), + 'nNsVth' : np.array(0.5), + 'Rs' : np.array(0.1), + 'Rsh' : np.array(20.), + 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) + }, + { # Can handle all rank-1 singleton array inputs + 'V' : np.array([40.]), + 'I' : np.array([3.]), + 'IL' : np.array([7.]), + 'I0' : np.array([6.e-7]), + 'nNsVth' : np.array([0.5]), + 'Rs' : np.array([0.1]), + 'Rsh' : np.array([20.]), + 'current_sum_at_diode_node_expected' : np.array([7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.]) + }, + { # Can handle all rank-1 non-singleton array inputs + 'V' : np.array([40., 0. , 0.]), + 'I' : np.array([0., 0., 3.]), + 'IL' : np.array([7., 7., 7.]), + 'I0' : np.array([6.e-7, 6.e-7, 6.e-7]), + 'nNsVth' : np.array([0.5, 0.5, 0.5]), + 'Rs' : np.array([0.1, 0.1, 0.1]), + 'Rsh' : np.array([20., 20., 20.]), + 'current_sum_at_diode_node_expected' : np.array([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) + }, + { # Can handle mixed inputs with non-singleton Pandas Series + 'V' : pd.Series([40., 0. , 0.]), + 'I' : pd.Series([0., 0., 3.]), + 'IL' : 7., + 'I0' : 6.e-7, + 'nNsVth' : 0.5, + 'Rs' : 0.1, + 'Rsh' : 20., + 'current_sum_at_diode_node_expected' : pd.Series([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) + }, + { # Can handle mixed inputs with rank-2 arrays + 'V' : np.array([[40., 0. , 0.], [0., 0. , 40.]]), + 'I' : np.array([[0., 0., 3.], [3., 0., 0.]]), + 'IL' : 7., + 'I0' : np.full((1,3), 6.e-7), + 'nNsVth' : np.array(0.5), + 'Rs' : np.array([0.1]), + 'Rsh' : np.full((2,3), 20.), + 'current_sum_at_diode_node_expected' : np.array([[7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.], \ + [ 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3., 7., 7. - 6.e-7*np.expm1(40./0.5) - 40./0.1]]) + }, + { # Can handle infinite shunt resistance with positive series resistance + 'V' : 40., + 'I' : 3., + 'IL' : 7., + 'I0' : 6.e-7, + 'nNsVth' : 0.5, + 'Rs' : 0.1, + 'Rsh' : np.inf, + 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - 3.) + }, + { # Can handle infinite shunt resistance with zero series resistance + 'V' : 40., + 'I' : 3., + 'IL' : 7., + 'I0' : 6.e-7, + 'nNsVth' : 0.5, + 'Rs' : 0., + 'Rsh' : np.inf, + 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1(40./0.5) - 3.) + }]) +def fixture_current_sum_at_diode_node(request): + return request.param + +def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): + # Note: The computation of this function is so straight forward that we do + # NOT extensively verify ufunc behavior - results_vec = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - assert_array_equal(results_vec, results_2) - - V = 0. - I = 0. - nNsVth = np.asarray([0.45, 0.5, 0.55]) - results_vec = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - assert_array_equal(results_vec, np.asarray([IL, IL, IL])) - - nNsVth = pd.Series([0.45, 0.5, 0.55]) - results_series = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - assert_series_equal(results_series, pd.Series([IL, IL, IL])) - - V = 40. - I = 3. - nNsVth = 0.5 - Rsh = np.inf - results_inf_Rsh_1 = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - results_inf_Rsh_2 = IL - I0*np.expm1((V + I*Rs)/nNsVth) - I - assert_array_equal(results_inf_Rsh_1, results_inf_Rsh_2) + # Solution set loaded from fixture + V = fixture_current_sum_at_diode_node['V'] + I = fixture_current_sum_at_diode_node['I'] + IL = fixture_current_sum_at_diode_node['IL'] + I0 = fixture_current_sum_at_diode_node['I0'] + nNsVth = fixture_current_sum_at_diode_node['nNsVth'] + Rs = fixture_current_sum_at_diode_node['Rs'] + Rsh = fixture_current_sum_at_diode_node['Rsh'] + current_sum_at_diode_node_expected = fixture_current_sum_at_diode_node['current_sum_at_diode_node_expected'] + + current_sum_at_diode_node = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + assert(isinstance(current_sum_at_diode_node, type(current_sum_at_diode_node_expected))) + assert(isinstance(current_sum_at_diode_node.dtype, type(current_sum_at_diode_node_expected.dtype))) + assert_array_equal(current_sum_at_diode_node, current_sum_at_diode_node_expected) + -@requires_scipy @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh' : 20., @@ -477,7 +537,7 @@ def test_current_sum_at_diode_node(): 'I' : 3., 'I0' : 6.e-7, 'IL' : 7., - 'V_expected' : pvsystem.v_from_i_alt(Rsh=20., Rs=0., nNsVth=0.5, I=3., I0=6.e-7, IL=7.), + 'V_expected' : np.array(7.804987519345062), 'current_sum_at_diode_node_expected' : np.array(0.), 'inf_Rsh_idx_expected' : np.array(False) }, @@ -510,7 +570,7 @@ def fixture_v_from_i_alt(request): @requires_scipy def test_v_from_i_alt(fixture_v_from_i_alt): - # Solution set from fixture + # Solution set loaded from fixture Rsh = fixture_v_from_i_alt['Rsh'] Rs = fixture_v_from_i_alt['Rs'] nNsVth = fixture_v_from_i_alt['nNsVth'] @@ -539,7 +599,6 @@ def test_v_from_i_alt(fixture_v_from_i_alt): # TODO Stability as Rs->0^+ and/or Rsh->inf -@requires_scipy @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh' : 20., @@ -617,7 +676,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'V' : 40., 'I0' : 6.e-7, 'IL' : 7., - 'I_expected' : pvsystem.i_from_v_alt(Rsh=np.inf, Rs=0.1, nNsVth=0.5, V=40., I0=6.e-7, IL=7.), + 'I_expected' : np.array(-299.7383436645412), 'current_sum_at_diode_node_expected' : np.array(0.), 'zero_Rs_idx_expected' : np.array(False) }]) @@ -626,7 +685,7 @@ def fixture_i_from_v_alt(request): @requires_scipy def test_i_from_v_alt(fixture_i_from_v_alt): - # Solution set from fixture + # Solution set loaded from fixture Rsh = fixture_i_from_v_alt['Rsh'] Rs = fixture_i_from_v_alt['Rs'] nNsVth = fixture_i_from_v_alt['nNsVth'] From 741a7f47a7b20330cc33f865788de55ea32f491a Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Fri, 23 Jun 2017 14:27:27 -0600 Subject: [PATCH 08/44] Naming, documentation, and formatting --- pvlib/pvsystem.py | 204 ++++++++++++++++++++++++------------ pvlib/test/test_pvsystem.py | 146 +++++++++++++------------- 2 files changed, 208 insertions(+), 142 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 044fa80989..148e9c92a5 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1851,16 +1851,17 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, I = np.asarray(current, np.float64) I0 = np.asarray(saturation_current, np.float64) IL = np.asarray(photocurrent, np.float64) - + # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable Gsh = 1./Rsh - + # argW cannot be float128 argW = I0/(Gsh*nNsVth)*np.exp((-I + IL + I0)/(Gsh*nNsVth)) lambertwterm = lambertw(argW).real # Calculate using log(argW) in case argW is really big - logargW = (np.log(I0) - np.log(Gsh) - np.log(nNsVth) + (-I + IL + I0)/(Gsh*nNsVth)) + logargW = \ +(np.log(I0) - np.log(Gsh) - np.log(nNsVth) + (-I + IL + I0)/(Gsh*nNsVth)) # Three iterations of Newton-Raphson method to solve # w+log(w)=logargW. The initial guess is w=logargW. Where direct @@ -1871,7 +1872,8 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, w = w * (1 - np.log(w) + logargW) / (1 + w) lambertwterm_log = w - lambertwterm = np.where(np.isfinite(lambertwterm), lambertwterm, lambertwterm_log) + lambertwterm = \ +np.where(np.isfinite(lambertwterm), lambertwterm, lambertwterm_log) # Eqn. 3 in Jain and Kapoor, 2004 V = (IL + I0 - I)/Gsh - I*Rs - nNsVth*lambertwterm @@ -1937,88 +1939,122 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, V = np.asarray(voltage, np.float64) I0 = np.asarray(saturation_current, np.float64) IL = np.asarray(photocurrent, np.float64) - + # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable Gsh = 1./Rsh - + # argW cannot be float128 - argW = Rs*I0/(nNsVth*(Rs*Gsh + 1.))*np.exp((Rs*(IL + I0) + V)/(nNsVth*(Rs*Gsh + 1.))) + argW = \ +Rs*I0/(nNsVth*(Rs*Gsh + 1.))*np.exp((Rs*(IL + I0) + V)/(nNsVth*(Rs*Gsh + 1.))) lambertwterm = lambertw(argW).real # Eqn. 4 in Jain and Kapoor, 2004 I = (IL + I0 - V*Gsh)/(Rs*Gsh + 1.) - (nNsVth/Rs)*lambertwterm - + return I -def current_sum_at_diode_node(V, I, IL, I0, nNsVth, Rs, Rsh): +def sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh): ''' - TODO Description + Computes the sum of currents at the diode node at electrical steady state + using the standard single diode model (SDM) as described in, e.g., Jain and + Kapoor 2004 [1]. An ideal device is specified by Rs=0 and Rsh=numpy.inf. + This function behaves as a numpy ufunc, including pandas.Series inputs. Parameters ---------- - V : float64 numpy.ndarray, scalar, or pandas.series + V : numeric Device voltage [V] - I : float64 numpy.ndarray, scalar, or pandas.series + + I : numeric Device current [A] - IL : float64 numpy.ndarray, scalar, or pandas.series + + IL : numeric Device photocurrent [A] - I0 : float64 numpy.ndarray, scalar, or pandas.series + + I0 : numeric Device saturation current [A] - nNsVth : float64 numpy.ndarray, scalar, or pandas.series + + nNsVth : numeric Device thermal voltage [V] - Rs : float64 numpy.ndarray, scalar, or pandas.series + + Rs : numeric Device series resistance [Ohm] - Rsh : float64 numpy.ndarray, scalar, or pandas.series + + Rsh : numeric Device shunt resistance [Ohm] - + Returns ------- - current_sum_at_diode_node : float64 numpy.ndarray, scalar, or pandas.series + sdm_current_sum : numeric Sum of currents at the diode node in equivalent circuit model [A] + + References + ---------- + [1] A. Jain, A. Kapoor, "Exact analytical solutions of the parameters of + real solar cells using Lambert W-function", Solar Energy Materials and + Solar Cells, 81 (2004) 269-277. ''' - - # TODO Ensure that this qualifies as a numpy ufunc - - # current_sum_at_diode_node + + # sdm_current_sum return IL - I0*np.expm1((V + I*Rs)/nNsVth) - (V + I*Rs)/Rsh - I -def v_from_i_alt(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): +def sdm_v_from_i(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): ''' - TODO Description + Computes the device voltage at the given device current using the standard + single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + An ideal device is specified by Rs=0 and Rsh=numpy.inf and the solution is + per Eq 3 of [1] unless Rsh=numpy.inf gives a more accurate (closed form) + solution as determined by the sum of currents at the diode node, which + should be zero at electrical steady state. + Inputs to this function can include scalars and pandas.Series, but it + always outputs a float64 numpy.ndarray regardless of input type(s). Parameters ---------- - I : float64 numpy.ndarray or scalar + I : numeric Device current [A] - IL : float64 numpy.ndarray or scalar + + IL : numeric Device photocurrent [A] - I0 : float64 numpy.ndarray or scalar + + I0 : numeric Device saturation current [A] - nNsVth : float64 numpy.ndarray or scalar + + nNsVth : numeric Device thermal voltage [V] - Rs : float64 numpy.ndarray or scalar + + Rs : numeric Device series resistance [Ohm] - Rsh : float64 numpy.ndarray or scalar + + Rsh : numeric Device shunt resistance [Ohm] + return_meta_dict : boolean scalar Return additional computation metadata dictionary - + Returns ------- V : float64 numpy.ndarray Device voltage [V] - meta_dict : python dictionary (optional, returned when return_meta_dict=True) + + meta_dict : dictionary (optional, returned when return_meta_dict=True) Metadata for computation - meta_dict['current_sum_at_diode_node'] : float64 numpy.ndarray like V - Sum of currents at the diode node in equivalent circuit model [A] + + meta_dict['sdm_current_sum'] : float64 numpy.ndarray like V + Sum of currents at diode node in equivalent circuit model [A] + meta_dict['inf_Rsh_idx'] : boolean numpy.ndarray like V Indices where infinite shunt resistance gives best solution + + References + ---------- + [1] A. Jain, A. Kapoor, "Exact analytical solutions of the parameters of + real solar cells using Lambert W-function", Solar Energy Materials and + Solar Cells, 81 (2004) 269-277. ''' - # TODO Check if this qualifies as a numpy ufunc - # Ensure inputs are all np.ndarray with np.float64 type I = np.asarray(I, np.float64) IL = np.asarray(IL, np.float64) @@ -2026,64 +2062,89 @@ def v_from_i_alt(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): nNsVth = np.asarray(nNsVth, np.float64) Rs = np.asarray(Rs, np.float64) Rsh = np.asarray(Rsh, np.float64) - + # Default computation of V using zero_term keeps Rsh shape info zero_term = np.zeros_like(I*Rs/Rsh) V = nNsVth*(np.log(IL - I - zero_term + I0) - np.log(I0)) - I*Rs - current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - + sdm_current_sum_out = \ +sdm_current_sum(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + # Computation of V using LambertW for provided Rsh V_LambertW = v_from_i(Rsh, Rs, nNsVth, I, I0, IL) - current_sum_at_diode_node_LambertW = current_sum_at_diode_node(V=V_LambertW, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - + sdm_current_sum_LambertW = \ +sdm_current_sum(V=V_LambertW, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + # Compute selection indices (may be a scalar boolean) - finite_Rsh_idx = np.logical_and(np.isfinite(current_sum_at_diode_node_LambertW), np.absolute(current_sum_at_diode_node_LambertW) <= np.absolute(current_sum_at_diode_node_out)) - + finite_Rsh_idx = np.logical_and(np.isfinite(sdm_current_sum_LambertW), \ +np.absolute(sdm_current_sum_LambertW) <= np.absolute(sdm_current_sum_out)) + # These are always np.ndarray V = np.where(finite_Rsh_idx, V_LambertW, V) - current_sum_at_diode_node_out = np.where(finite_Rsh_idx, current_sum_at_diode_node_LambertW, current_sum_at_diode_node_out) - + sdm_current_sum_out = \ +np.where(finite_Rsh_idx, sdm_current_sum_LambertW, sdm_current_sum_out) + if return_meta_dict: - return V, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'inf_Rsh_idx' : np.array(np.logical_not(finite_Rsh_idx))} + return V, {'sdm_current_sum' : sdm_current_sum_out, \ +'inf_Rsh_idx' : np.array(np.logical_not(finite_Rsh_idx))} else: return V -def i_from_v_alt(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): +def sdm_i_from_v(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): ''' - TODO Description - + Computes the device current at the given device voltage using the standard + single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + An ideal device is specified by Rs=0 and Rsh=numpy.inf and the solution is + per Eq 2 of [1] unless Rs=0 gives a more accurate (closed form) + solution as determined by the sum of currents at the diode node, which + should be zero at electrical steady state. + Inputs to this function can include scalars and pandas.Series, but it + always outputs a float64 numpy.ndarray regardless of input type(s). + Parameters ---------- - V : float64 numpy.ndarray or scalar + V : numeric Device voltage [V] - IL : float64 numpy.ndarray or scalar + + IL : numeric Device photocurrent [A] - I0 : float64 numpy.ndarray or scalar + + I0 : numeric Device saturation current [A] - nNsVth : float64 numpy.ndarray or scalar + + nNsVth : numeric Device thermal voltage [V] - Rs : float64 numpy.ndarray or scalar + + Rs : numeric Device series resistance [Ohm] - Rsh : float64 numpy.ndarray or scalar + + Rsh : numeric Device shunt resistance [Ohm] + return_meta_dict : boolean scalar Return additional computation metadata dictionary - + Returns ------- I : float64 numpy.ndarray Device current [A] - meta_dict : python dictionary (optional, returned when return_meta_dict=True) + + meta_dict : dictionary (optional, returned when return_meta_dict=True) Metadata for computation - meta_dict['current_sum_at_diode_node'] : float64 numpy.ndarray like I - Sum of currents at the diode node in equivalent circuit model [A] + + meta_dict['sdm_current_sum'] : float64 numpy.ndarray like I + Sum of currents at diode node in equivalent circuit model [A] + meta_dict['zero_Rs_idx'] : boolean numpy.ndarray like I Indices where zero series resistance gives best solution + + References + ---------- + [1] A. Jain, A. Kapoor, "Exact analytical solutions of the parameters of + real solar cells using Lambert W-function", Solar Energy Materials and + Solar Cells, 81 (2004) 269-277. ''' - # TODO Check if this qualifies as a numpy ufunc - # Ensure inputs are all np.ndarray with np.float64 type V = np.asarray(V, np.float64) IL = np.asarray(IL, np.float64) @@ -2095,21 +2156,26 @@ def i_from_v_alt(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): # Default computation of I using zero_term keeps Rs shape info zero_term = np.zeros_like(Rs) I = IL - I0*np.expm1((V + zero_term)/nNsVth) - (V + zero_term)/Rsh - current_sum_at_diode_node_out = current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + sdm_current_sum_out = \ +sdm_current_sum(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) # Computation of I using LambertW for provided Rs I_LambertW = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) - current_sum_at_diode_node_LambertW = current_sum_at_diode_node(V=V, I=I_LambertW, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + sdm_current_sum_LambertW = \ +sdm_current_sum(V=V, I=I_LambertW, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) # Compute selection indices (may be a scalar boolean) - nonzero_Rs_idx = np.logical_and(np.isfinite(current_sum_at_diode_node_LambertW), np.absolute(current_sum_at_diode_node_LambertW) <= np.absolute(current_sum_at_diode_node_out)) - + nonzero_Rs_idx = np.logical_and(np.isfinite(sdm_current_sum_LambertW), \ +np.absolute(sdm_current_sum_LambertW) <= np.absolute(sdm_current_sum_out)) + # These are always np.ndarray I = np.where(nonzero_Rs_idx, I_LambertW, I) - current_sum_at_diode_node_out = np.where(nonzero_Rs_idx, current_sum_at_diode_node_LambertW, current_sum_at_diode_node_out) - + sdm_current_sum_out = \ +np.where(nonzero_Rs_idx, sdm_current_sum_LambertW, sdm_current_sum_out) + if return_meta_dict: - return I, {'current_sum_at_diode_node' : current_sum_at_diode_node_out, 'zero_Rs_idx' : np.array(np.logical_not(nonzero_Rs_idx))} + return I, {'sdm_current_sum' : sdm_current_sum_out, \ +'zero_Rs_idx' : np.array(np.logical_not(nonzero_Rs_idx))} else: return I diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 39798d0958..9650d98cfb 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -362,7 +362,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : 0.5, 'Rs' : 0.1, 'Rsh' : 20., - 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) + 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) }, { # Can handle all rank-0 array inputs 'V' : np.array(40.), @@ -372,7 +372,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : np.array(0.5), 'Rs' : np.array(0.1), 'Rsh' : np.array(20.), - 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) + 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) }, { # Can handle all rank-1 singleton array inputs 'V' : np.array([40.]), @@ -382,7 +382,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : np.array([0.5]), 'Rs' : np.array([0.1]), 'Rsh' : np.array([20.]), - 'current_sum_at_diode_node_expected' : np.array([7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.]) + 'sdm_current_sum_expected' : np.array([7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.]) }, { # Can handle all rank-1 non-singleton array inputs 'V' : np.array([40., 0. , 0.]), @@ -392,7 +392,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : np.array([0.5, 0.5, 0.5]), 'Rs' : np.array([0.1, 0.1, 0.1]), 'Rsh' : np.array([20., 20., 20.]), - 'current_sum_at_diode_node_expected' : np.array([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) + 'sdm_current_sum_expected' : np.array([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) }, { # Can handle mixed inputs with non-singleton Pandas Series 'V' : pd.Series([40., 0. , 0.]), @@ -402,7 +402,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : 0.5, 'Rs' : 0.1, 'Rsh' : 20., - 'current_sum_at_diode_node_expected' : pd.Series([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) + 'sdm_current_sum_expected' : pd.Series([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) }, { # Can handle mixed inputs with rank-2 arrays 'V' : np.array([[40., 0. , 0.], [0., 0. , 40.]]), @@ -412,8 +412,8 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : np.array(0.5), 'Rs' : np.array([0.1]), 'Rsh' : np.full((2,3), 20.), - 'current_sum_at_diode_node_expected' : np.array([[7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.], \ - [ 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3., 7., 7. - 6.e-7*np.expm1(40./0.5) - 40./0.1]]) + 'sdm_current_sum_expected' : np.array([[7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.], \ + [ 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3., 7., 7. - 6.e-7*np.expm1(40./0.5) - 40./0.1]]) }, { # Can handle infinite shunt resistance with positive series resistance 'V' : 40., @@ -423,7 +423,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : 0.5, 'Rs' : 0.1, 'Rsh' : np.inf, - 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - 3.) + 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - 3.) }, { # Can handle infinite shunt resistance with zero series resistance 'V' : 40., @@ -433,29 +433,29 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'nNsVth' : 0.5, 'Rs' : 0., 'Rsh' : np.inf, - 'current_sum_at_diode_node_expected' : np.float64(7. - 6.e-7*np.expm1(40./0.5) - 3.) + 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1(40./0.5) - 3.) }]) -def fixture_current_sum_at_diode_node(request): +def fixture_sdm_current_sum(request): return request.param -def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): +def test_sdm_current_sum(fixture_sdm_current_sum): # Note: The computation of this function is so straight forward that we do # NOT extensively verify ufunc behavior # Solution set loaded from fixture - V = fixture_current_sum_at_diode_node['V'] - I = fixture_current_sum_at_diode_node['I'] - IL = fixture_current_sum_at_diode_node['IL'] - I0 = fixture_current_sum_at_diode_node['I0'] - nNsVth = fixture_current_sum_at_diode_node['nNsVth'] - Rs = fixture_current_sum_at_diode_node['Rs'] - Rsh = fixture_current_sum_at_diode_node['Rsh'] - current_sum_at_diode_node_expected = fixture_current_sum_at_diode_node['current_sum_at_diode_node_expected'] + V = fixture_sdm_current_sum['V'] + I = fixture_sdm_current_sum['I'] + IL = fixture_sdm_current_sum['IL'] + I0 = fixture_sdm_current_sum['I0'] + nNsVth = fixture_sdm_current_sum['nNsVth'] + Rs = fixture_sdm_current_sum['Rs'] + Rsh = fixture_sdm_current_sum['Rsh'] + sdm_current_sum_expected = fixture_sdm_current_sum['sdm_current_sum_expected'] - current_sum_at_diode_node = pvsystem.current_sum_at_diode_node(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - assert(isinstance(current_sum_at_diode_node, type(current_sum_at_diode_node_expected))) - assert(isinstance(current_sum_at_diode_node.dtype, type(current_sum_at_diode_node_expected.dtype))) - assert_array_equal(current_sum_at_diode_node, current_sum_at_diode_node_expected) + sdm_current_sum = pvsystem.sdm_current_sum(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + assert(isinstance(sdm_current_sum, type(sdm_current_sum_expected))) + assert(isinstance(sdm_current_sum.dtype, type(sdm_current_sum_expected.dtype))) + assert_array_equal(sdm_current_sum, sdm_current_sum_expected) @pytest.fixture(params=[ @@ -467,7 +467,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : 6.e-7, 'IL' : 7., 'V_expected' : np.array(7.5049875193450521), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'inf_Rsh_idx_expected' : np.array(False) }, { # Can handle all rank-0 array inputs @@ -478,7 +478,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : np.array(6.e-7), 'IL' : np.array(7.), 'V_expected' : np.array(7.5049875193450521), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'inf_Rsh_idx_expected' : np.array(False) }, { # Can handle all rank-1 singleton array inputs @@ -489,7 +489,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), 'V_expected' : np.array([7.5049875193450521]), - 'current_sum_at_diode_node_expected' : np.array([0.]), + 'sdm_current_sum_expected' : np.array([0.]), 'inf_Rsh_idx_expected' : np.array([False]) }, { # Can handle all rank-1 non-singleton array inputs with infinite shunt @@ -502,7 +502,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : np.array([6.e-7, 6.e-7]), 'IL' : np.array([7., 7.]), 'V_expected' : np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), 7.5049875193450521]), - 'current_sum_at_diode_node_expected' : np.array([0., 0.]), + 'sdm_current_sum_expected' : np.array([0., 0.]), 'inf_Rsh_idx_expected' : np.array([True, False]) }, { # Can handle mixed inputs with a rank-2 array with infinite shunt @@ -515,7 +515,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), 'V_expected' : 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))*np.ones((2,2)), - 'current_sum_at_diode_node_expected' : np.array([[0., 0.], [0., 0.]]), + 'sdm_current_sum_expected' : np.array([[0., 0.], [0., 0.]]), 'inf_Rsh_idx_expected' : np.array([[True, True], [True, True]]) }, { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give @@ -527,7 +527,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : 6.e-7, 'IL' : 7., 'V_expected' : np.array([0., 0.5*(np.log(7. - 7./2. + 6.e-7) - np.log(6.e-7)), 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), - 'current_sum_at_diode_node_expected' : np.array([0., 0., 0.]), + 'sdm_current_sum_expected' : np.array([0., 0., 0.]), 'inf_Rsh_idx_expected' : np.array([True, True, True]) }, { # Can handle only ideal series resistance, no closed form solution @@ -538,7 +538,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : 6.e-7, 'IL' : 7., 'V_expected' : np.array(7.804987519345062), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'inf_Rsh_idx_expected' : np.array(False) }, { # Can handle all python scalar inputs with big LambertW arg @@ -549,7 +549,7 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : 6.e-10, 'IL' : 1.2, 'V_expected' : np.array(86.320000493521079), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'inf_Rsh_idx_expected' : np.array(False) }, { # Can handle all python scalar inputs with bigger LambertW arg @@ -562,41 +562,41 @@ def test_current_sum_at_diode_node(fixture_current_sum_at_diode_node): 'I0' : 7.05196029e-08, 'IL' : 10.491262, 'V_expected' : np.array(54.303958833791455), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'inf_Rsh_idx_expected' : np.array(False) }]) -def fixture_v_from_i_alt(request): +def fixture_sdm_v_from_i(request): return request.param @requires_scipy -def test_v_from_i_alt(fixture_v_from_i_alt): +def test_sdm_v_from_i(fixture_sdm_v_from_i): # Solution set loaded from fixture - Rsh = fixture_v_from_i_alt['Rsh'] - Rs = fixture_v_from_i_alt['Rs'] - nNsVth = fixture_v_from_i_alt['nNsVth'] - I = fixture_v_from_i_alt['I'] - I0 = fixture_v_from_i_alt['I0'] - IL = fixture_v_from_i_alt['IL'] - V_expected = fixture_v_from_i_alt['V_expected'] - current_sum_at_diode_node_expected = fixture_v_from_i_alt['current_sum_at_diode_node_expected'] - inf_Rsh_idx_expected = fixture_v_from_i_alt['inf_Rsh_idx_expected'] + Rsh = fixture_sdm_v_from_i['Rsh'] + Rs = fixture_sdm_v_from_i['Rs'] + nNsVth = fixture_sdm_v_from_i['nNsVth'] + I = fixture_sdm_v_from_i['I'] + I0 = fixture_sdm_v_from_i['I0'] + IL = fixture_sdm_v_from_i['IL'] + V_expected = fixture_sdm_v_from_i['V_expected'] + sdm_current_sum_expected = fixture_sdm_v_from_i['sdm_current_sum_expected'] + inf_Rsh_idx_expected = fixture_sdm_v_from_i['inf_Rsh_idx_expected'] # Convergence criteria atol = 1.e-11 - V = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL) + V = pvsystem.sdm_v_from_i(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL) assert(isinstance(V, type(V_expected))) assert(isinstance(V.dtype, type(V_expected.dtype))) assert_allclose(V, V_expected, atol=atol) - _, meta_dict = pvsystem.v_from_i_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) - assert(isinstance(meta_dict['current_sum_at_diode_node'], type(V))) - assert(isinstance(meta_dict['current_sum_at_diode_node'].dtype, type(V.dtype))) - assert_allclose(meta_dict['current_sum_at_diode_node'], current_sum_at_diode_node_expected, atol=atol) + _, meta_dict = pvsystem.sdm_v_from_i(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) + assert(isinstance(meta_dict['sdm_current_sum'], type(V))) + assert(isinstance(meta_dict['sdm_current_sum'].dtype, type(V.dtype))) + assert_allclose(meta_dict['sdm_current_sum'], sdm_current_sum_expected, atol=atol) assert(isinstance(meta_dict['inf_Rsh_idx'], type(V))) assert(isinstance(meta_dict['inf_Rsh_idx'].dtype, type(V.dtype))) assert_array_equal(meta_dict['inf_Rsh_idx'], inf_Rsh_idx_expected) - # TODO Stability as Rs->0^+ and/or Rsh->inf + # TODO Stability as Rs->0^+ and/or Rsh->inf and benchmarks @pytest.fixture(params=[ @@ -608,7 +608,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : 6.e-7, 'IL' : 7., 'I_expected' : np.array(-299.746389916), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'zero_Rs_idx_expected' : np.array(False) }, { # Can handle all rank-0 array inputs @@ -619,7 +619,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : np.array(6.e-7), 'IL' : np.array(7.), 'I_expected' : np.array(-299.746389916), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'zero_Rs_idx_expected' : np.array(False) }, { # Can handle all rank-1 singleton array inputs @@ -630,7 +630,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), 'I_expected' : np.array([-299.746389916]), - 'current_sum_at_diode_node_expected' : np.array([0.]), + 'sdm_current_sum_expected' : np.array([0.]), 'zero_Rs_idx_expected' : np.array([False]) }, { # Can handle all rank-1 non-singleton array inputs with a zero @@ -642,7 +642,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : np.array([6.e-7, 6.e-7]), 'IL' : np.array([7., 7.]), 'I_expected' : np.array([7., -299.746389916]), - 'current_sum_at_diode_node_expected' : np.array([0., 0.]), + 'sdm_current_sum_expected' : np.array([0., 0.]), 'zero_Rs_idx_expected' : np.array([True, False]) }, { # Can handle mixed inputs with a rank-2 array with zero series @@ -654,7 +654,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), 'I_expected' : np.array([[7., 7.], [7., 7.]]), - 'current_sum_at_diode_node_expected' : np.array([[0., 0.], [0., 0.]]), + 'sdm_current_sum_expected' : np.array([[0., 0.], [0., 0.]]), 'zero_Rs_idx_expected' : np.array([[True, True], [True, True]]) }, { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give @@ -666,7 +666,7 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : 6.e-7, 'IL' : 7., 'I_expected' : np.array([7., 7. - 6.e-7*np.expm1((np.log(7. + 6.e-7) - np.log(6.e-7))/2.), 0.]), - 'current_sum_at_diode_node_expected' : np.array([0., 0., 0.]), + 'sdm_current_sum_expected' : np.array([0., 0., 0.]), 'zero_Rs_idx_expected' : np.array([True, True, True]) }, { # Can handle only ideal shunt resistance, no closed form solution @@ -677,41 +677,41 @@ def test_v_from_i_alt(fixture_v_from_i_alt): 'I0' : 6.e-7, 'IL' : 7., 'I_expected' : np.array(-299.7383436645412), - 'current_sum_at_diode_node_expected' : np.array(0.), + 'sdm_current_sum_expected' : np.array(0.), 'zero_Rs_idx_expected' : np.array(False) }]) -def fixture_i_from_v_alt(request): +def fixture_sdm_i_from_v(request): return request.param @requires_scipy -def test_i_from_v_alt(fixture_i_from_v_alt): +def test_sdm_i_from_v(fixture_sdm_i_from_v): # Solution set loaded from fixture - Rsh = fixture_i_from_v_alt['Rsh'] - Rs = fixture_i_from_v_alt['Rs'] - nNsVth = fixture_i_from_v_alt['nNsVth'] - V = fixture_i_from_v_alt['V'] - I0 = fixture_i_from_v_alt['I0'] - IL = fixture_i_from_v_alt['IL'] - I_expected = fixture_i_from_v_alt['I_expected'] - current_sum_at_diode_node_expected = fixture_i_from_v_alt['current_sum_at_diode_node_expected'] - zero_Rs_idx_expected = fixture_i_from_v_alt['zero_Rs_idx_expected'] + Rsh = fixture_sdm_i_from_v['Rsh'] + Rs = fixture_sdm_i_from_v['Rs'] + nNsVth = fixture_sdm_i_from_v['nNsVth'] + V = fixture_sdm_i_from_v['V'] + I0 = fixture_sdm_i_from_v['I0'] + IL = fixture_sdm_i_from_v['IL'] + I_expected = fixture_sdm_i_from_v['I_expected'] + sdm_current_sum_expected = fixture_sdm_i_from_v['sdm_current_sum_expected'] + zero_Rs_idx_expected = fixture_sdm_i_from_v['zero_Rs_idx_expected'] # Convergence criteria atol = 1.e-11 - I = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) + I = pvsystem.sdm_i_from_v(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) assert(isinstance(I, type(I_expected))) assert(isinstance(I.dtype, type(I_expected.dtype))) assert_allclose(I, I_expected, atol=atol) - _, meta_dict = pvsystem.i_from_v_alt(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) - assert(isinstance(meta_dict['current_sum_at_diode_node'], type(I))) - assert(isinstance(meta_dict['current_sum_at_diode_node'].dtype, type(I.dtype))) - assert_allclose(meta_dict['current_sum_at_diode_node'], current_sum_at_diode_node_expected, atol=atol) + _, meta_dict = pvsystem.sdm_i_from_v(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) + assert(isinstance(meta_dict['sdm_current_sum'], type(I))) + assert(isinstance(meta_dict['sdm_current_sum'].dtype, type(I.dtype))) + assert_allclose(meta_dict['sdm_current_sum'], sdm_current_sum_expected, atol=atol) assert(isinstance(meta_dict['zero_Rs_idx'], type(I))) assert(isinstance(meta_dict['zero_Rs_idx'].dtype, type(I.dtype))) assert_array_equal(meta_dict['zero_Rs_idx'], zero_Rs_idx_expected) - # TODO Stability as Rs->0^+ and/or Rsh->inf + # TODO Stability as Rs->0^+ and/or Rsh->inf and benchmarks @requires_scipy From c9129dc56588d9aacea8212c22d8b6c8f1554407 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 26 Jul 2017 20:45:23 -0600 Subject: [PATCH 09/44] Deprecate replaced functions and flake8 --- pvlib/pvsystem.py | 78 +++++++++++++++++++------------------ pvlib/test/test_pvsystem.py | 2 +- 2 files changed, 41 insertions(+), 39 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 148e9c92a5..065696e6a4 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -437,18 +437,18 @@ def singlediode(self, photocurrent, saturation_current, def i_from_v(self, resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent): - """Wrapper around the :py:func:`i_from_v` function. + """Wrapper around the :py:func:`sdm_i_from_v` function. Parameters ---------- - See pvsystem.i_from_v for details + See pvsystem.sdm_i_from_v for details Returns ------- - See pvsystem.i_from_v for details + See pvsystem.sdm_i_from_v for details """ - return i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, - saturation_current, photocurrent) + return sdm_i_from_v(voltage, photocurrent, saturation_current, + nNsVth, resistance_series, resistance_shunt) # inverter now specified by self.inverter_parameters def snlinverter(self, v_dc, p_dc): @@ -1790,12 +1790,14 @@ def _pwr_optfcn(df, loc): I = i_from_v(df['r_sh'], df['r_s'], df['nNsVth'], df[loc], df['i_0'], df['i_l']) - return I*df[loc] + return I * df[loc] def v_from_i(resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent): ''' + DEPRECATED: Use sdm_v_from_i() instead. + Calculates voltage from current per Eq 3 Jain and Kapoor 2004 [1]. Parameters @@ -1884,6 +1886,8 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent): ''' + DEPRECATED: Use sdm_i_from_v() instead. + Calculates current from voltage per Eq 2 Jain and Kapoor 2004 [1]. Parameters @@ -1996,8 +2000,8 @@ def sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh): Solar Cells, 81 (2004) 269-277. ''' - # sdm_current_sum - return IL - I0*np.expm1((V + I*Rs)/nNsVth) - (V + I*Rs)/Rsh - I + VplusItimesRs = V + I * Rs + return IL - I0 * np.expm1(VplusItimesRs / nNsVth) - VplusItimesRs / Rsh - I def sdm_v_from_i(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): @@ -2031,7 +2035,7 @@ def sdm_v_from_i(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): Rsh : numeric Device shunt resistance [Ohm] - return_meta_dict : boolean scalar + return_meta_dict : boolean scalar (default is False) Return additional computation metadata dictionary Returns @@ -2063,29 +2067,28 @@ def sdm_v_from_i(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): Rs = np.asarray(Rs, np.float64) Rsh = np.asarray(Rsh, np.float64) - # Default computation of V using zero_term keeps Rsh shape info - zero_term = np.zeros_like(I*Rs/Rsh) - V = nNsVth*(np.log(IL - I - zero_term + I0) - np.log(I0)) - I*Rs - sdm_current_sum_out = \ -sdm_current_sum(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + # Default computation of V using np.zeros_like keeps Rsh shape info + V = nNsVth * (np.log(IL - I - np.zeros_like(I * Rs / Rsh) + I0) - + np.log(I0)) - I * Rs + sdm_current_sum_out = sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh) # Computation of V using LambertW for provided Rsh - V_LambertW = v_from_i(Rsh, Rs, nNsVth, I, I0, IL) - sdm_current_sum_LambertW = \ -sdm_current_sum(V=V_LambertW, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + V_lw = v_from_i(Rsh, Rs, nNsVth, I, I0, IL) + sdm_current_sum_lw = sdm_current_sum(V_lw, I, IL, I0, nNsVth, Rs, Rsh) # Compute selection indices (may be a scalar boolean) - finite_Rsh_idx = np.logical_and(np.isfinite(sdm_current_sum_LambertW), \ -np.absolute(sdm_current_sum_LambertW) <= np.absolute(sdm_current_sum_out)) + finite_Rsh_idx = np.logical_and(np.isfinite(sdm_current_sum_lw), + np.absolute(sdm_current_sum_lw) <= + np.absolute(sdm_current_sum_out)) # These are always np.ndarray - V = np.where(finite_Rsh_idx, V_LambertW, V) - sdm_current_sum_out = \ -np.where(finite_Rsh_idx, sdm_current_sum_LambertW, sdm_current_sum_out) + V = np.where(finite_Rsh_idx, V_lw, V) + sdm_current_sum_out = np.where(finite_Rsh_idx, sdm_current_sum_lw, + sdm_current_sum_out) if return_meta_dict: - return V, {'sdm_current_sum' : sdm_current_sum_out, \ -'inf_Rsh_idx' : np.array(np.logical_not(finite_Rsh_idx))} + return V, {'sdm_current_sum': sdm_current_sum_out, + 'inf_Rsh_idx': np.array(np.logical_not(finite_Rsh_idx))} else: return V @@ -2121,7 +2124,7 @@ def sdm_i_from_v(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): Rsh : numeric Device shunt resistance [Ohm] - return_meta_dict : boolean scalar + return_meta_dict : boolean scalar (default is False) Return additional computation metadata dictionary Returns @@ -2155,27 +2158,26 @@ def sdm_i_from_v(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): # Default computation of I using zero_term keeps Rs shape info zero_term = np.zeros_like(Rs) - I = IL - I0*np.expm1((V + zero_term)/nNsVth) - (V + zero_term)/Rsh - sdm_current_sum_out = \ -sdm_current_sum(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + I = IL - I0 * np.expm1((V + zero_term) / nNsVth) - (V + zero_term) / Rsh + sdm_current_sum_out = sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh) # Computation of I using LambertW for provided Rs - I_LambertW = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) - sdm_current_sum_LambertW = \ -sdm_current_sum(V=V, I=I_LambertW, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) + I_lw = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) + sdm_current_sum_lw = sdm_current_sum(V, I_lw, IL, I0, nNsVth, Rs, Rsh) # Compute selection indices (may be a scalar boolean) - nonzero_Rs_idx = np.logical_and(np.isfinite(sdm_current_sum_LambertW), \ -np.absolute(sdm_current_sum_LambertW) <= np.absolute(sdm_current_sum_out)) + nonzero_Rs_idx = np.logical_and(np.isfinite(sdm_current_sum_lw), + np.absolute(sdm_current_sum_lw) <= + np.absolute(sdm_current_sum_out)) # These are always np.ndarray - I = np.where(nonzero_Rs_idx, I_LambertW, I) - sdm_current_sum_out = \ -np.where(nonzero_Rs_idx, sdm_current_sum_LambertW, sdm_current_sum_out) + I = np.where(nonzero_Rs_idx, I_lw, I) + sdm_current_sum_out = np.where(nonzero_Rs_idx, sdm_current_sum_lw, + sdm_current_sum_out) if return_meta_dict: - return I, {'sdm_current_sum' : sdm_current_sum_out, \ -'zero_Rs_idx' : np.array(np.logical_not(nonzero_Rs_idx))} + return I, {'sdm_current_sum': sdm_current_sum_out, + 'zero_Rs_idx': np.array(np.logical_not(nonzero_Rs_idx))} else: return I diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 9650d98cfb..b1f2c3f74e 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -439,7 +439,7 @@ def fixture_sdm_current_sum(request): return request.param def test_sdm_current_sum(fixture_sdm_current_sum): - # Note: The computation of this function is so straight forward that we do + # Note: The computation of this function is so straightforward that we do # NOT extensively verify ufunc behavior # Solution set loaded from fixture From 85e957d6bb3d34846ad4001f6ed1f16d63eec613 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 26 Jul 2017 22:29:58 -0600 Subject: [PATCH 10/44] Add release documentation and flake8 again --- docs/sphinx/source/api.rst | 9 ++++++--- docs/sphinx/source/whatsnew/v0.4.6.rst | 16 ++++++++++++++++ pvlib/atmosphere.py | 2 +- pvlib/pvsystem.py | 9 +++++---- pvlib/test/test_irradiance.py | 2 +- pvlib/test/test_modelchain.py | 1 + pvlib/test/test_pvsystem.py | 4 ---- 7 files changed, 30 insertions(+), 13 deletions(-) diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 5fd65b8733..d1c54fd97e 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -200,10 +200,13 @@ Functions relevant for the single diode model. .. autosummary:: :toctree: generated/ - pvsystem.singlediode pvsystem.calcparams_desoto - pvsystem.v_from_i - pvsystem.i_from_v + pvsystem.i_from_v (DEPRECATED: Use pvsystem.sdm_i_from_v instead) + pvsystem.sdm_current_sum + pvsystem.sdm_i_from_v + pvsystem.sdm_v_from_i + pvsystem.singlediode + pvsystem.v_from_i (DEPRECATED: Use pvsystem.sdm_v_from_i instead) SAPM model ---------- diff --git a/docs/sphinx/source/whatsnew/v0.4.6.rst b/docs/sphinx/source/whatsnew/v0.4.6.rst index 37f968d851..b1b3bbdaa1 100644 --- a/docs/sphinx/source/whatsnew/v0.4.6.rst +++ b/docs/sphinx/source/whatsnew/v0.4.6.rst @@ -17,10 +17,22 @@ Bug fixes Enhancements ~~~~~~~~~~~~ * Added default values to docstrings of all functions (:issue:`336`) +* Ideal devices supported in single diode model, e.g., + resistance_series = 0 and/or resistance_shunt = numpy.inf (:issue:`340`) +* Computations for very near ideal devices are more numerically stable in + single diode model (:issue:`340`) API Changes ~~~~~~~~~~~ * Removed parameter w from _calc_d (:issue:`344`) +* Deprecated `pvsystem.v_from_i` and `pvsystem.i_from_v` functions, which will + be removed in a future release. Instead use `pvsystem.sdm_v_from_i` and + `pvsystem.sdm_i_from_v`, which are ~2x slower but can handle ideal devices. + Note that these functions always return a numpy.ndarray (:issue:`340`) +* Added `pvsystem.sdm_current_sum` function, which computes the sum of currents + at the diode node in the single diode model and is used to improve numerical + stability in `pvsystem.sdm_v_from_i` and `pvsystem.sdm_i_from_v` for very + near ideal devices (:issue:`340`) Documentation ~~~~~~~~~~~~~ @@ -31,6 +43,9 @@ Testing * Added explicit tests for aoi and aoi_projection functions. * Update test of `ModelChain.__repr__` to take in account :issue:`352` +* Significant new test cases added for `pvsystem.sdm_v_from_i` and + `pvsystem.sdm_i_from_v`, beyond but including cases for deprecated + `pvsystem.v_from_i` and `pvsystem.i_from_v` (:issue:`340`) Contributors @@ -41,3 +56,4 @@ Contributors * Alaina Kafkes * Birgit Schachler * Jonathan Gaffiot +* Mark Campanelli diff --git a/pvlib/atmosphere.py b/pvlib/atmosphere.py index a69541c93a..4878cc796d 100644 --- a/pvlib/atmosphere.py +++ b/pvlib/atmosphere.py @@ -380,7 +380,7 @@ def first_solar_spectral_correction(pw, airmass_absolute, module_type=None, The module used to calculate the spectral correction coefficients corresponds to the Mult-crystalline silicon Manufacturer 2 Model C from [3]_. Spectral Response (SR) of CIGS - and a-Si modules used to derive coefficients can be found in [4]_ + and a-Si modules used to derive coefficients can be found in [4]_ coefficients : None or array-like, default None allows for entry of user defined spectral correction diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index b82638f1a3..22477cde50 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -588,10 +588,9 @@ def __init__(self, pvsystem=None, location=None, **kwargs): Location.__init__(self, **new_kwargs) def __repr__(self): - attrs = [ - 'name', 'latitude', 'longitude', 'altitude', 'tz', 'surface_tilt', - 'surface_azimuth', 'module', 'inverter', 'albedo', 'racking_model' - ] + attrs = ['name', 'latitude', 'longitude', 'altitude', 'tz', + 'surface_tilt', 'surface_azimuth', 'module', 'inverter', + 'albedo', 'racking_model'] return ('LocalizedPVSystem: \n ' + '\n '.join( ('{}: {}'.format(attr, getattr(self, attr)) for attr in attrs))) @@ -2076,6 +2075,7 @@ def sdm_v_from_i(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): sdm_current_sum_out = sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh) # Computation of V using LambertW for provided Rsh + # v_from_i is deprecated: move v_from_i code here when/if it is removed. V_lw = v_from_i(Rsh, Rs, nNsVth, I, I0, IL) sdm_current_sum_lw = sdm_current_sum(V_lw, I, IL, I0, nNsVth, Rs, Rsh) @@ -2165,6 +2165,7 @@ def sdm_i_from_v(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): sdm_current_sum_out = sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh) # Computation of I using LambertW for provided Rs + # i_from_v is deprecated: move i_from_v code here when/if it is removed. I_lw = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) sdm_current_sum_lw = sdm_current_sum(V, I_lw, IL, I0, nNsVth, Rs, Rsh) diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index ba4a1ba74c..8c87f29eea 100755 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -432,7 +432,7 @@ def test_dni(): (90, 0, 30, 60, 75.5224878, 0.25), (90, 0, 30, 170, 119.4987042, -0.4924038)]) def test_aoi_and_aoi_projection(surface_tilt, surface_azimuth, solar_zenith, - solar_azimuth, aoi_expected, + solar_azimuth, aoi_expected, aoi_proj_expected): aoi = irradiance.aoi(surface_tilt, surface_azimuth, solar_zenith, solar_azimuth) diff --git a/pvlib/test/test_modelchain.py b/pvlib/test/test_modelchain.py index e2199a283f..e3ab0ef61d 100644 --- a/pvlib/test/test_modelchain.py +++ b/pvlib/test/test_modelchain.py @@ -443,6 +443,7 @@ def test_ModelChain___repr__(system, location, strategy, strategy_str): assert mc.__repr__() == expected + @requires_scipy def test_weather_irradiance_input(system, location): """Test will raise a warning and should be removed in future versions.""" diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 5d446ec3a7..31bfb0122b 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -595,8 +595,6 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): assert(isinstance(meta_dict['inf_Rsh_idx'], type(V))) assert(isinstance(meta_dict['inf_Rsh_idx'].dtype, type(V.dtype))) assert_array_equal(meta_dict['inf_Rsh_idx'], inf_Rsh_idx_expected) - - # TODO Stability as Rs->0^+ and/or Rsh->inf and benchmarks @pytest.fixture(params=[ @@ -710,8 +708,6 @@ def test_sdm_i_from_v(fixture_sdm_i_from_v): assert(isinstance(meta_dict['zero_Rs_idx'], type(I))) assert(isinstance(meta_dict['zero_Rs_idx'].dtype, type(I.dtype))) assert_array_equal(meta_dict['zero_Rs_idx'], zero_Rs_idx_expected) - - # TODO Stability as Rs->0^+ and/or Rsh->inf and benchmarks @requires_scipy From fb22171eb96df492db48070a1d9c43da7383f198 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 26 Jul 2017 23:07:33 -0600 Subject: [PATCH 11/44] Replace deprecated function usages and update test_singlediode_series_ivcurve --- pvlib/pvsystem.py | 31 +++++++++++++------------- pvlib/test/test_pvsystem.py | 44 ++++++++++++++++++------------------- 2 files changed, 36 insertions(+), 39 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 22477cde50..5e3ec3194c 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1661,12 +1661,12 @@ def singlediode(photocurrent, saturation_current, resistance_series, ''' # Find short circuit current using Lambert W - i_sc = i_from_v(resistance_shunt, resistance_series, nNsVth, 0.01, - saturation_current, photocurrent) + i_sc = sdm_i_from_v(0., photocurrent, saturation_current, nNsVth, + resistance_series, resistance_shunt) # Find open circuit voltage using Lambert W - v_oc = v_from_i(resistance_shunt, resistance_series, nNsVth, 0.0, - saturation_current, photocurrent) + v_oc = sdm_v_from_i(0., photocurrent, saturation_current, nNsVth, + resistance_series, resistance_shunt) params = {'r_sh': resistance_shunt, 'r_s': resistance_series, @@ -1674,19 +1674,19 @@ def singlediode(photocurrent, saturation_current, resistance_series, 'i_0': saturation_current, 'i_l': photocurrent} - p_mp, v_mp = _golden_sect_DataFrame(params, 0, v_oc*1.14, _pwr_optfcn) + p_mp, v_mp = _golden_sect_DataFrame(params, 0., v_oc * 1.14, _pwr_optfcn) # Invert the Power-Current curve. Find the current where the inverted power # is minimized. This is i_mp. Start the optimization at v_oc/2 - i_mp = i_from_v(resistance_shunt, resistance_series, nNsVth, v_mp, - saturation_current, photocurrent) + i_mp = sdm_i_from_v(v_mp, photocurrent, saturation_current, nNsVth, + resistance_series, resistance_shunt) # Find Ix and Ixx using Lambert W - i_x = i_from_v(resistance_shunt, resistance_series, nNsVth, - 0.5*v_oc, saturation_current, photocurrent) + i_x = sdm_i_from_v(0.5 * v_oc, photocurrent, saturation_current, nNsVth, + resistance_series, resistance_shunt) - i_xx = i_from_v(resistance_shunt, resistance_series, nNsVth, - 0.5*(v_oc+v_mp), saturation_current, photocurrent) + i_xx = sdm_i_from_v(0.5 * (v_oc + v_mp), photocurrent, saturation_current, + nNsVth, resistance_series, resistance_shunt) out = OrderedDict() out['i_sc'] = i_sc @@ -1701,9 +1701,8 @@ def singlediode(photocurrent, saturation_current, resistance_series, if ivcurve_pnts: ivcurve_v = (np.asarray(v_oc)[..., np.newaxis] * np.linspace(0, 1, ivcurve_pnts)) - ivcurve_i = i_from_v( - resistance_shunt, resistance_series, nNsVth, ivcurve_v.T, - saturation_current, photocurrent).T + ivcurve_i = sdm_i_from_v(ivcurve_v.T, photocurrent, saturation_current, + nNsVth, resistance_series, resistance_shunt).T out['v'] = ivcurve_v out['i'] = ivcurve_i @@ -1790,8 +1789,8 @@ def _pwr_optfcn(df, loc): Function to find power from ``i_from_v``. ''' - I = i_from_v(df['r_sh'], df['r_s'], df['nNsVth'], - df[loc], df['i_0'], df['i_l']) + I = sdm_i_from_v(df[loc], df['i_l'], df['i_0'], df['nNsVth'], df['r_s'], + df['r_sh']) return I * df[loc] diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 31bfb0122b..18f226d9f5 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -822,30 +822,28 @@ def test_singlediode_series_ivcurve(cec_module_params): times = pd.DatetimeIndex(start='2015-06-01', periods=3, freq='6H') poa_data = pd.Series([0, 400, 800], index=times) IL, I0, Rs, Rsh, nNsVth = pvsystem.calcparams_desoto( - poa_data, - temp_cell=25, - alpha_isc=cec_module_params['alpha_sc'], - module_parameters=cec_module_params, - EgRef=1.121, - dEgdT=-0.0002677) - + poa_data, temp_cell=25, + alpha_isc=cec_module_params['alpha_sc'], + module_parameters=cec_module_params, + EgRef=1.121, dEgdT=-0.0002677) + out = pvsystem.singlediode(IL, I0, Rs, Rsh, nNsVth, ivcurve_pnts=3) - - expected = OrderedDict([('i_sc', array([ 0., 3.01054475, 6.00675648])), - ('v_oc', array([ nan, 9.96886962, 10.29530483])), - ('i_mp', array([ nan, 2.65191983, 5.28594672])), - ('v_mp', array([ nan, 8.33392491, 8.4159707 ])), - ('p_mp', array([ nan, 22.10090078, 44.48637274])), - ('i_x', array([ nan, 2.88414114, 5.74622046])), - ('i_xx', array([ nan, 2.04340914, 3.90007956])), - ('v', - array([[ nan, nan, nan], - [ 0. , 4.98443481, 9.96886962], - [ 0. , 5.14765242, 10.29530483]])), - ('i', - array([[ nan, nan, nan], - [ 3.01079860e+00, 2.88414114e+00, 3.10862447e-14], - [ 6.00726296e+00, 5.74622046e+00, 0.00000000e+00]]))]) + + expected = OrderedDict([('i_sc', array([0., 3.01054475, 6.00675648])), + ('v_oc', array([0., 9.96886962, 10.29530483])), + ('i_mp', array([0., 2.65191983, 5.28594672])), + ('v_mp', array([0., 8.33392491, 8.4159707])), + ('p_mp', array([0., 22.10090078, 44.48637274])), + ('i_x', array([0., 2.88414114, 5.74622046])), + ('i_xx', array([0., 2.04340914, 3.90007956])), + ('v', array([[0., 0., 0.], + [0., 4.98443481, 9.96886962], + [0., 5.14765242, 10.29530483]])), + ('i', array([[0., 0., 0.], + [3.01079860e+00, 2.88414114e+00, + 3.10862447e-14], + [6.00726296e+00, 5.74622046e+00, + 0.00000000e+00]]))]) for k, v in out.items(): assert_allclose(expected[k], v, atol=1e-2) From cdd2bd980decec2febb819908c7f34b3b0f26427 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 10 Sep 2017 18:48:41 -0600 Subject: [PATCH 12/44] Conform to existing API --- docs/sphinx/source/api.rst | 7 +- docs/sphinx/source/whatsnew/v0.5.1.rst | 26 +- pvlib/pvsystem.py | 459 +++++++++---------------- pvlib/test/test_pvsystem.py | 307 ++++------------- 4 files changed, 250 insertions(+), 549 deletions(-) diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 237944458c..4070ed56c3 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -202,12 +202,9 @@ Functions relevant for the single diode model. :toctree: generated/ pvsystem.calcparams_desoto - pvsystem.i_from_v (DEPRECATED: Use pvsystem.sdm_i_from_v instead) - pvsystem.sdm_current_sum - pvsystem.sdm_i_from_v - pvsystem.sdm_v_from_i + pvsystem.i_from_v pvsystem.singlediode - pvsystem.v_from_i (DEPRECATED: Use pvsystem.sdm_v_from_i instead) + pvsystem.v_from_i SAPM model ---------- diff --git a/docs/sphinx/source/whatsnew/v0.5.1.rst b/docs/sphinx/source/whatsnew/v0.5.1.rst index 51e13faf1f..bf928337dc 100644 --- a/docs/sphinx/source/whatsnew/v0.5.1.rst +++ b/docs/sphinx/source/whatsnew/v0.5.1.rst @@ -16,33 +16,31 @@ Bug fixes Enhancements ~~~~~~~~~~~~ * Improve clearsky.lookup_linke_turbidity speed. (:issue:`368`) -* Ideal devices supported in single diode model, e.g., +* Ideal devices supported in single diode model, e.g., resistance_series = 0 and/or resistance_shunt = numpy.inf (:issue:`340`) -* Computations for very near ideal devices are more numerically stable in - single diode model (:issue:`340`) +* `pvsystem.v_from_i` and `pvsystem.i_from_v` computations for near ideal + devices are more numerically stable. However, very, very near ideal + resistance_series and/or resistance_shunt may still cause issues with the + implicit solver (:issue:`340`) API Changes ~~~~~~~~~~~ -* Deprecated `pvsystem.v_from_i` and `pvsystem.i_from_v` functions, which will - be removed in a future release. Instead use `pvsystem.sdm_v_from_i` and - `pvsystem.sdm_i_from_v`, which are ~2x slower but can handle ideal devices. - Note that these functions always return a numpy.ndarray (:issue:`340`) -* Added `pvsystem.sdm_current_sum` function, which computes the sum of currents - at the diode node in the single diode model and is used to improve numerical - stability in `pvsystem.sdm_v_from_i` and `pvsystem.sdm_i_from_v` for very - near ideal devices (:issue:`340`) +* `pvsystem.v_from_i` and `pvsystem.i_from_v` functions now accept + resistance_series = 0 and/or resistance_shunt = numpy.inf as inputs + (:issue:`340`) Documentation ~~~~~~~~~~~~~ * Doc string of modelchain.basic_chain was updated to describe args more accurately +* Doc strings of `singlediode`, `pvsystem.v_from_i`, and `pvsystem.i_from_v` + were updated to describe acceptable input arg ranges Testing ~~~~~~~ * Changed test for clearsky.haurwitz to operate on zenith angles -* Significant new test cases added for `pvsystem.sdm_v_from_i` and - `pvsystem.sdm_i_from_v`, beyond but including cases for deprecated - `pvsystem.v_from_i` and `pvsystem.i_from_v` (:issue:`340`) +* Significant new test cases added for `pvsystem.v_from_i` and + `pvsystem.i_from_v` (:issue:`340`) Contributors ~~~~~~~~~~~~ diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index a534d2a632..0ff6a253df 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -440,18 +440,18 @@ def singlediode(self, photocurrent, saturation_current, def i_from_v(self, resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent): - """Wrapper around the :py:func:`sdm_i_from_v` function. + """Wrapper around the :py:func:`i_from_v` function. Parameters ---------- - See pvsystem.sdm_i_from_v for details + See pvsystem.i_from_v for details Returns ------- - See pvsystem.sdm_i_from_v for details + See pvsystem.i_from_v for details """ - return sdm_i_from_v(voltage, photocurrent, saturation_current, - nNsVth, resistance_series, resistance_shunt) + return i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, \ + saturation_current, photocurrent) # inverter now specified by self.inverter_parameters def snlinverter(self, v_dc, p_dc): @@ -1598,18 +1598,22 @@ def singlediode(photocurrent, saturation_current, resistance_series, photocurrent : numeric Light-generated current (photocurrent) in amperes under desired IV curve conditions. Often abbreviated ``I_L``. + 0 <= photocurrent saturation_current : numeric Diode saturation current in amperes under desired IV curve conditions. Often abbreviated ``I_0``. + 0 < saturation_current resistance_series : numeric Series resistance in ohms under desired IV curve conditions. Often abbreviated ``Rs``. + 0 <= resistance_series < numpy.inf resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. Often abbreviated ``Rsh``. + 0 <= resistance_shunt <= numpy.inf nNsVth : numeric The product of three components. 1) The usual diode ideal factor @@ -1619,6 +1623,7 @@ def singlediode(photocurrent, saturation_current, resistance_series, ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), temp_cell is the temperature of the p-n junction in Kelvin, and q is the charge of an electron (coulombs). + 0 < nNsVth ivcurve_pnts : None or int, default None Number of points in the desired IV curve. If None or 0, no @@ -1674,13 +1679,13 @@ def singlediode(photocurrent, saturation_current, resistance_series, calcparams_desoto ''' - # Find short circuit current using Lambert W - i_sc = sdm_i_from_v(0., photocurrent, saturation_current, nNsVth, - resistance_series, resistance_shunt) + # Compute short circuit current + i_sc = i_from_v(resistance_shunt, resistance_series, nNsVth, 0., \ + saturation_current, photocurrent) - # Find open circuit voltage using Lambert W - v_oc = sdm_v_from_i(0., photocurrent, saturation_current, nNsVth, - resistance_series, resistance_shunt) + # Compute open circuit voltage + v_oc = v_from_i(resistance_shunt, resistance_series, nNsVth, 0., \ + saturation_current, photocurrent) params = {'r_sh': resistance_shunt, 'r_s': resistance_series, @@ -1692,15 +1697,15 @@ def singlediode(photocurrent, saturation_current, resistance_series, # Invert the Power-Current curve. Find the current where the inverted power # is minimized. This is i_mp. Start the optimization at v_oc/2 - i_mp = sdm_i_from_v(v_mp, photocurrent, saturation_current, nNsVth, - resistance_series, resistance_shunt) + i_mp = i_from_v(resistance_shunt, resistance_series, nNsVth, v_mp, \ + saturation_current, photocurrent) # Find Ix and Ixx using Lambert W - i_x = sdm_i_from_v(0.5 * v_oc, photocurrent, saturation_current, nNsVth, - resistance_series, resistance_shunt) + i_x = i_from_v(resistance_shunt, resistance_series, nNsVth, 0.5 * v_oc, \ + saturation_current, photocurrent) - i_xx = sdm_i_from_v(0.5 * (v_oc + v_mp), photocurrent, saturation_current, - nNsVth, resistance_series, resistance_shunt) + i_xx = i_from_v(resistance_shunt, resistance_series, nNsVth, \ + 0.5 * (v_oc + v_mp), saturation_current, photocurrent) out = OrderedDict() out['i_sc'] = i_sc @@ -1713,10 +1718,14 @@ def singlediode(photocurrent, saturation_current, resistance_series, # create ivcurve if ivcurve_pnts: + print(v_oc) ivcurve_v = (np.asarray(v_oc)[..., np.newaxis] * np.linspace(0, 1, ivcurve_pnts)) - ivcurve_i = sdm_i_from_v(ivcurve_v.T, photocurrent, saturation_current, - nNsVth, resistance_series, resistance_shunt).T + print(ivcurve_v) + ivcurve_i = i_from_v(resistance_shunt, resistance_series, nNsVth, \ + ivcurve_v.T, saturation_current, photocurrent).T + print(ivcurve_i) + out['v'] = ivcurve_v out['i'] = ivcurve_i @@ -1803,27 +1812,35 @@ def _pwr_optfcn(df, loc): Function to find power from ``i_from_v``. ''' - I = sdm_i_from_v(df[loc], df['i_l'], df['i_0'], df['nNsVth'], df['r_s'], - df['r_sh']) + I = i_from_v(df['r_sh'], df['r_s'], df['nNsVth'], df[loc], df['i_0'], \ + df['i_l']) + return I * df[loc] def v_from_i(resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent): ''' - DEPRECATED: Use sdm_v_from_i() instead. - - Calculates voltage from current per Eq 3 Jain and Kapoor 2004 [1]. + Computes the device voltage at the given device current using the standard + single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + The solution is per Eq 3 of [1] except when resistance_shunt=numpy.inf, in + which case the explict solution for voltage is used. + Inputs to this function can include scalars and pandas.Series, but it + always outputs a float64 numpy.ndarray regardless of input type(s). + Ideal device parameters are specified by resistance_shunt=np.inf and + resistance_series=0. Parameters ---------- resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. Often abbreviated ``Rsh``. + 0 <= resistance_shunt <= numpy.inf resistance_series : numeric Series resistance in ohms under desired IV curve conditions. Often abbreviated ``Rs``. + 0 <= resistance_series < numpy.inf nNsVth : numeric The product of three components. 1) The usual diode ideal factor @@ -1833,6 +1850,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), temp_cell is the temperature of the p-n junction in Kelvin, and q is the charge of an electron (coulombs). + 0 < nNsVth current : numeric The current in amperes under desired IV curve conditions. @@ -1840,14 +1858,16 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, saturation_current : numeric Diode saturation current in amperes under desired IV curve conditions. Often abbreviated ``I_0``. + 0 < saturation_current photocurrent : numeric Light-generated current (photocurrent) in amperes under desired IV curve conditions. Often abbreviated ``I_L``. + 0 < photocurrent Returns ------- - current : np.ndarray or np.float64 + current : np.ndarray or scalar References ---------- @@ -1861,7 +1881,8 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, raise ImportError('This function requires scipy') # asarray turns Series into arrays so that we don't have to worry - # about multidimensional broadcasting failing + # about multidimensional broadcasting failing + # Note that lambertw function doesn't support float128 Rsh = np.asarray(resistance_shunt, np.float64) Rs = np.asarray(resistance_series, np.float64) nNsVth = np.asarray(nNsVth, np.float64) @@ -1872,48 +1893,95 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable Gsh = 1./Rsh - # argW cannot be float128 - argW = I0/(Gsh*nNsVth)*np.exp((-I + IL + I0)/(Gsh*nNsVth)) - lambertwterm = lambertw(argW).real - - # Calculate using log(argW) in case argW is really big - logargW = \ -(np.log(I0) - np.log(Gsh) - np.log(nNsVth) + (-I + IL + I0)/(Gsh*nNsVth)) - - # Three iterations of Newton-Raphson method to solve - # w+log(w)=logargW. The initial guess is w=logargW. Where direct - # evaluation (above) results in NaN from overflow, 3 iterations - # of Newton's method gives approximately 8 digits of precision. - w = logargW - for i in range(0, 3): - w = w * (1 - np.log(w) + logargW) / (1 + w) - lambertwterm_log = w - - lambertwterm = \ -np.where(np.isfinite(lambertwterm), lambertwterm, lambertwterm_log) - - # Eqn. 3 in Jain and Kapoor, 2004 - V = (IL + I0 - I)/Gsh - I*Rs - nNsVth*lambertwterm - - return V + # Intitalize output V (including shape) by solving explicit model with + # Gsh=0, multiplying by np.ones_like(Gsh) identity in order to also + # capture shape of Gsh. + V = (nNsVth*np.log1p((IL - I)/I0) - I*Rs)*np.ones_like(Gsh) + + # Record if inputs were all scalar + output_is_scalar = np.isscalar(V) + + # Multiply by np.atleast_1d in order to convert scalars to arrays, because + # we need to guarantee the ability to index arrays + V = np.atleast_1d(V) + + # Expand Gsh input shape to match output V (if needed) + Gsh = Gsh*np.ones_like(V) + + # Determine indices where Gsh>0 requires implicit model solution + idx = 0. < Gsh + + # Only compute using LambertW if there are cases with Gsh>0 + if np.any(idx): + # Expand remaining inputs to accomodate common indexing + Rs = Rs*np.ones_like(V) + nNsVth = nNsVth*np.ones_like(V) + I = I*np.ones_like(V) + I0 = I0*np.ones_like(V) + IL = IL*np.ones_like(V) + + # LambertW argument, argW cannot be float128 + argW = I0[idx]/(Gsh[idx]*nNsVth[idx])* \ + np.exp((-I[idx] + IL[idx] + I0[idx])/(Gsh[idx]*nNsVth[idx])) + + # lambertw typically returns complex value with zero imaginary part + lambertwterm = lambertw(argW).real + + # Record indices where LambertW input overflowed output + idx_w = np.logical_not(np.isfinite(lambertwterm)) + + # Only re-compute LambertW if it overflowed + if np.any(idx_w): + # Calculate using log(argW) in case argW is really big + logargW = (np.log(I0[idx]) - np.log(Gsh[idx]) - \ + np.log(nNsVth[idx]) + \ + (-I[idx] + IL[idx] + I0[idx])/ \ + (Gsh[idx]*nNsVth[idx]))[idx_w] + + # Three iterations of Newton-Raphson method to solve + # w+log(w)=logargW. The initial guess is w=logargW. Where direct + # evaluation (above) results in NaN from overflow, 3 iterations + # of Newton's method gives approximately 8 digits of precision. + w = logargW + for i in range(0, 3): + w = w * (1 - np.log(w) + logargW) / (1 + w) + lambertwterm[idx_w] = w + + # Eqn. 3 in Jain and Kapoor, 2004 + # V = -I*(Rs + Rsh) + IL*Rsh - nNsVth*lambertwterm + I0*Rsh + # Recasted in terms of Gsh=1/Rsh for better numerical stability. + V[idx] = (IL[idx] + I0[idx] - I[idx])/Gsh[idx] - I[idx]*Rs[idx] - \ + nNsVth[idx]*lambertwterm + + if output_is_scalar: + return np.asscalar(V) + else: + return V def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent): ''' - DEPRECATED: Use sdm_i_from_v() instead. - - Calculates current from voltage per Eq 2 Jain and Kapoor 2004 [1]. + Computes the device current at the given device voltage using the standard + single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + The solution is per Eq 2 of [1] except when resistance_series=0, in + which case the explict solution for current is used. + Inputs to this function can include scalars and pandas.Series, but it + always outputs a float64 numpy.ndarray regardless of input type(s). + Ideal device parameters are specified by resistance_shunt=np.inf and + resistance_series=0. Parameters ---------- resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. Often abbreviated ``Rsh``. + 0 <= resistance_shunt <= numpy.inf resistance_series : numeric Series resistance in ohms under desired IV curve conditions. Often abbreviated ``Rs``. + 0 <= resistance_series < numpy.inf nNsVth : numeric The product of three components. 1) The usual diode ideal factor @@ -1923,6 +1991,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), temp_cell is the temperature of the p-n junction in Kelvin, and q is the charge of an electron (coulombs). + 0 < nNsVth voltage : numeric The voltage in Volts under desired IV curve conditions. @@ -1930,14 +1999,16 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, saturation_current : numeric Diode saturation current in amperes under desired IV curve conditions. Often abbreviated ``I_0``. + 0 < saturation_current photocurrent : numeric Light-generated current (photocurrent) in amperes under desired IV curve conditions. Often abbreviated ``I_L``. + 0 <= photocurrent Returns ------- - current : np.ndarray or np.float64 + current : np.ndarray or scalar References ---------- @@ -1951,7 +2022,8 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, raise ImportError('This function requires scipy') # asarray turns Series into arrays so that we don't have to worry - # about multidimensional broadcasting failing + # about multidimensional broadcasting failing + # Note that lambertw function doesn't support float128 Rsh = np.asarray(resistance_shunt, np.float64) Rs = np.asarray(resistance_series, np.float64) nNsVth = np.asarray(nNsVth, np.float64) @@ -1962,239 +2034,50 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable Gsh = 1./Rsh - # argW cannot be float128 - argW = \ -Rs*I0/(nNsVth*(Rs*Gsh + 1.))*np.exp((Rs*(IL + I0) + V)/(nNsVth*(Rs*Gsh + 1.))) - lambertwterm = lambertw(argW).real - - # Eqn. 4 in Jain and Kapoor, 2004 - I = (IL + I0 - V*Gsh)/(Rs*Gsh + 1.) - (nNsVth/Rs)*lambertwterm - - return I - - -def sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh): - ''' - Computes the sum of currents at the diode node at electrical steady state - using the standard single diode model (SDM) as described in, e.g., Jain and - Kapoor 2004 [1]. An ideal device is specified by Rs=0 and Rsh=numpy.inf. - This function behaves as a numpy ufunc, including pandas.Series inputs. - - Parameters - ---------- - V : numeric - Device voltage [V] - - I : numeric - Device current [A] - - IL : numeric - Device photocurrent [A] - - I0 : numeric - Device saturation current [A] - - nNsVth : numeric - Device thermal voltage [V] - - Rs : numeric - Device series resistance [Ohm] - - Rsh : numeric - Device shunt resistance [Ohm] - - Returns - ------- - sdm_current_sum : numeric - Sum of currents at the diode node in equivalent circuit model [A] - - References - ---------- - [1] A. Jain, A. Kapoor, "Exact analytical solutions of the parameters of - real solar cells using Lambert W-function", Solar Energy Materials and - Solar Cells, 81 (2004) 269-277. - ''' - - VplusItimesRs = V + I * Rs - return IL - I0 * np.expm1(VplusItimesRs / nNsVth) - VplusItimesRs / Rsh - I - - -def sdm_v_from_i(I, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): - ''' - Computes the device voltage at the given device current using the standard - single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. - An ideal device is specified by Rs=0 and Rsh=numpy.inf and the solution is - per Eq 3 of [1] unless Rsh=numpy.inf gives a more accurate (closed form) - solution as determined by the sum of currents at the diode node, which - should be zero at electrical steady state. - Inputs to this function can include scalars and pandas.Series, but it - always outputs a float64 numpy.ndarray regardless of input type(s). - - Parameters - ---------- - I : numeric - Device current [A] - - IL : numeric - Device photocurrent [A] - - I0 : numeric - Device saturation current [A] - - nNsVth : numeric - Device thermal voltage [V] - - Rs : numeric - Device series resistance [Ohm] - - Rsh : numeric - Device shunt resistance [Ohm] - - return_meta_dict : boolean scalar (default is False) - Return additional computation metadata dictionary - - Returns - ------- - V : float64 numpy.ndarray - Device voltage [V] - - meta_dict : dictionary (optional, returned when return_meta_dict=True) - Metadata for computation - - meta_dict['sdm_current_sum'] : float64 numpy.ndarray like V - Sum of currents at diode node in equivalent circuit model [A] - - meta_dict['inf_Rsh_idx'] : boolean numpy.ndarray like V - Indices where infinite shunt resistance gives best solution - - References - ---------- - [1] A. Jain, A. Kapoor, "Exact analytical solutions of the parameters of - real solar cells using Lambert W-function", Solar Energy Materials and - Solar Cells, 81 (2004) 269-277. - ''' - - # Ensure inputs are all np.ndarray with np.float64 type - I = np.asarray(I, np.float64) - IL = np.asarray(IL, np.float64) - I0 = np.asarray(I0, np.float64) - nNsVth = np.asarray(nNsVth, np.float64) - Rs = np.asarray(Rs, np.float64) - Rsh = np.asarray(Rsh, np.float64) - - # Default computation of V using np.zeros_like keeps Rsh shape info - V = nNsVth * (np.log(IL - I - np.zeros_like(I * Rs / Rsh) + I0) - - np.log(I0)) - I * Rs - sdm_current_sum_out = sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh) - - # Computation of V using LambertW for provided Rsh - # v_from_i is deprecated: move v_from_i code here when/if it is removed. - V_lw = v_from_i(Rsh, Rs, nNsVth, I, I0, IL) - sdm_current_sum_lw = sdm_current_sum(V_lw, I, IL, I0, nNsVth, Rs, Rsh) - - # Compute selection indices (may be a scalar boolean) - finite_Rsh_idx = np.logical_and(np.isfinite(sdm_current_sum_lw), - np.absolute(sdm_current_sum_lw) <= - np.absolute(sdm_current_sum_out)) - - # These are always np.ndarray - V = np.where(finite_Rsh_idx, V_lw, V) - sdm_current_sum_out = np.where(finite_Rsh_idx, sdm_current_sum_lw, - sdm_current_sum_out) - - if return_meta_dict: - return V, {'sdm_current_sum': sdm_current_sum_out, - 'inf_Rsh_idx': np.array(np.logical_not(finite_Rsh_idx))} - else: - return V - - -def sdm_i_from_v(V, IL, I0, nNsVth, Rs, Rsh, return_meta_dict=False): - ''' - Computes the device current at the given device voltage using the standard - single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. - An ideal device is specified by Rs=0 and Rsh=numpy.inf and the solution is - per Eq 2 of [1] unless Rs=0 gives a more accurate (closed form) - solution as determined by the sum of currents at the diode node, which - should be zero at electrical steady state. - Inputs to this function can include scalars and pandas.Series, but it - always outputs a float64 numpy.ndarray regardless of input type(s). - - Parameters - ---------- - V : numeric - Device voltage [V] - - IL : numeric - Device photocurrent [A] - - I0 : numeric - Device saturation current [A] - - nNsVth : numeric - Device thermal voltage [V] - - Rs : numeric - Device series resistance [Ohm] - - Rsh : numeric - Device shunt resistance [Ohm] - - return_meta_dict : boolean scalar (default is False) - Return additional computation metadata dictionary - - Returns - ------- - I : float64 numpy.ndarray - Device current [A] - - meta_dict : dictionary (optional, returned when return_meta_dict=True) - Metadata for computation - - meta_dict['sdm_current_sum'] : float64 numpy.ndarray like I - Sum of currents at diode node in equivalent circuit model [A] - - meta_dict['zero_Rs_idx'] : boolean numpy.ndarray like I - Indices where zero series resistance gives best solution - - References - ---------- - [1] A. Jain, A. Kapoor, "Exact analytical solutions of the parameters of - real solar cells using Lambert W-function", Solar Energy Materials and - Solar Cells, 81 (2004) 269-277. - ''' - - # Ensure inputs are all np.ndarray with np.float64 type - V = np.asarray(V, np.float64) - IL = np.asarray(IL, np.float64) - I0 = np.asarray(I0, np.float64) - nNsVth = np.asarray(nNsVth, np.float64) - Rs = np.asarray(Rs, np.float64) - Rsh = np.asarray(Rsh, np.float64) - - # Default computation of I using zero_term keeps Rs shape info - zero_term = np.zeros_like(Rs) - I = IL - I0 * np.expm1((V + zero_term) / nNsVth) - (V + zero_term) / Rsh - sdm_current_sum_out = sdm_current_sum(V, I, IL, I0, nNsVth, Rs, Rsh) - - # Computation of I using LambertW for provided Rs - # i_from_v is deprecated: move i_from_v code here when/if it is removed. - I_lw = i_from_v(Rsh, Rs, nNsVth, V, I0, IL) - sdm_current_sum_lw = sdm_current_sum(V, I_lw, IL, I0, nNsVth, Rs, Rsh) - - # Compute selection indices (may be a scalar boolean) - nonzero_Rs_idx = np.logical_and(np.isfinite(sdm_current_sum_lw), - np.absolute(sdm_current_sum_lw) <= - np.absolute(sdm_current_sum_out)) - - # These are always np.ndarray - I = np.where(nonzero_Rs_idx, I_lw, I) - sdm_current_sum_out = np.where(nonzero_Rs_idx, sdm_current_sum_lw, - sdm_current_sum_out) - - if return_meta_dict: - return I, {'sdm_current_sum': sdm_current_sum_out, - 'zero_Rs_idx': np.array(np.logical_not(nonzero_Rs_idx))} + # Intitalize output I (including shape) by solving explicit model with + # Rs=0, multiplying by np.ones_like(Rs) identity in order to also + # capture shape of Rs. + I = (IL - I0*np.expm1(V/nNsVth) - Gsh*V)*np.ones_like(Rs) + + # Record if inputs were all scalar + output_is_scalar = np.isscalar(I) + + # Multiply by np.atleast_1d in order to convert scalars to arrays, because + # we need to guarantee the ability to index arrays + I = np.atleast_1d(I) + + # Expand Rs input shape to match output I (if needed) + Rs = Rs*np.ones_like(I) + + # Determine indices where Rs>0 requires implicit model solution + idx = 0. < Rs + + # Only compute using LambertW if there are cases with Rs>0 + if np.any(idx): + # Expand remaining inputs to accomodate common indexing + Gsh = Gsh*np.ones_like(I) + nNsVth = nNsVth*np.ones_like(I) + V = V*np.ones_like(I) + I0 = I0*np.ones_like(I) + IL = IL*np.ones_like(I) + + # LambertW argument, argW cannot be float128 + argW = Rs[idx]*I0[idx]/(nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.))* \ + np.exp((Rs[idx]*(IL[idx] + I0[idx]) + V[idx])/ \ + (nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.))) + + # lambertw typically returns complex value with zero imaginary part + lambertwterm = lambertw(argW).real + + # Eqn. 2 in Jain and Kapoor, 2004 + # I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + \ + # Rsh*(IL + I0)/(Rs + Rsh) + # Recasted in terms of Gsh=1/Rsh for better numerical stability. + I[idx] = (IL[idx] + I0[idx] - V[idx]*Gsh[idx])/(Rs[idx]*Gsh[idx] + \ + 1.) - (nNsVth[idx]/Rs[idx])*lambertwterm + + if output_is_scalar: + return np.asscalar(I) else: return I diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index c654411a31..115e058574 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -353,111 +353,6 @@ def test_PVSystem_calcparams_desoto(cec_module_params): assert_allclose(nNsVth, 0.473) -@pytest.fixture(params=[# Not necessarily I-V curve solutions - { # Can handle all python scalar inputs - 'V' : 40., - 'I' : 3., - 'IL' : 7., - 'I0' : 6.e-7, - 'nNsVth' : 0.5, - 'Rs' : 0.1, - 'Rsh' : 20., - 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) - }, - { # Can handle all rank-0 array inputs - 'V' : np.array(40.), - 'I' : np.array(3.), - 'IL' : np.array(7.), - 'I0' : np.array(6.e-7), - 'nNsVth' : np.array(0.5), - 'Rs' : np.array(0.1), - 'Rsh' : np.array(20.), - 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.) - }, - { # Can handle all rank-1 singleton array inputs - 'V' : np.array([40.]), - 'I' : np.array([3.]), - 'IL' : np.array([7.]), - 'I0' : np.array([6.e-7]), - 'nNsVth' : np.array([0.5]), - 'Rs' : np.array([0.1]), - 'Rsh' : np.array([20.]), - 'sdm_current_sum_expected' : np.array([7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - (40. + 3.*0.1)/20. - 3.]) - }, - { # Can handle all rank-1 non-singleton array inputs - 'V' : np.array([40., 0. , 0.]), - 'I' : np.array([0., 0., 3.]), - 'IL' : np.array([7., 7., 7.]), - 'I0' : np.array([6.e-7, 6.e-7, 6.e-7]), - 'nNsVth' : np.array([0.5, 0.5, 0.5]), - 'Rs' : np.array([0.1, 0.1, 0.1]), - 'Rsh' : np.array([20., 20., 20.]), - 'sdm_current_sum_expected' : np.array([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) - }, - { # Can handle mixed inputs with non-singleton Pandas Series - 'V' : pd.Series([40., 0. , 0.]), - 'I' : pd.Series([0., 0., 3.]), - 'IL' : 7., - 'I0' : 6.e-7, - 'nNsVth' : 0.5, - 'Rs' : 0.1, - 'Rsh' : 20., - 'sdm_current_sum_expected' : pd.Series([7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.]) - }, - { # Can handle mixed inputs with rank-2 arrays - 'V' : np.array([[40., 0. , 0.], [0., 0. , 40.]]), - 'I' : np.array([[0., 0., 3.], [3., 0., 0.]]), - 'IL' : 7., - 'I0' : np.full((1,3), 6.e-7), - 'nNsVth' : np.array(0.5), - 'Rs' : np.array([0.1]), - 'Rsh' : np.full((2,3), 20.), - 'sdm_current_sum_expected' : np.array([[7. - 6.e-7*np.expm1(40./0.5) - 40./0.1, 7., 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3.], \ - [ 7. - 6.e-7*np.expm1(3.*0.1/0.5) - 3.*0.1/20. - 3., 7., 7. - 6.e-7*np.expm1(40./0.5) - 40./0.1]]) - }, - { # Can handle infinite shunt resistance with positive series resistance - 'V' : 40., - 'I' : 3., - 'IL' : 7., - 'I0' : 6.e-7, - 'nNsVth' : 0.5, - 'Rs' : 0.1, - 'Rsh' : np.inf, - 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1((40. + 3.*0.1)/0.5) - 3.) - }, - { # Can handle infinite shunt resistance with zero series resistance - 'V' : 40., - 'I' : 3., - 'IL' : 7., - 'I0' : 6.e-7, - 'nNsVth' : 0.5, - 'Rs' : 0., - 'Rsh' : np.inf, - 'sdm_current_sum_expected' : np.float64(7. - 6.e-7*np.expm1(40./0.5) - 3.) - }]) -def fixture_sdm_current_sum(request): - return request.param - -def test_sdm_current_sum(fixture_sdm_current_sum): - # Note: The computation of this function is so straightforward that we do - # NOT extensively verify ufunc behavior - - # Solution set loaded from fixture - V = fixture_sdm_current_sum['V'] - I = fixture_sdm_current_sum['I'] - IL = fixture_sdm_current_sum['IL'] - I0 = fixture_sdm_current_sum['I0'] - nNsVth = fixture_sdm_current_sum['nNsVth'] - Rs = fixture_sdm_current_sum['Rs'] - Rsh = fixture_sdm_current_sum['Rsh'] - sdm_current_sum_expected = fixture_sdm_current_sum['sdm_current_sum_expected'] - - sdm_current_sum = pvsystem.sdm_current_sum(V=V, I=I, IL=IL, I0=I0, nNsVth=nNsVth, Rs=Rs, Rsh=Rsh) - assert(isinstance(sdm_current_sum, type(sdm_current_sum_expected))) - assert(isinstance(sdm_current_sum.dtype, type(sdm_current_sum_expected.dtype))) - assert_array_equal(sdm_current_sum, sdm_current_sum_expected) - - @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh' : 20., @@ -466,9 +361,7 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : 3., 'I0' : 6.e-7, 'IL' : 7., - 'V_expected' : np.array(7.5049875193450521), - 'sdm_current_sum_expected' : np.array(0.), - 'inf_Rsh_idx_expected' : np.array(False) + 'V_expected' : 7.5049875193450521 }, { # Can handle all rank-0 array inputs 'Rsh' : np.array(20.), @@ -477,9 +370,7 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : np.array(3.), 'I0' : np.array(6.e-7), 'IL' : np.array(7.), - 'V_expected' : np.array(7.5049875193450521), - 'sdm_current_sum_expected' : np.array(0.), - 'inf_Rsh_idx_expected' : np.array(False) + 'V_expected' : 7.5049875193450521 }, { # Can handle all rank-1 singleton array inputs 'Rsh' : np.array([20.]), @@ -488,12 +379,10 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : np.array([3.]), 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), - 'V_expected' : np.array([7.5049875193450521]), - 'sdm_current_sum_expected' : np.array([0.]), - 'inf_Rsh_idx_expected' : np.array([False]) + 'V_expected' : np.array([7.5049875193450521]) }, { # Can handle all rank-1 non-singleton array inputs with infinite shunt - # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) + # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) # at I=0 'Rsh' : np.array([np.inf, 20.]), 'Rs' : np.array([0.1, 0.1]), @@ -501,12 +390,10 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : np.array([0., 3.]), 'I0' : np.array([6.e-7, 6.e-7]), 'IL' : np.array([7., 7.]), - 'V_expected' : np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), 7.5049875193450521]), - 'sdm_current_sum_expected' : np.array([0., 0.]), - 'inf_Rsh_idx_expected' : np.array([True, False]) + 'V_expected' : np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), 7.5049875193450521]) }, { # Can handle mixed inputs with a rank-2 array with infinite shunt - # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) + # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) # at I=0 'Rsh' : np.array([[np.inf, np.inf], [np.inf, np.inf]]), 'Rs' : np.array([0.1]), @@ -514,11 +401,9 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : 0., 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), - 'V_expected' : 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))*np.ones((2,2)), - 'sdm_current_sum_expected' : np.array([[0., 0.], [0., 0.]]), - 'inf_Rsh_idx_expected' : np.array([[True, True], [True, True]]) + 'V_expected' : 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))*np.ones((2,2)) }, - { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give + { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give # V = nNsVth*(np.log(IL - I + I0) - np.log(I0)) 'Rsh' : np.inf, 'Rs' : 0., @@ -526,9 +411,7 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : np.array([7., 7./2., 0.]), 'I0' : 6.e-7, 'IL' : 7., - 'V_expected' : np.array([0., 0.5*(np.log(7. - 7./2. + 6.e-7) - np.log(6.e-7)), 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), - 'sdm_current_sum_expected' : np.array([0., 0., 0.]), - 'inf_Rsh_idx_expected' : np.array([True, True, True]) + 'V_expected' : np.array([0., 0.5*(np.log(7. - 7./2. + 6.e-7) - np.log(6.e-7)), 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]) }, { # Can handle only ideal series resistance, no closed form solution 'Rsh' : 20., @@ -537,9 +420,7 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : 3., 'I0' : 6.e-7, 'IL' : 7., - 'V_expected' : np.array(7.804987519345062), - 'sdm_current_sum_expected' : np.array(0.), - 'inf_Rsh_idx_expected' : np.array(False) + 'V_expected' : 7.804987519345062 }, { # Can handle all python scalar inputs with big LambertW arg 'Rsh' : 500., @@ -548,9 +429,7 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : 0., 'I0' : 6.e-10, 'IL' : 1.2, - 'V_expected' : np.array(86.320000493521079), - 'sdm_current_sum_expected' : np.array(0.), - 'inf_Rsh_idx_expected' : np.array(False) + 'V_expected' : 86.320000493521079 }, { # Can handle all python scalar inputs with bigger LambertW arg # 1000 W/m^2 on a Canadian Solar 220M with 20 C ambient temp @@ -561,40 +440,31 @@ def test_sdm_current_sum(fixture_sdm_current_sum): 'I' : 0., 'I0' : 7.05196029e-08, 'IL' : 10.491262, - 'V_expected' : np.array(54.303958833791455), - 'sdm_current_sum_expected' : np.array(0.), - 'inf_Rsh_idx_expected' : np.array(False) + 'V_expected' : 54.303958833791455 }]) -def fixture_sdm_v_from_i(request): +def fixture_v_from_i(request): return request.param @requires_scipy -def test_sdm_v_from_i(fixture_sdm_v_from_i): +def test_v_from_i(fixture_v_from_i): # Solution set loaded from fixture - Rsh = fixture_sdm_v_from_i['Rsh'] - Rs = fixture_sdm_v_from_i['Rs'] - nNsVth = fixture_sdm_v_from_i['nNsVth'] - I = fixture_sdm_v_from_i['I'] - I0 = fixture_sdm_v_from_i['I0'] - IL = fixture_sdm_v_from_i['IL'] - V_expected = fixture_sdm_v_from_i['V_expected'] - sdm_current_sum_expected = fixture_sdm_v_from_i['sdm_current_sum_expected'] - inf_Rsh_idx_expected = fixture_sdm_v_from_i['inf_Rsh_idx_expected'] - + Rsh = fixture_v_from_i['Rsh'] + Rs = fixture_v_from_i['Rs'] + nNsVth = fixture_v_from_i['nNsVth'] + I = fixture_v_from_i['I'] + I0 = fixture_v_from_i['I0'] + IL = fixture_v_from_i['IL'] + V_expected = fixture_v_from_i['V_expected'] + # Convergence criteria atol = 1.e-11 - - V = pvsystem.sdm_v_from_i(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL) + + V = pvsystem.v_from_i(Rsh, Rs, nNsVth, I, I0, IL) assert(isinstance(V, type(V_expected))) - assert(isinstance(V.dtype, type(V_expected.dtype))) + if isinstance(V, type(np.ndarray)): + assert(isinstance(V.dtype, type(V_expected.dtype))) + assert(V.shape == V_expected.shape) assert_allclose(V, V_expected, atol=atol) - _, meta_dict = pvsystem.sdm_v_from_i(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, I=I, I0=I0, IL=IL, return_meta_dict=True) - assert(isinstance(meta_dict['sdm_current_sum'], type(V))) - assert(isinstance(meta_dict['sdm_current_sum'].dtype, type(V.dtype))) - assert_allclose(meta_dict['sdm_current_sum'], sdm_current_sum_expected, atol=atol) - assert(isinstance(meta_dict['inf_Rsh_idx'], type(V))) - assert(isinstance(meta_dict['inf_Rsh_idx'].dtype, type(V.dtype))) - assert_array_equal(meta_dict['inf_Rsh_idx'], inf_Rsh_idx_expected) @pytest.fixture(params=[ @@ -605,9 +475,7 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : 40., 'I0' : 6.e-7, 'IL' : 7., - 'I_expected' : np.array(-299.746389916), - 'sdm_current_sum_expected' : np.array(0.), - 'zero_Rs_idx_expected' : np.array(False) + 'I_expected' : -299.746389916 }, { # Can handle all rank-0 array inputs 'Rsh' : np.array(20.), @@ -616,9 +484,7 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : np.array(40.), 'I0' : np.array(6.e-7), 'IL' : np.array(7.), - 'I_expected' : np.array(-299.746389916), - 'sdm_current_sum_expected' : np.array(0.), - 'zero_Rs_idx_expected' : np.array(False) + 'I_expected' : -299.746389916 }, { # Can handle all rank-1 singleton array inputs 'Rsh' : np.array([20.]), @@ -627,11 +493,9 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : np.array([40.]), 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), - 'I_expected' : np.array([-299.746389916]), - 'sdm_current_sum_expected' : np.array([0.]), - 'zero_Rs_idx_expected' : np.array([False]) + 'I_expected' : np.array([-299.746389916]) }, - { # Can handle all rank-1 non-singleton array inputs with a zero + { # Can handle all rank-1 non-singleton array inputs with a zero # series resistance, Rs=0 gives I=IL=Isc at V=0 'Rsh' : np.array([20., 20.]), 'Rs' : np.array([0., 0.1]), @@ -639,11 +503,9 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : np.array([0., 40.]), 'I0' : np.array([6.e-7, 6.e-7]), 'IL' : np.array([7., 7.]), - 'I_expected' : np.array([7., -299.746389916]), - 'sdm_current_sum_expected' : np.array([0., 0.]), - 'zero_Rs_idx_expected' : np.array([True, False]) + 'I_expected' : np.array([7., -299.746389916]) }, - { # Can handle mixed inputs with a rank-2 array with zero series + { # Can handle mixed inputs with a rank-2 array with zero series # resistance, Rs=0 gives I=IL=Isc at V=0 'Rsh' : np.array([20.]), 'Rs' : np.array([[0., 0.], [0., 0.]]), @@ -651,11 +513,9 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : 0., 'I0' : np.array([6.e-7]), 'IL' : np.array([7.]), - 'I_expected' : np.array([[7., 7.], [7., 7.]]), - 'sdm_current_sum_expected' : np.array([[0., 0.], [0., 0.]]), - 'zero_Rs_idx_expected' : np.array([[True, True], [True, True]]) + 'I_expected' : np.array([[7., 7.], [7., 7.]]) }, - { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give + { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give # V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) 'Rsh' : np.inf, 'Rs' : 0., @@ -663,9 +523,7 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : np.array([0., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))/2., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), 'I0' : 6.e-7, 'IL' : 7., - 'I_expected' : np.array([7., 7. - 6.e-7*np.expm1((np.log(7. + 6.e-7) - np.log(6.e-7))/2.), 0.]), - 'sdm_current_sum_expected' : np.array([0., 0., 0.]), - 'zero_Rs_idx_expected' : np.array([True, True, True]) + 'I_expected' : np.array([7., 7. - 6.e-7*np.expm1((np.log(7. + 6.e-7) - np.log(6.e-7))/2.), 0.]) }, { # Can handle only ideal shunt resistance, no closed form solution 'Rsh' : np.inf, @@ -674,73 +532,38 @@ def test_sdm_v_from_i(fixture_sdm_v_from_i): 'V' : 40., 'I0' : 6.e-7, 'IL' : 7., - 'I_expected' : np.array(-299.7383436645412), - 'sdm_current_sum_expected' : np.array(0.), - 'zero_Rs_idx_expected' : np.array(False) + 'I_expected' : -299.7383436645412 }]) -def fixture_sdm_i_from_v(request): +def fixture_i_from_v(request): return request.param @requires_scipy -def test_sdm_i_from_v(fixture_sdm_i_from_v): +def test_i_from_v(fixture_i_from_v): # Solution set loaded from fixture - Rsh = fixture_sdm_i_from_v['Rsh'] - Rs = fixture_sdm_i_from_v['Rs'] - nNsVth = fixture_sdm_i_from_v['nNsVth'] - V = fixture_sdm_i_from_v['V'] - I0 = fixture_sdm_i_from_v['I0'] - IL = fixture_sdm_i_from_v['IL'] - I_expected = fixture_sdm_i_from_v['I_expected'] - sdm_current_sum_expected = fixture_sdm_i_from_v['sdm_current_sum_expected'] - zero_Rs_idx_expected = fixture_sdm_i_from_v['zero_Rs_idx_expected'] + Rsh = fixture_i_from_v['Rsh'] + Rs = fixture_i_from_v['Rs'] + nNsVth = fixture_i_from_v['nNsVth'] + V = fixture_i_from_v['V'] + I0 = fixture_i_from_v['I0'] + IL = fixture_i_from_v['IL'] + I_expected = fixture_i_from_v['I_expected'] # Convergence criteria atol = 1.e-11 - - I = pvsystem.sdm_i_from_v(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL) + + I = pvsystem.i_from_v(Rsh, Rs, nNsVth, V, I0, IL) assert(isinstance(I, type(I_expected))) - assert(isinstance(I.dtype, type(I_expected.dtype))) + if isinstance(I, type(np.ndarray)): + assert(isinstance(I.dtype, type(I_expected.dtype))) + assert(I.shape == I_expected.shape) assert_allclose(I, I_expected, atol=atol) - _, meta_dict = pvsystem.sdm_i_from_v(Rsh=Rsh, Rs=Rs, nNsVth=nNsVth, V=V, I0=I0, IL=IL, return_meta_dict=True) - assert(isinstance(meta_dict['sdm_current_sum'], type(I))) - assert(isinstance(meta_dict['sdm_current_sum'].dtype, type(I.dtype))) - assert_allclose(meta_dict['sdm_current_sum'], sdm_current_sum_expected, atol=atol) - assert(isinstance(meta_dict['zero_Rs_idx'], type(I))) - assert(isinstance(meta_dict['zero_Rs_idx'].dtype, type(I.dtype))) - assert_array_equal(meta_dict['zero_Rs_idx'], zero_Rs_idx_expected) - - -@requires_scipy -def test_v_from_i(): - output = pvsystem.v_from_i(20, .1, .5, 3, 6e-7, 7) - assert_allclose(7.5049875193450521, output, atol=1e-5) - - -@requires_scipy -def test_v_from_i_big(): - output = pvsystem.v_from_i(500, 10, 4.06, 0, 6e-10, 1.2) - assert_allclose(86.320000493521079, output, atol=1e-5) - - -@requires_scipy -def test_v_from_i_bigger(): - # 1000 W/m^2 on a Canadian Solar 220M with 20 C ambient temp - # github issue 225 - output = pvsystem.v_from_i(190, 1.065, 2.89, 0, 7.05196029e-08, 10.491262) - assert_allclose(54.303958833791455, output, atol=1e-5) - - -@requires_scipy -def test_i_from_v(): - output = pvsystem.i_from_v(20, .1, .5, 40, 6e-7, 7) - assert_allclose(-299.746389916, output, atol=1e-5) @requires_scipy def test_PVSystem_i_from_v(): system = pvsystem.PVSystem() output = system.i_from_v(20, .1, .5, 40, 6e-7, 7) - assert_allclose(-299.746389916, output, atol=1e-5) + assert_allclose(output, -299.746389916, atol=1e-5) @requires_scipy @@ -797,7 +620,7 @@ def test_singlediode_floats(sam_data): if k in ['i', 'v']: assert v is None else: - assert_allclose(expected[k], v, atol=3) + assert_allclose(v, expected[k], atol=3) @requires_scipy @@ -814,7 +637,7 @@ def test_singlediode_floats_ivcurve(): 'v': np.array([0. , 4.05315, 8.1063])} assert isinstance(out, dict) for k, v in out.items(): - assert_allclose(expected[k], v, atol=3) + assert_allclose(v, expected[k], atol=3) @requires_scipy @@ -846,7 +669,7 @@ def test_singlediode_series_ivcurve(cec_module_params): 0.00000000e+00]]))]) for k, v in out.items(): - assert_allclose(expected[k], v, atol=1e-2) + assert_allclose(v, expected[k], atol=1e-2) def test_scale_voltage_current_power(sam_data): @@ -876,16 +699,16 @@ def test_PVSystem_scale_voltage_current_power(): def test_sapm_celltemp(): default = pvsystem.sapm_celltemp(900, 5, 20) - assert_allclose(43.509, default['temp_cell'], 3) - assert_allclose(40.809, default['temp_module'], 3) + assert_allclose(default['temp_cell'], 43.509, 3) + assert_allclose(default['temp_module'], 40.809, 3) assert_frame_equal(default, pvsystem.sapm_celltemp(900, 5, 20, [-3.47, -.0594, 3])) def test_sapm_celltemp_dict_like(): default = pvsystem.sapm_celltemp(900, 5, 20) - assert_allclose(43.509, default['temp_cell'], 3) - assert_allclose(40.809, default['temp_module'], 3) + assert_allclose(default['temp_cell'], 43.509, 3) + assert_allclose(default['temp_module'], 40.809, 3) model = {'a':-3.47, 'b':-.0594, 'deltaT':3} assert_frame_equal(default, pvsystem.sapm_celltemp(900, 5, 20, model)) model = pd.Series(model) @@ -1114,7 +937,7 @@ def test_LocalizedPVSystem___repr__(): def test_pvwatts_dc_scalars(): expected = 88.65 out = pvsystem.pvwatts_dc(900, 30, 100, -0.003) - assert_allclose(expected, out) + assert_allclose(out, expected) @needs_numpy_1_10 @@ -1126,7 +949,7 @@ def test_pvwatts_dc_arrays(): [ nan, nan, nan], [ nan, 88.65, 88.65]]) out = pvsystem.pvwatts_dc(irrad_trans, temp_cell, 100, -0.003) - assert_allclose(expected, out, equal_nan=True) + assert_allclose(out, expected, equal_nan=True) def test_pvwatts_dc_series(): @@ -1140,7 +963,7 @@ def test_pvwatts_dc_series(): def test_pvwatts_ac_scalars(): expected = 85.58556604752516 out = pvsystem.pvwatts_ac(90, 100, 0.95) - assert_allclose(expected, out) + assert_allclose(out, expected) @needs_numpy_1_10 @@ -1151,7 +974,7 @@ def test_pvwatts_ac_arrays(): [ 47.60843624], [ 95. ]]) out = pvsystem.pvwatts_ac(pdc, pdc0, 0.95) - assert_allclose(expected, out, equal_nan=True) + assert_allclose(out, expected, equal_nan=True) def test_pvwatts_ac_series(): @@ -1165,7 +988,7 @@ def test_pvwatts_ac_series(): def test_pvwatts_losses_default(): expected = 14.075660688264469 out = pvsystem.pvwatts_losses() - assert_allclose(expected, out) + assert_allclose(out, expected) @needs_numpy_1_10 @@ -1173,7 +996,7 @@ def test_pvwatts_losses_arrays(): expected = np.array([nan, 14.934904]) age = np.array([nan, 1]) out = pvsystem.pvwatts_losses(age=age) - assert_allclose(expected, out) + assert_allclose(out, expected) def test_pvwatts_losses_series(): From 223275a3fa5c1e5d39526c0acaa18542dda3ef49 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 10 Sep 2017 19:19:31 -0600 Subject: [PATCH 13/44] Run flake8 --- pvlib/pvsystem.py | 46 +++--- pvlib/test/test_pvsystem.py | 283 ++++++++++++++++++------------------ 2 files changed, 169 insertions(+), 160 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 0ff6a253df..1d5b698f2c 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -450,7 +450,7 @@ def i_from_v(self, resistance_shunt, resistance_series, nNsVth, voltage, ------- See pvsystem.i_from_v for details """ - return i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, \ + return i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent) # inverter now specified by self.inverter_parameters @@ -1680,11 +1680,11 @@ def singlediode(photocurrent, saturation_current, resistance_series, ''' # Compute short circuit current - i_sc = i_from_v(resistance_shunt, resistance_series, nNsVth, 0., \ + i_sc = i_from_v(resistance_shunt, resistance_series, nNsVth, 0., saturation_current, photocurrent) # Compute open circuit voltage - v_oc = v_from_i(resistance_shunt, resistance_series, nNsVth, 0., \ + v_oc = v_from_i(resistance_shunt, resistance_series, nNsVth, 0., saturation_current, photocurrent) params = {'r_sh': resistance_shunt, @@ -1697,14 +1697,14 @@ def singlediode(photocurrent, saturation_current, resistance_series, # Invert the Power-Current curve. Find the current where the inverted power # is minimized. This is i_mp. Start the optimization at v_oc/2 - i_mp = i_from_v(resistance_shunt, resistance_series, nNsVth, v_mp, \ + i_mp = i_from_v(resistance_shunt, resistance_series, nNsVth, v_mp, saturation_current, photocurrent) # Find Ix and Ixx using Lambert W - i_x = i_from_v(resistance_shunt, resistance_series, nNsVth, 0.5 * v_oc, \ + i_x = i_from_v(resistance_shunt, resistance_series, nNsVth, 0.5 * v_oc, saturation_current, photocurrent) - i_xx = i_from_v(resistance_shunt, resistance_series, nNsVth, \ + i_xx = i_from_v(resistance_shunt, resistance_series, nNsVth, 0.5 * (v_oc + v_mp), saturation_current, photocurrent) out = OrderedDict() @@ -1722,7 +1722,7 @@ def singlediode(photocurrent, saturation_current, resistance_series, ivcurve_v = (np.asarray(v_oc)[..., np.newaxis] * np.linspace(0, 1, ivcurve_pnts)) print(ivcurve_v) - ivcurve_i = i_from_v(resistance_shunt, resistance_series, nNsVth, \ + ivcurve_i = i_from_v(resistance_shunt, resistance_series, nNsVth, ivcurve_v.T, saturation_current, photocurrent).T print(ivcurve_i) @@ -1812,7 +1812,7 @@ def _pwr_optfcn(df, loc): Function to find power from ``i_from_v``. ''' - I = i_from_v(df['r_sh'], df['r_s'], df['nNsVth'], df[loc], df['i_0'], \ + I = i_from_v(df['r_sh'], df['r_s'], df['nNsVth'], df[loc], df['i_0'], df['i_l']) return I * df[loc] @@ -1890,7 +1890,8 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, I0 = np.asarray(saturation_current, np.float64) IL = np.asarray(photocurrent, np.float64) - # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable + # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally + # more numerically stable Gsh = 1./Rsh # Intitalize output V (including shape) by solving explicit model with @@ -1921,8 +1922,8 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, IL = IL*np.ones_like(V) # LambertW argument, argW cannot be float128 - argW = I0[idx]/(Gsh[idx]*nNsVth[idx])* \ - np.exp((-I[idx] + IL[idx] + I0[idx])/(Gsh[idx]*nNsVth[idx])) + argW = I0[idx] / (Gsh[idx]*nNsVth[idx]) * \ + np.exp((-I[idx] + IL[idx] + I0[idx]) / (Gsh[idx]*nNsVth[idx])) # lambertw typically returns complex value with zero imaginary part lambertwterm = lambertw(argW).real @@ -1933,10 +1934,10 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, # Only re-compute LambertW if it overflowed if np.any(idx_w): # Calculate using log(argW) in case argW is really big - logargW = (np.log(I0[idx]) - np.log(Gsh[idx]) - \ - np.log(nNsVth[idx]) + \ - (-I[idx] + IL[idx] + I0[idx])/ \ - (Gsh[idx]*nNsVth[idx]))[idx_w] + logargW = (np.log(I0[idx]) - np.log(Gsh[idx]) - + np.log(nNsVth[idx]) + + (-I[idx] + IL[idx] + I0[idx]) / + (Gsh[idx] * nNsVth[idx]))[idx_w] # Three iterations of Newton-Raphson method to solve # w+log(w)=logargW. The initial guess is w=logargW. Where direct @@ -1951,7 +1952,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, # V = -I*(Rs + Rsh) + IL*Rsh - nNsVth*lambertwterm + I0*Rsh # Recasted in terms of Gsh=1/Rsh for better numerical stability. V[idx] = (IL[idx] + I0[idx] - I[idx])/Gsh[idx] - I[idx]*Rs[idx] - \ - nNsVth[idx]*lambertwterm + nNsVth[idx]*lambertwterm if output_is_scalar: return np.asscalar(V) @@ -2031,7 +2032,8 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, I0 = np.asarray(saturation_current, np.float64) IL = np.asarray(photocurrent, np.float64) - # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally more numerically stable + # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally + # more numerically stable Gsh = 1./Rsh # Intitalize output I (including shape) by solving explicit model with @@ -2062,9 +2064,9 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, IL = IL*np.ones_like(I) # LambertW argument, argW cannot be float128 - argW = Rs[idx]*I0[idx]/(nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.))* \ - np.exp((Rs[idx]*(IL[idx] + I0[idx]) + V[idx])/ \ - (nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.))) + argW = Rs[idx]*I0[idx]/(nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.)) * \ + np.exp((Rs[idx]*(IL[idx] + I0[idx]) + V[idx]) / + (nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.))) # lambertw typically returns complex value with zero imaginary part lambertwterm = lambertw(argW).real @@ -2073,8 +2075,8 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, # I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + \ # Rsh*(IL + I0)/(Rs + Rsh) # Recasted in terms of Gsh=1/Rsh for better numerical stability. - I[idx] = (IL[idx] + I0[idx] - V[idx]*Gsh[idx])/(Rs[idx]*Gsh[idx] + \ - 1.) - (nNsVth[idx]/Rs[idx])*lambertwterm + I[idx] = (IL[idx] + I0[idx] - V[idx]*Gsh[idx]) / \ + (Rs[idx]*Gsh[idx] + 1.) - (nNsVth[idx]/Rs[idx])*lambertwterm if output_is_scalar: return np.asscalar(I) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 115e058574..70d6a4d25d 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -9,7 +9,7 @@ import pytest from pandas.util.testing import assert_series_equal, assert_frame_equal -from numpy.testing import assert_allclose, assert_array_equal +from numpy.testing import assert_allclose from pvlib import tmy from pvlib import pvsystem @@ -354,97 +354,101 @@ def test_PVSystem_calcparams_desoto(cec_module_params): @pytest.fixture(params=[ - { # Can handle all python scalar inputs - 'Rsh' : 20., - 'Rs' : 0.1, - 'nNsVth' : 0.5, - 'I' : 3., - 'I0' : 6.e-7, - 'IL' : 7., - 'V_expected' : 7.5049875193450521 + { # Can handle all python scalar inputs + 'Rsh': 20., + 'Rs': 0.1, + 'nNsVth': 0.5, + 'I': 3., + 'I0': 6.e-7, + 'IL': 7., + 'V_expected': 7.5049875193450521 }, - { # Can handle all rank-0 array inputs - 'Rsh' : np.array(20.), - 'Rs' : np.array(0.1), - 'nNsVth' : np.array(0.5), - 'I' : np.array(3.), - 'I0' : np.array(6.e-7), - 'IL' : np.array(7.), - 'V_expected' : 7.5049875193450521 + { # Can handle all rank-0 array inputs + 'Rsh': np.array(20.), + 'Rs': np.array(0.1), + 'nNsVth': np.array(0.5), + 'I': np.array(3.), + 'I0': np.array(6.e-7), + 'IL': np.array(7.), + 'V_expected': 7.5049875193450521 }, - { # Can handle all rank-1 singleton array inputs - 'Rsh' : np.array([20.]), - 'Rs' : np.array([0.1]), - 'nNsVth' : np.array([0.5]), - 'I' : np.array([3.]), - 'I0' : np.array([6.e-7]), - 'IL' : np.array([7.]), - 'V_expected' : np.array([7.5049875193450521]) + { # Can handle all rank-1 singleton array inputs + 'Rsh': np.array([20.]), + 'Rs': np.array([0.1]), + 'nNsVth': np.array([0.5]), + 'I': np.array([3.]), + 'I0': np.array([6.e-7]), + 'IL': np.array([7.]), + 'V_expected': np.array([7.5049875193450521]) }, - { # Can handle all rank-1 non-singleton array inputs with infinite shunt + { # Can handle all rank-1 non-singleton array inputs with infinite shunt # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) # at I=0 - 'Rsh' : np.array([np.inf, 20.]), - 'Rs' : np.array([0.1, 0.1]), - 'nNsVth' : np.array([0.5, 0.5]), - 'I' : np.array([0., 3.]), - 'I0' : np.array([6.e-7, 6.e-7]), - 'IL' : np.array([7., 7.]), - 'V_expected' : np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), 7.5049875193450521]) + 'Rsh': np.array([np.inf, 20.]), + 'Rs': np.array([0.1, 0.1]), + 'nNsVth': np.array([0.5, 0.5]), + 'I': np.array([0., 3.]), + 'I0': np.array([6.e-7, 6.e-7]), + 'IL': np.array([7., 7.]), + 'V_expected': np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), + 7.5049875193450521]) }, - { # Can handle mixed inputs with a rank-2 array with infinite shunt + { # Can handle mixed inputs with a rank-2 array with infinite shunt # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) # at I=0 - 'Rsh' : np.array([[np.inf, np.inf], [np.inf, np.inf]]), - 'Rs' : np.array([0.1]), - 'nNsVth' : np.array(0.5), - 'I' : 0., - 'I0' : np.array([6.e-7]), - 'IL' : np.array([7.]), - 'V_expected' : 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))*np.ones((2,2)) + 'Rsh': np.array([[np.inf, np.inf], [np.inf, np.inf]]), + 'Rs': np.array([0.1]), + 'nNsVth': np.array(0.5), + 'I': 0., + 'I0': np.array([6.e-7]), + 'IL': np.array([7.]), + 'V_expected': 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))*np.ones((2, 2)) }, - { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give + { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give # V = nNsVth*(np.log(IL - I + I0) - np.log(I0)) - 'Rsh' : np.inf, - 'Rs' : 0., - 'nNsVth' : 0.5, - 'I' : np.array([7., 7./2., 0.]), - 'I0' : 6.e-7, - 'IL' : 7., - 'V_expected' : np.array([0., 0.5*(np.log(7. - 7./2. + 6.e-7) - np.log(6.e-7)), 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]) + 'Rsh': np.inf, + 'Rs': 0., + 'nNsVth': 0.5, + 'I': np.array([7., 7./2., 0.]), + 'I0': 6.e-7, + 'IL': 7., + 'V_expected': np.array([0., 0.5*(np.log(7. - 7./2. + 6.e-7) - + np.log(6.e-7)), 0.5*(np.log(7. + 6.e-7) - + np.log(6.e-7))]) }, - { # Can handle only ideal series resistance, no closed form solution - 'Rsh' : 20., - 'Rs' : 0., - 'nNsVth' : 0.5, - 'I' : 3., - 'I0' : 6.e-7, - 'IL' : 7., - 'V_expected' : 7.804987519345062 + { # Can handle only ideal series resistance, no closed form solution + 'Rsh': 20., + 'Rs': 0., + 'nNsVth': 0.5, + 'I': 3., + 'I0': 6.e-7, + 'IL': 7., + 'V_expected': 7.804987519345062 }, - { # Can handle all python scalar inputs with big LambertW arg - 'Rsh' : 500., - 'Rs' : 10., - 'nNsVth' : 4.06, - 'I' : 0., - 'I0' : 6.e-10, - 'IL' : 1.2, - 'V_expected' : 86.320000493521079 + { # Can handle all python scalar inputs with big LambertW arg + 'Rsh': 500., + 'Rs': 10., + 'nNsVth': 4.06, + 'I': 0., + 'I0': 6.e-10, + 'IL': 1.2, + 'V_expected': 86.320000493521079 }, - { # Can handle all python scalar inputs with bigger LambertW arg + { # Can handle all python scalar inputs with bigger LambertW arg # 1000 W/m^2 on a Canadian Solar 220M with 20 C ambient temp # github issue 225 - 'Rsh' : 190., - 'Rs' : 1.065, - 'nNsVth' : 2.89, - 'I' : 0., - 'I0' : 7.05196029e-08, - 'IL' : 10.491262, - 'V_expected' : 54.303958833791455 + 'Rsh': 190., + 'Rs': 1.065, + 'nNsVth': 2.89, + 'I': 0., + 'I0': 7.05196029e-08, + 'IL': 10.491262, + 'V_expected': 54.303958833791455 }]) def fixture_v_from_i(request): return request.param + @requires_scipy def test_v_from_i(fixture_v_from_i): # Solution set loaded from fixture @@ -468,75 +472,78 @@ def test_v_from_i(fixture_v_from_i): @pytest.fixture(params=[ - { # Can handle all python scalar inputs - 'Rsh' : 20., - 'Rs' : 0.1, - 'nNsVth' : 0.5, - 'V' : 40., - 'I0' : 6.e-7, - 'IL' : 7., - 'I_expected' : -299.746389916 + { # Can handle all python scalar inputs + 'Rsh': 20., + 'Rs': 0.1, + 'nNsVth': 0.5, + 'V': 40., + 'I0': 6.e-7, + 'IL': 7., + 'I_expected': -299.746389916 }, - { # Can handle all rank-0 array inputs - 'Rsh' : np.array(20.), - 'Rs' : np.array(0.1), - 'nNsVth' : np.array(0.5), - 'V' : np.array(40.), - 'I0' : np.array(6.e-7), - 'IL' : np.array(7.), - 'I_expected' : -299.746389916 + { # Can handle all rank-0 array inputs + 'Rsh': np.array(20.), + 'Rs': np.array(0.1), + 'nNsVth': np.array(0.5), + 'V': np.array(40.), + 'I0': np.array(6.e-7), + 'IL': np.array(7.), + 'I_expected': -299.746389916 }, - { # Can handle all rank-1 singleton array inputs - 'Rsh' : np.array([20.]), - 'Rs' : np.array([0.1]), - 'nNsVth' : np.array([0.5]), - 'V' : np.array([40.]), - 'I0' : np.array([6.e-7]), - 'IL' : np.array([7.]), - 'I_expected' : np.array([-299.746389916]) + { # Can handle all rank-1 singleton array inputs + 'Rsh': np.array([20.]), + 'Rs': np.array([0.1]), + 'nNsVth': np.array([0.5]), + 'V': np.array([40.]), + 'I0': np.array([6.e-7]), + 'IL': np.array([7.]), + 'I_expected': np.array([-299.746389916]) }, - { # Can handle all rank-1 non-singleton array inputs with a zero + { # Can handle all rank-1 non-singleton array inputs with a zero # series resistance, Rs=0 gives I=IL=Isc at V=0 - 'Rsh' : np.array([20., 20.]), - 'Rs' : np.array([0., 0.1]), - 'nNsVth' : np.array([0.5, 0.5]), - 'V' : np.array([0., 40.]), - 'I0' : np.array([6.e-7, 6.e-7]), - 'IL' : np.array([7., 7.]), - 'I_expected' : np.array([7., -299.746389916]) + 'Rsh': np.array([20., 20.]), + 'Rs': np.array([0., 0.1]), + 'nNsVth': np.array([0.5, 0.5]), + 'V': np.array([0., 40.]), + 'I0': np.array([6.e-7, 6.e-7]), + 'IL': np.array([7., 7.]), + 'I_expected': np.array([7., -299.746389916]) }, - { # Can handle mixed inputs with a rank-2 array with zero series + { # Can handle mixed inputs with a rank-2 array with zero series # resistance, Rs=0 gives I=IL=Isc at V=0 - 'Rsh' : np.array([20.]), - 'Rs' : np.array([[0., 0.], [0., 0.]]), - 'nNsVth' : np.array(0.5), - 'V' : 0., - 'I0' : np.array([6.e-7]), - 'IL' : np.array([7.]), - 'I_expected' : np.array([[7., 7.], [7., 7.]]) + 'Rsh': np.array([20.]), + 'Rs': np.array([[0., 0.], [0., 0.]]), + 'nNsVth': np.array(0.5), + 'V': 0., + 'I0': np.array([6.e-7]), + 'IL': np.array([7.]), + 'I_expected': np.array([[7., 7.], [7., 7.]]) }, - { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give + { # Can handle ideal series and shunt, Rsh=inf and Rs=0 give # V_oc = nNsVth*(np.log(IL + I0) - np.log(I0)) - 'Rsh' : np.inf, - 'Rs' : 0., - 'nNsVth' : 0.5, - 'V' : np.array([0., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))/2., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), - 'I0' : 6.e-7, - 'IL' : 7., - 'I_expected' : np.array([7., 7. - 6.e-7*np.expm1((np.log(7. + 6.e-7) - np.log(6.e-7))/2.), 0.]) + 'Rsh': np.inf, + 'Rs': 0., + 'nNsVth': 0.5, + 'V': np.array([0., 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))/2., + 0.5*(np.log(7. + 6.e-7) - np.log(6.e-7))]), + 'I0': 6.e-7, + 'IL': 7., + 'I_expected': np.array([7., 7. - 6.e-7*np.expm1((np.log(7. + 6.e-7) - + np.log(6.e-7))/2.), 0.]) }, - { # Can handle only ideal shunt resistance, no closed form solution - 'Rsh' : np.inf, - 'Rs' : 0.1, - 'nNsVth' : 0.5, - 'V' : 40., - 'I0' : 6.e-7, - 'IL' : 7., - 'I_expected' : -299.7383436645412 + { # Can handle only ideal shunt resistance, no closed form solution + 'Rsh': np.inf, + 'Rs': 0.1, + 'nNsVth': 0.5, + 'V': 40., + 'I0': 6.e-7, + 'IL': 7., + 'I_expected': -299.7383436645412 }]) def fixture_i_from_v(request): return request.param + @requires_scipy def test_i_from_v(fixture_i_from_v): # Solution set loaded from fixture @@ -633,8 +640,8 @@ def test_singlediode_floats_ivcurve(): 'i_x': 6.7556075876880621, 'i_sc': 6.9646747613963198, 'v_mp': 6.221535886625464, - 'i': np.array([6.965172e+00, 6.755882e+00, 2.575717e-14]), - 'v': np.array([0. , 4.05315, 8.1063])} + 'i': np.array([6.965172e+00, 6.755882e+00, 2.575717e-14]), + 'v': np.array([0., 4.05315, 8.1063])} assert isinstance(out, dict) for k, v in out.items(): assert_allclose(v, expected[k], atol=3) @@ -709,7 +716,7 @@ def test_sapm_celltemp_dict_like(): default = pvsystem.sapm_celltemp(900, 5, 20) assert_allclose(default['temp_cell'], 43.509, 3) assert_allclose(default['temp_module'], 40.809, 3) - model = {'a':-3.47, 'b':-.0594, 'deltaT':3} + model = {'a': -3.47, 'b': -.0594, 'deltaT': 3} assert_frame_equal(default, pvsystem.sapm_celltemp(900, 5, 20, model)) model = pd.Series(model) assert_frame_equal(default, pvsystem.sapm_celltemp(900, 5, 20, model)) @@ -945,9 +952,9 @@ def test_pvwatts_dc_arrays(): irrad_trans = np.array([np.nan, 900, 900]) temp_cell = np.array([30, np.nan, 30]) irrad_trans, temp_cell = np.meshgrid(irrad_trans, temp_cell) - expected = np.array([[ nan, 88.65, 88.65], - [ nan, nan, nan], - [ nan, 88.65, 88.65]]) + expected = np.array([[nan, 88.65, 88.65], + [nan, nan, nan], + [nan, 88.65, 88.65]]) out = pvsystem.pvwatts_dc(irrad_trans, temp_cell, 100, -0.003) assert_allclose(out, expected, equal_nan=True) @@ -970,9 +977,9 @@ def test_pvwatts_ac_scalars(): def test_pvwatts_ac_arrays(): pdc = np.array([[np.nan], [50], [100]]) pdc0 = 100 - expected = np.array([[ nan], - [ 47.60843624], - [ 95. ]]) + expected = np.array([[nan], + [47.60843624], + [95.]]) out = pvsystem.pvwatts_ac(pdc, pdc0, 0.95) assert_allclose(out, expected, equal_nan=True) From 6b50ad9e3b31f40f08a4be39ca21417c933725fb Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 10 Sep 2017 19:38:17 -0600 Subject: [PATCH 14/44] Implement some code quality suggestions --- pvlib/pvsystem.py | 4 +++- pvlib/test/test_irradiance.py | 13 +++++++------ 2 files changed, 10 insertions(+), 7 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 1d5b698f2c..51af03fc08 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1823,6 +1823,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, ''' Computes the device voltage at the given device current using the standard single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + The solution is per Eq 3 of [1] except when resistance_shunt=numpy.inf, in which case the explict solution for voltage is used. Inputs to this function can include scalars and pandas.Series, but it @@ -1944,7 +1945,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, # evaluation (above) results in NaN from overflow, 3 iterations # of Newton's method gives approximately 8 digits of precision. w = logargW - for i in range(0, 3): + for _ in range(0, 3): w = w * (1 - np.log(w) + logargW) / (1 + w) lambertwterm[idx_w] = w @@ -1965,6 +1966,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, ''' Computes the device current at the given device voltage using the standard single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + The solution is per Eq 2 of [1] except when resistance_series=0, in which case the explict solution for current is used. Inputs to this function can include scalars and pandas.Series, but it diff --git a/pvlib/test/test_irradiance.py b/pvlib/test/test_irradiance.py index 8c87f29eea..4a6fe224db 100755 --- a/pvlib/test/test_irradiance.py +++ b/pvlib/test/test_irradiance.py @@ -425,12 +425,13 @@ def test_dni(): @pytest.mark.parametrize( - 'surface_tilt,surface_azimuth,solar_zenith,solar_azimuth,aoi_expected,aoi_proj_expected', [ - (0, 0, 0, 0, 0, 1), - (30, 180, 30, 180, 0, 1), - (30, 180, 150, 0, 180, -1), - (90, 0, 30, 60, 75.5224878, 0.25), - (90, 0, 30, 170, 119.4987042, -0.4924038)]) + 'surface_tilt,surface_azimuth,solar_zenith,' + + 'solar_azimuth,aoi_expected,aoi_proj_expected', + [(0, 0, 0, 0, 0, 1), + (30, 180, 30, 180, 0, 1), + (30, 180, 150, 0, 180, -1), + (90, 0, 30, 60, 75.5224878, 0.25), + (90, 0, 30, 170, 119.4987042, -0.4924038)]) def test_aoi_and_aoi_projection(surface_tilt, surface_azimuth, solar_zenith, solar_azimuth, aoi_expected, aoi_proj_expected): From e4e09be86b706533abfcde4f25778947c6417d5e Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 10 Sep 2017 19:44:57 -0600 Subject: [PATCH 15/44] Remove extraneous print statements --- pvlib/pvsystem.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 51af03fc08..831dd58628 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1718,13 +1718,11 @@ def singlediode(photocurrent, saturation_current, resistance_series, # create ivcurve if ivcurve_pnts: - print(v_oc) ivcurve_v = (np.asarray(v_oc)[..., np.newaxis] * np.linspace(0, 1, ivcurve_pnts)) - print(ivcurve_v) + ivcurve_i = i_from_v(resistance_shunt, resistance_series, nNsVth, ivcurve_v.T, saturation_current, photocurrent).T - print(ivcurve_i) out['v'] = ivcurve_v out['i'] = ivcurve_i From 37484f128888ea65f88757fa63d76b6928d3e3d2 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 10 Sep 2017 20:13:06 -0600 Subject: [PATCH 16/44] Better docstrings --- pvlib/pvsystem.py | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 831dd58628..286c6731f0 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1819,11 +1819,12 @@ def _pwr_optfcn(df, loc): def v_from_i(resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent): ''' - Computes the device voltage at the given device current using the standard - single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + Device voltage at the given device current for the single diode model. - The solution is per Eq 3 of [1] except when resistance_shunt=numpy.inf, in - which case the explict solution for voltage is used. + Uses the single diode model (SDM) as described in, e.g., + Jain and Kapoor 2004 [1]. + The solution is per Eq 3 of [1] except when resistance_shunt=numpy.inf, + in which case the explict solution for voltage is used. Inputs to this function can include scalars and pandas.Series, but it always outputs a float64 numpy.ndarray regardless of input type(s). Ideal device parameters are specified by resistance_shunt=np.inf and @@ -1962,11 +1963,12 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent): ''' - Computes the device current at the given device voltage using the standard - single diode model (SDM) as described in, e.g., Jain and Kapoor 2004 [1]. + Device current at the given device voltage for the single diode model. - The solution is per Eq 2 of [1] except when resistance_series=0, in - which case the explict solution for current is used. + Uses the single diode model (SDM) as described in, e.g., + Jain and Kapoor 2004 [1]. + The solution is per Eq 2 of [1] except when resistance_series=0, + in which case the explict solution for current is used. Inputs to this function can include scalars and pandas.Series, but it always outputs a float64 numpy.ndarray regardless of input type(s). Ideal device parameters are specified by resistance_shunt=np.inf and From f9c4c829103039879f8d22e49184b5ad47c323fa Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sun, 10 Sep 2017 20:35:42 -0600 Subject: [PATCH 17/44] Fix parameter ranges in docstrings --- pvlib/pvsystem.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 286c6731f0..8082370ad6 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1613,7 +1613,7 @@ def singlediode(photocurrent, saturation_current, resistance_series, resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. Often abbreviated ``Rsh``. - 0 <= resistance_shunt <= numpy.inf + 0 < resistance_shunt <= numpy.inf nNsVth : numeric The product of three components. 1) The usual diode ideal factor @@ -1835,7 +1835,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. Often abbreviated ``Rsh``. - 0 <= resistance_shunt <= numpy.inf + 0 < resistance_shunt <= numpy.inf resistance_series : numeric Series resistance in ohms under desired IV curve conditions. @@ -1863,7 +1863,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, photocurrent : numeric Light-generated current (photocurrent) in amperes under desired IV curve conditions. Often abbreviated ``I_L``. - 0 < photocurrent + 0 <= photocurrent Returns ------- @@ -1979,7 +1979,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. Often abbreviated ``Rsh``. - 0 <= resistance_shunt <= numpy.inf + 0 < resistance_shunt <= numpy.inf resistance_series : numeric Series resistance in ohms under desired IV curve conditions. From 26eabdeb4132d2a1146bb28eeb58efb951b93e3f Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Mon, 11 Sep 2017 12:37:47 -0600 Subject: [PATCH 18/44] Add test that overflows lambertw arg --- pvlib/test/test_pvsystem.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 70d6a4d25d..53719af471 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -436,7 +436,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): }, { # Can handle all python scalar inputs with bigger LambertW arg # 1000 W/m^2 on a Canadian Solar 220M with 20 C ambient temp - # github issue 225 + # github issue 225 (this appears to be from PR 226 not issue 225) 'Rsh': 190., 'Rs': 1.065, 'nNsVth': 2.89, @@ -444,6 +444,17 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'I0': 7.05196029e-08, 'IL': 10.491262, 'V_expected': 54.303958833791455 + }, + { # Can handle all python scalar inputs with bigger LambertW arg + # 1000 W/m^2 on a Canadian Solar 220M with 20 C ambient temp + # github issue 225 + 'Rsh': 381.68, + 'Rs': 1.065, + 'nNsVth': 2.681527737715915, + 'I': 0., + 'I0': 1.8739027472625636e-09, + 'IL': 5.1366949999999996, + 'V_expected': 58.19323124611128 }]) def fixture_v_from_i(request): return request.param From 4d7754d736f5a1b6c9cf75646a71775dcb758d05 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Mon, 11 Sep 2017 13:09:39 -0600 Subject: [PATCH 19/44] Add test for mixed solution types logic --- pvlib/test/test_pvsystem.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 53719af471..2259b30623 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -455,6 +455,16 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'I0': 1.8739027472625636e-09, 'IL': 5.1366949999999996, 'V_expected': 58.19323124611128 + }, + { # Verify mixed solution type indexing logic + 'Rsh': np.array([np.inf, 190., 381.68]), + 'Rs': 1.065, + 'nNsVth': np.array([2.89, 2.89, 2.681527737715915]), + 'I': 0., + 'I0': np.array([7.05196029e-08, 7.05196029e-08, 1.8739027472625636e-09]), + 'IL': np.array([10.491262, 10.491262, 5.1366949999999996]), + 'V_expected': np.array([2.89*np.log1p(10.491262/7.05196029e-08), + 54.303958833791455, 58.19323124611128]) }]) def fixture_v_from_i(request): return request.param From 03ae51e7e15be6a448f22db8584f4d23438323be Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Mon, 11 Sep 2017 21:50:56 -0600 Subject: [PATCH 20/44] Use broadcast_arrays for cleaner code --- pvlib/pvsystem.py | 163 ++++++++++++++++-------------------- pvlib/test/test_pvsystem.py | 4 +- 2 files changed, 76 insertions(+), 91 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 8082370ad6..cddc33a3e2 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1825,10 +1825,11 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, Jain and Kapoor 2004 [1]. The solution is per Eq 3 of [1] except when resistance_shunt=numpy.inf, in which case the explict solution for voltage is used. - Inputs to this function can include scalars and pandas.Series, but it - always outputs a float64 numpy.ndarray regardless of input type(s). Ideal device parameters are specified by resistance_shunt=np.inf and resistance_series=0. + Inputs to this function can include scalars and pandas.Series, but it is + the caller's responsibility to ensure that the arguments are all float64 + and within the proper ranges. Parameters ---------- @@ -1880,64 +1881,56 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, except ImportError: raise ImportError('This function requires scipy') - # asarray turns Series into arrays so that we don't have to worry - # about multidimensional broadcasting failing - # Note that lambertw function doesn't support float128 - Rsh = np.asarray(resistance_shunt, np.float64) - Rs = np.asarray(resistance_series, np.float64) - nNsVth = np.asarray(nNsVth, np.float64) - I = np.asarray(current, np.float64) - I0 = np.asarray(saturation_current, np.float64) - IL = np.asarray(photocurrent, np.float64) + # Record if inputs were all scalar + output_is_scalar = all(map(np.isscalar, + [resistance_shunt, resistance_series, nNsVth, + current, saturation_current, photocurrent])) + + # Ensure that we are working with read-only views of numpy arrays + # Turns Series into arrays so that we don't have to worry about + # multidimensional broadcasting failing + Rsh, Rs, a, I, I0, IL = \ + np.broadcast_arrays(resistance_shunt, resistance_series, nNsVth, + current, saturation_current, photocurrent) # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally # more numerically stable Gsh = 1./Rsh - # Intitalize output V (including shape) by solving explicit model with - # Gsh=0, multiplying by np.ones_like(Gsh) identity in order to also - # capture shape of Gsh. - V = (nNsVth*np.log1p((IL - I)/I0) - I*Rs)*np.ones_like(Gsh) - - # Record if inputs were all scalar - output_is_scalar = np.isscalar(V) + # Intitalize output V (I might not be float64) + V = np.full_like(I, np.nan, dtype=np.float64) - # Multiply by np.atleast_1d in order to convert scalars to arrays, because - # we need to guarantee the ability to index arrays - V = np.atleast_1d(V) + # Determine indices where 0 < Gsh requires implicit model solution + idx_p = 0. < Gsh - # Expand Gsh input shape to match output V (if needed) - Gsh = Gsh*np.ones_like(V) + # Determine indices where 0 = Gsh allows explicit model solution + idx_z = 0. == Gsh - # Determine indices where Gsh>0 requires implicit model solution - idx = 0. < Gsh + # Explicit solutions where Gsh=0 + if np.any(idx_z): + V[idx_z] = a[idx_z]*np.log1p((IL[idx_z] - I[idx_z])/I0[idx_z]) - \ + I[idx_z]*Rs[idx_z] # Only compute using LambertW if there are cases with Gsh>0 - if np.any(idx): - # Expand remaining inputs to accomodate common indexing - Rs = Rs*np.ones_like(V) - nNsVth = nNsVth*np.ones_like(V) - I = I*np.ones_like(V) - I0 = I0*np.ones_like(V) - IL = IL*np.ones_like(V) - - # LambertW argument, argW cannot be float128 - argW = I0[idx] / (Gsh[idx]*nNsVth[idx]) * \ - np.exp((-I[idx] + IL[idx] + I0[idx]) / (Gsh[idx]*nNsVth[idx])) + if np.any(idx_p): + # LambertW argument, cannot be float128, may overflow to np.inf + argW = I0[idx_p] / (Gsh[idx_p]*a[idx_p]) * \ + np.exp((-I[idx_p] + IL[idx_p] + I0[idx_p]) / + (Gsh[idx_p]*a[idx_p])) # lambertw typically returns complex value with zero imaginary part lambertwterm = lambertw(argW).real - # Record indices where LambertW input overflowed output - idx_w = np.logical_not(np.isfinite(lambertwterm)) + # Record indices where lambertw input overflowed output + idx_inf = np.logical_not(np.isfinite(lambertwterm)) # Only re-compute LambertW if it overflowed - if np.any(idx_w): + if np.any(idx_inf): # Calculate using log(argW) in case argW is really big - logargW = (np.log(I0[idx]) - np.log(Gsh[idx]) - - np.log(nNsVth[idx]) + - (-I[idx] + IL[idx] + I0[idx]) / - (Gsh[idx] * nNsVth[idx]))[idx_w] + logargW = (np.log(I0[idx_p]) - np.log(Gsh[idx_p]) - + np.log(a[idx_p]) + + (-I[idx_p] + IL[idx_p] + I0[idx_p]) / + (Gsh[idx_p] * a[idx_p]))[idx_inf] # Three iterations of Newton-Raphson method to solve # w+log(w)=logargW. The initial guess is w=logargW. Where direct @@ -1945,14 +1938,14 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, # of Newton's method gives approximately 8 digits of precision. w = logargW for _ in range(0, 3): - w = w * (1 - np.log(w) + logargW) / (1 + w) - lambertwterm[idx_w] = w + w = w * (1. - np.log(w) + logargW) / (1. + w) + lambertwterm[idx_inf] = w # Eqn. 3 in Jain and Kapoor, 2004 - # V = -I*(Rs + Rsh) + IL*Rsh - nNsVth*lambertwterm + I0*Rsh - # Recasted in terms of Gsh=1/Rsh for better numerical stability. - V[idx] = (IL[idx] + I0[idx] - I[idx])/Gsh[idx] - I[idx]*Rs[idx] - \ - nNsVth[idx]*lambertwterm + # V = -I*(Rs + Rsh) + IL*Rsh - a*lambertwterm + I0*Rsh + # Recast in terms of Gsh=1/Rsh for better numerical stability. + V[idx_p] = (IL[idx_p] + I0[idx_p] - I[idx_p])/Gsh[idx_p] - \ + I[idx_p]*Rs[idx_p] - a[idx_p]*lambertwterm if output_is_scalar: return np.asscalar(V) @@ -1969,10 +1962,11 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, Jain and Kapoor 2004 [1]. The solution is per Eq 2 of [1] except when resistance_series=0, in which case the explict solution for current is used. - Inputs to this function can include scalars and pandas.Series, but it - always outputs a float64 numpy.ndarray regardless of input type(s). Ideal device parameters are specified by resistance_shunt=np.inf and resistance_series=0. + Inputs to this function can include scalars and pandas.Series, but it is + the caller's responsibility to ensure that the arguments are all float64 + and within the proper ranges. Parameters ---------- @@ -2024,51 +2018,42 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, except ImportError: raise ImportError('This function requires scipy') - # asarray turns Series into arrays so that we don't have to worry - # about multidimensional broadcasting failing - # Note that lambertw function doesn't support float128 - Rsh = np.asarray(resistance_shunt, np.float64) - Rs = np.asarray(resistance_series, np.float64) - nNsVth = np.asarray(nNsVth, np.float64) - V = np.asarray(voltage, np.float64) - I0 = np.asarray(saturation_current, np.float64) - IL = np.asarray(photocurrent, np.float64) + # Record if inputs were all scalar + output_is_scalar = all(map(np.isscalar, + [resistance_shunt, resistance_series, nNsVth, + voltage, saturation_current, photocurrent])) + + # Ensure that we are working with read-only views of numpy arrays + # Turns Series into arrays so that we don't have to worry about + # multidimensional broadcasting failing + Rsh, Rs, a, V, I0, IL = \ + np.broadcast_arrays(resistance_shunt, resistance_series, nNsVth, + voltage, saturation_current, photocurrent) # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally # more numerically stable Gsh = 1./Rsh - # Intitalize output I (including shape) by solving explicit model with - # Rs=0, multiplying by np.ones_like(Rs) identity in order to also - # capture shape of Rs. - I = (IL - I0*np.expm1(V/nNsVth) - Gsh*V)*np.ones_like(Rs) - - # Record if inputs were all scalar - output_is_scalar = np.isscalar(I) + # Intitalize output I (V might not be float64) + I = np.full_like(V, np.nan, dtype=np.float64) - # Multiply by np.atleast_1d in order to convert scalars to arrays, because - # we need to guarantee the ability to index arrays - I = np.atleast_1d(I) + # Determine indices where 0 < Rs requires implicit model solution + idx_p = 0. < Rs - # Expand Rs input shape to match output I (if needed) - Rs = Rs*np.ones_like(I) + # Determine indices where 0 = Rs allows explicit model solution + idx_z = 0. == Rs - # Determine indices where Rs>0 requires implicit model solution - idx = 0. < Rs + # Explicit solutions where Rs=0 + if np.any(idx_z): + I[idx_z] = IL[idx_z] - I0[idx_z]*np.expm1(V[idx_z]/a[idx_z]) - \ + Gsh[idx_z]*V[idx_z] # Only compute using LambertW if there are cases with Rs>0 - if np.any(idx): - # Expand remaining inputs to accomodate common indexing - Gsh = Gsh*np.ones_like(I) - nNsVth = nNsVth*np.ones_like(I) - V = V*np.ones_like(I) - I0 = I0*np.ones_like(I) - IL = IL*np.ones_like(I) - - # LambertW argument, argW cannot be float128 - argW = Rs[idx]*I0[idx]/(nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.)) * \ - np.exp((Rs[idx]*(IL[idx] + I0[idx]) + V[idx]) / - (nNsVth[idx]*(Rs[idx]*Gsh[idx] + 1.))) + if np.any(idx_p): + # LambertW argument, cannot be float128, may overflow to np.inf + argW = Rs[idx_p]*I0[idx_p]/(a[idx_p]*(Rs[idx_p]*Gsh[idx_p] + 1.)) * \ + np.exp((Rs[idx_p]*(IL[idx_p] + I0[idx_p]) + V[idx_p]) / + (a[idx_p]*(Rs[idx_p]*Gsh[idx_p] + 1.))) # lambertw typically returns complex value with zero imaginary part lambertwterm = lambertw(argW).real @@ -2076,9 +2061,9 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, # Eqn. 2 in Jain and Kapoor, 2004 # I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + \ # Rsh*(IL + I0)/(Rs + Rsh) - # Recasted in terms of Gsh=1/Rsh for better numerical stability. - I[idx] = (IL[idx] + I0[idx] - V[idx]*Gsh[idx]) / \ - (Rs[idx]*Gsh[idx] + 1.) - (nNsVth[idx]/Rs[idx])*lambertwterm + # Recast in terms of Gsh=1/Rsh for better numerical stability. + I[idx_p] = (IL[idx_p] + I0[idx_p] - V[idx_p]*Gsh[idx_p]) / \ + (Rs[idx_p]*Gsh[idx_p] + 1.) - (a[idx_p]/Rs[idx_p])*lambertwterm if output_is_scalar: return np.asscalar(I) diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 2259b30623..c7e7345ca4 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -370,7 +370,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'I': np.array(3.), 'I0': np.array(6.e-7), 'IL': np.array(7.), - 'V_expected': 7.5049875193450521 + 'V_expected': np.array(7.5049875193450521) }, { # Can handle all rank-1 singleton array inputs 'Rsh': np.array([20.]), @@ -509,7 +509,7 @@ def test_v_from_i(fixture_v_from_i): 'V': np.array(40.), 'I0': np.array(6.e-7), 'IL': np.array(7.), - 'I_expected': -299.746389916 + 'I_expected': np.array(-299.746389916) }, { # Can handle all rank-1 singleton array inputs 'Rsh': np.array([20.]), From 6c410d27ec1fa497e0d716bc2546d8907f951fd5 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 12 Sep 2017 02:06:43 -0600 Subject: [PATCH 21/44] One more simplification --- pvlib/pvsystem.py | 23 +++++++++++------------ 1 file changed, 11 insertions(+), 12 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index cddc33a3e2..4cc3d90b4e 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1889,14 +1889,12 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, # Ensure that we are working with read-only views of numpy arrays # Turns Series into arrays so that we don't have to worry about # multidimensional broadcasting failing - Rsh, Rs, a, I, I0, IL = \ - np.broadcast_arrays(resistance_shunt, resistance_series, nNsVth, + # This transforms Gsh=1/Rsh, including ideal Rsh=np.inf into Gsh=0., which + # is generally more numerically stable + Gsh, Rs, a, I, I0, IL = \ + np.broadcast_arrays(1./resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent) - # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally - # more numerically stable - Gsh = 1./Rsh - # Intitalize output V (I might not be float64) V = np.full_like(I, np.nan, dtype=np.float64) @@ -1919,6 +1917,7 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, (Gsh[idx_p]*a[idx_p])) # lambertw typically returns complex value with zero imaginary part + # may overflow to np.inf lambertwterm = lambertw(argW).real # Record indices where lambertw input overflowed output @@ -2026,14 +2025,12 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, # Ensure that we are working with read-only views of numpy arrays # Turns Series into arrays so that we don't have to worry about # multidimensional broadcasting failing - Rsh, Rs, a, V, I0, IL = \ - np.broadcast_arrays(resistance_shunt, resistance_series, nNsVth, + # This transforms Gsh=1/Rsh, including ideal Rsh=np.inf into Gsh=0., which + # is generally more numerically stable + Gsh, Rs, a, V, I0, IL = \ + np.broadcast_arrays(1./resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent) - # This transforms any ideal Rsh=np.inf into Gsh=0., which is generally - # more numerically stable - Gsh = 1./Rsh - # Intitalize output I (V might not be float64) I = np.full_like(V, np.nan, dtype=np.float64) @@ -2049,6 +2046,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, Gsh[idx_z]*V[idx_z] # Only compute using LambertW if there are cases with Rs>0 + # Does NOT handle possibility of overflow, github issue 298 if np.any(idx_p): # LambertW argument, cannot be float128, may overflow to np.inf argW = Rs[idx_p]*I0[idx_p]/(a[idx_p]*(Rs[idx_p]*Gsh[idx_p] + 1.)) * \ @@ -2056,6 +2054,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, (a[idx_p]*(Rs[idx_p]*Gsh[idx_p] + 1.))) # lambertw typically returns complex value with zero imaginary part + # may overflow to np.inf lambertwterm = lambertw(argW).real # Eqn. 2 in Jain and Kapoor, 2004 From 19af023021494881a8dc7aa24dfe76f6a2b2a31b Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Tue, 12 Sep 2017 07:21:35 -0600 Subject: [PATCH 22/44] Better use of broadcast_arrays --- pvlib/pvsystem.py | 19 +++++++++++-------- 1 file changed, 11 insertions(+), 8 deletions(-) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 4cc3d90b4e..b19cce54f6 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1886,13 +1886,15 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, [resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent])) + # This transforms Gsh=1/Rsh, including ideal Rsh=np.inf into Gsh=0., which + # is generally more numerically stable + conductance_shunt = 1./resistance_shunt + # Ensure that we are working with read-only views of numpy arrays # Turns Series into arrays so that we don't have to worry about # multidimensional broadcasting failing - # This transforms Gsh=1/Rsh, including ideal Rsh=np.inf into Gsh=0., which - # is generally more numerically stable Gsh, Rs, a, I, I0, IL = \ - np.broadcast_arrays(1./resistance_shunt, resistance_series, nNsVth, + np.broadcast_arrays(conductance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent) # Intitalize output V (I might not be float64) @@ -2022,13 +2024,15 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, [resistance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent])) + # This transforms Gsh=1/Rsh, including ideal Rsh=np.inf into Gsh=0., which + # is generally more numerically stable + conductance_shunt = 1./resistance_shunt + # Ensure that we are working with read-only views of numpy arrays # Turns Series into arrays so that we don't have to worry about # multidimensional broadcasting failing - # This transforms Gsh=1/Rsh, including ideal Rsh=np.inf into Gsh=0., which - # is generally more numerically stable Gsh, Rs, a, V, I0, IL = \ - np.broadcast_arrays(1./resistance_shunt, resistance_series, nNsVth, + np.broadcast_arrays(conductance_shunt, resistance_series, nNsVth, voltage, saturation_current, photocurrent) # Intitalize output I (V might not be float64) @@ -2058,8 +2062,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, lambertwterm = lambertw(argW).real # Eqn. 2 in Jain and Kapoor, 2004 - # I = -V/(Rs + Rsh) - (nNsVth/Rs)*lambertwterm + \ - # Rsh*(IL + I0)/(Rs + Rsh) + # I = -V/(Rs + Rsh) - (a/Rs)*lambertwterm + Rsh*(IL + I0)/(Rs + Rsh) # Recast in terms of Gsh=1/Rsh for better numerical stability. I[idx_p] = (IL[idx_p] + I0[idx_p] - V[idx_p]*Gsh[idx_p]) / \ (Rs[idx_p]*Gsh[idx_p] + 1.) - (a[idx_p]/Rs[idx_p])*lambertwterm From c96795df841f50499fb7f87f04845c1f01121865 Mon Sep 17 00:00:00 2001 From: thunderfish24 Date: Tue, 13 Feb 2018 03:23:07 -0700 Subject: [PATCH 23/44] Initial code with example output --- docs/sphinx/source/whatsnew/v0.5.1.rst | 20 -- pvlib/data/gold/gold_dataset.py | 322 ++++++++++++++++++ pvlib/data/gold/test.json | 1 + pvlib/data/gold/worst_pvlib_computaitons.json | 193 +++++++++++ 4 files changed, 516 insertions(+), 20 deletions(-) create mode 100644 pvlib/data/gold/gold_dataset.py create mode 100644 pvlib/data/gold/test.json create mode 100644 pvlib/data/gold/worst_pvlib_computaitons.json diff --git a/docs/sphinx/source/whatsnew/v0.5.1.rst b/docs/sphinx/source/whatsnew/v0.5.1.rst index a7956084df..992a7aad3d 100644 --- a/docs/sphinx/source/whatsnew/v0.5.1.rst +++ b/docs/sphinx/source/whatsnew/v0.5.1.rst @@ -24,23 +24,6 @@ Bug fixes * Remove condition causing Overflow warning from clearsky.haurwitz (:issue:`363`) * modelchain.basic_chain now correctly passes 'solar_position_method' - arg to solarposition.get_solarposition - -Enhancements -~~~~~~~~~~~~ -* Improve clearsky.lookup_linke_turbidity speed. (:issue:`368`) -* Ideal devices supported in single diode model, e.g., - resistance_series = 0 and/or resistance_shunt = numpy.inf (:issue:`340`) -* `pvsystem.v_from_i` and `pvsystem.i_from_v` computations for near ideal - devices are more numerically stable. However, very, very near ideal - resistance_series and/or resistance_shunt may still cause issues with the - implicit solver (:issue:`340`) - -API Changes -~~~~~~~~~~~ -* `pvsystem.v_from_i` and `pvsystem.i_from_v` functions now accept - resistance_series = 0 and/or resistance_shunt = numpy.inf as inputs - (:issue:`340`) arg to solarposition.get_solarposition (:issue:`370`) * Fixed: `Variables and Symbols extra references not available `_ (:issue:`380`) @@ -57,9 +40,6 @@ API Changes Documentation ~~~~~~~~~~~~~ * Doc string of modelchain.basic_chain was updated to describe args - more accurately -* Doc strings of `singlediode`, `pvsystem.v_from_i`, and `pvsystem.i_from_v` - were updated to describe acceptable input arg ranges more accurately. (:issue:`370`) * Doc strings of `singlediode`, `pvsystem.v_from_i`, and `pvsystem.i_from_v` were updated to describe acceptable input arg ranges. (:issue:`340`) diff --git a/pvlib/data/gold/gold_dataset.py b/pvlib/data/gold/gold_dataset.py new file mode 100644 index 0000000000..305a8070f2 --- /dev/null +++ b/pvlib/data/gold/gold_dataset.py @@ -0,0 +1,322 @@ +import datetime +import json +import warnings + +# interval package: http://pyinterval.readthedocs.io/en/latest/guide.html, pip install pyinterval +from interval import interval, imath +import numpy +from pvlib import pvsystem +import scipy.constants as constants + +# Do this after imports to skip import warnings +# warnings.filterwarnings('always') + +# Some useful physical constants (CODATA: https://physics.nist.gov/cuu/Constants/) + +# elementary charge, 1.6021766208e-19 Coulombs +elementary_charge_C = constants.value('elementary charge') + +# Boltzmann constant, 1.38064852e-23 J/K +boltzmann_J_per_K = constants.value('Boltzmann constant') + +CECMOD = pvsystem.retrieve_sam('cecmod') +G_W_m2_list = [100., 200., 400., 600., 800., 1000., 1100.] +T_degC_list = [15., 25., 50., 75.] +NUM_PTS = 21 +# Approximate largest possible residual value, determined empirically +TOL_CURRENT_SUM_RESIDUAL_GOLD = 1.e-12 +TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL = interval( + [-TOL_CURRENT_SUM_RESIDUAL_GOLD, TOL_CURRENT_SUM_RESIDUAL_GOLD]) + +def generate_gold_dataset(json_filepath=None): + ''' + TODO + Returns the dataset in a python dictionary. + ''' + + # Create a reference-like x-Si cell based on parameters in Bishop's 1988 paper Fig. 6 + cell_area = 4. # cm^2 + ideality_factor = 1.5 + T_K = 298.15 # 25 degC + # Copy an existing mono-Si cell and None the entries we don't know + mono_Si_cell = CECMOD.SunPower_SPR_E20_327 + mono_Si_cell.name = 'Bishop_ref_cell' + mono_Si_cell.BIPV = 'N' + mono_Si_cell.Date = '6/20/1988' + mono_Si_cell.T_NOCT = None + mono_Si_cell.A_c = None + mono_Si_cell.N_s = 1 + mono_Si_cell.I_sc_ref = cell_area*30.e-3 # Amp + mono_Si_cell.V_oc_ref = None + mono_Si_cell.I_mp_ref = None + mono_Si_cell.V_mp_ref = None + mono_Si_cell.beta_oc = None + mono_Si_cell.a_ref = mono_Si_cell.N_s*ideality_factor * \ + boltzmann_J_per_K*T_K/elementary_charge_C + mono_Si_cell.I_L_ref = cell_area*30.e-3 + mono_Si_cell.I_o_ref = cell_area*5500.e-12 + mono_Si_cell.R_s = cell_area*1.33 + mono_Si_cell.R_sh_ref = cell_area*750. + mono_Si_cell.Adjust = None + mono_Si_cell.gamma_r = None + mono_Si_cell.Version = None + mono_Si_cell.PTC = None + + # devices = [mono_Si_cell] + devices = [mono_Si_cell, CECMOD.SunPower_SPR_E20_327, + CECMOD.First_Solar_FS_495] + + # Initialize the output + gold_dataset = {"version": '1.0.0', + "timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), + "devices": []} + + # For each ideal, normal, or degraded device, create matrix of I-V curves + for device in devices: + # print("\n" + device.name) + + device_dict = {"name": device.name, + "Technology": device.Technology, + "N_s": device.N_s, + "iv_curves": []} + + # Choose bandgap parameters based on device technology + if device.Technology == 'CdTe': + EgRef = 1.475 + dEgdT = -0.0003 + elif device.Technology == 'Mono-c-Si' or device.Technology == 'Multi-c-Si': + EgRef = 1.121 + dEgdT = -0.0002677 + else: + raise ValueError('Unsupported device technology.') + + # Do all combinations of ideal device, regular device, and degraded device + r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid( + [0., 1., 5.], [0., 1., 5.]) + + for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, g_sh_scale_grid.flat): + # print("r_s_scale = {}, g_sh_scale = {}".format(r_s_scale, g_sh_scale)) + + for G_W_m2 in G_W_m2_list: + for T_degC in T_degC_list: + # print((G_W_m2, T_degC)) + + # Compute the model parameters at each irradiance-temperature combo + device_params = pvsystem.calcparams_desoto( + poa_global=G_W_m2, temp_cell=T_degC, + alpha_isc=device.alpha_sc, module_parameters=device, + EgRef=EgRef, dEgdT=dEgdT) + # More convienent variable names + i_l, i_0, r_s, r_sh, nNsVth = device_params + r_s = r_s_scale*r_s + g_sh = g_sh_scale/r_sh + # Reverse engineer the diode voltage range + i_sc = pvsystem.i_from_v(r_sh, r_s, nNsVth, 0., i_0, i_l) + v_oc = pvsystem.v_from_i(r_sh, r_s, nNsVth, 0., i_0, i_l) + # Go slightly less than Isc, even when r_s==0 + v_d_min = i_sc*r_s - 0.02*v_oc + # Go slightly greater than Voc + v_d_max = 1.01*v_oc + v_d = v_d_min + \ + (v_d_max - v_d_min) * \ + numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) + i_gold = i_l - i_0*numpy.expm1(v_d/nNsVth) - g_sh*v_d + v_gold = v_d - r_s*i_gold + + # Record interoperable hex values for vi_pair in zip(v_gold, i_gold): + device_dict["iv_curves"].append( + { + "G": G_W_m2.hex(), + "T": T_degC.hex(), + "i_l": i_l.hex(), + "i_0": i_0.hex(), + "r_s": r_s.hex(), + "g_sh": g_sh.hex(), + "nNsVth": nNsVth.hex(), + "v_gold": [v.hex() for v in v_gold.tolist()], + "i_gold": [i.hex() for i in i_gold.tolist()] + } + ) + + current_sum_residual_interval_list = \ + [interval(i_l) - interval(i_0) * + imath.expm1((interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s))/interval(nNsVth)) - + interval(g_sh)*(interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s)) - + interval(vi_pair[1]) for vi_pair in zip(v_gold, i_gold)] + + for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): + if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: + raise ValueError("Residual interval {} not in {}, for (V,I)=({},{})".format( + current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i)) + + gold_dataset["devices"].append(device_dict) + + # When requested, write dataset in json file + with open(json_filepath, 'w') as fp: + json.dump(gold_dataset, fp) + + return gold_dataset + + +def gauge_against_gold_dataset(func_dict, json_filepath=None): + '''TODO''' + + # Function returns worse curve for each device for each function in func_dict + output = [] + + if json_filepath is None: + gold_dataset = generate_gold_dataset() + else: + with open(json_filepath, 'r') as fp: + gold_dataset = json.load(fp) + + version = gold_dataset["version"] + print("{} at version {}".format(json_filepath, version)) + + devices = gold_dataset["devices"] + for device in devices: + print(device["name"]) + worst_i_test_current_sum_max_abs_res = 0. + worst_i_test_terminal_max_abs_res = 0. + worst_v_test_current_sum_max_abs_res = 0. + worst_v_test_terminal_max_abs_res = 0. + + device_dict = \ + {"name": device["name"], + "Technology": device["Technology"], + "N_s": device["N_s"]} + if "i_from_v" in func_dict: + device_dict["i_from_v"] = {"current_sum": None, "terminal": None} + if "v_from_i" in func_dict: + device_dict["v_from_i"] = {"current_sum": None, "terminal": None} + + for iv_curve in device["iv_curves"]: + # Load parameters + g_sh = float.fromhex(iv_curve["g_sh"]) + # JSON spec doesn't support IEEE 754 inf, so conductance saved instead + if g_sh == 0.: + r_sh = numpy.inf + else: + r_sh = 1./g_sh + r_s = float.fromhex(iv_curve["r_s"]) + nNsVth = float.fromhex(iv_curve["nNsVth"]) + i_0 = float.fromhex(iv_curve["i_0"]) + i_l = float.fromhex(iv_curve["i_l"]) + v_gold = numpy.array([float.fromhex(v) for v in iv_curve["v_gold"]]) + i_gold = numpy.array([float.fromhex(i) for i in iv_curve["i_gold"]]) + + if "i_from_v" in func_dict: + # Test computed values against gold values + i_test = func_dict["i_from_v"](r_sh, r_s, nNsVth, v_gold, i_0, i_l) + + i_test_current_sum_res = i_l - i_0 * \ + numpy.expm1((v_gold + i_test*r_s)/nNsVth) - \ + g_sh*(v_gold + i_test*r_s) - i_test + i_test_current_sum_max_abs_res = numpy.amax(numpy.abs(i_test_current_sum_res)) + if worst_i_test_current_sum_max_abs_res < i_test_current_sum_max_abs_res: + worst_i_test_current_sum_max_abs_res = i_test_current_sum_max_abs_res + device_dict["i_from_v"]["current_sum"] = \ + { + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "i_test": i_test.tolist(), + "residual": i_test_current_sum_res.tolist(), + "max_abs_residual": i_test_current_sum_max_abs_res.tolist() + } + + i_test_terminal_res = i_test - i_gold + i_test_terminal_max_abs_res = numpy.amax(numpy.abs(i_test_terminal_res)) + if worst_i_test_terminal_max_abs_res < i_test_terminal_max_abs_res: + worst_i_test_terminal_max_abs_res = i_test_terminal_max_abs_res + device_dict["i_from_v"]["terminal"] = \ + { + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "i_test": i_test.tolist(), + "residual": i_test_terminal_res.tolist(), + "max_abs_residual": i_test_terminal_max_abs_res.tolist() + } + + if "v_from_i" in func_dict: + v_test = func_dict["v_from_i"](r_sh, r_s, nNsVth, i_gold, i_0, i_l) + + v_test_current_sum_res = i_l - i_0 * \ + numpy.expm1((v_test + i_gold*r_s)/nNsVth) - \ + g_sh*(v_test + i_gold*r_s) - i_gold + v_test_current_sum_max_abs_res = numpy.amax(numpy.abs(v_test_current_sum_res)) + if worst_v_test_current_sum_max_abs_res < v_test_current_sum_max_abs_res: + worst_v_test_current_sum_max_abs_res = v_test_current_sum_max_abs_res + device_dict["v_from_i"]["current_sum"] = \ + { + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "v_test": v_test.tolist(), + "residual": v_test_current_sum_res.tolist(), + "max_abs_residual": v_test_current_sum_max_abs_res.tolist() + } + # argmax = numpy.argmax(numpy.abs(v_test_current_sum_res)) + # print("(G,T) = ({},{})".format(device_dict["v_from_i"]["current_sum"]["G"], device_dict["v_from_i"]["current_sum"]["T"])) + # print(i_gold[argmax]) + # print(v_gold[argmax]) + # print(v_test[argmax]) + # print(func_dict["v_from_i"](r_sh, r_s, nNsVth, i_gold[argmax], i_0, i_l)) + # print("") + + v_test_terminal_res = v_test - v_gold + v_test_terminal_max_abs_res = numpy.amax(numpy.abs(v_test_terminal_res)) + if worst_v_test_terminal_max_abs_res < v_test_terminal_max_abs_res: + worst_v_test_terminal_max_abs_res = v_test_terminal_max_abs_res + device_dict["v_from_i"]["terminal"] = \ + { + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "v_test": v_test.tolist(), + "residual": v_test_terminal_res.tolist(), + "max_abs_residual": v_test_terminal_max_abs_res.tolist() + } + + output.append(device_dict) + + return(output) + + +if __name__ == '__main__': + + import sys + import pvlib.version + + print("python version: {}".format(sys.version)) + print("numpy version: {}".format(numpy.__version__)) + print("pvlib version: {}".format(pvlib.version.__version__)) + + generate_gold_dataset("test.json") + print(json.dumps(gauge_against_gold_dataset( + {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="test.json"))) diff --git a/pvlib/data/gold/test.json b/pvlib/data/gold/test.json new file mode 100644 index 0000000000..2f0d3474d8 --- /dev/null +++ b/pvlib/data/gold/test.json @@ -0,0 +1 @@ +{"version": "1.0.0", "timestamp_utc_iso": "2018-02-13T10:13:32.102691", "devices": [{"name": "Bishop_ref_cell", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", "0x1.d57306bdff7adp-2", "0x1.e536ec6688d77p-2", "0x1.f408826072c7cp-2", "0x1.01019ea79be56p-1", "0x1.079f1382ebd70p-1", "0x1.0de662673e2cep-1", "0x1.13dfe2f40d4b3p-1", "0x1.1992c4d97876cp-1"], "i_gold": ["0x1.ea14099e4868fp-8", "0x1.ea1384c6da354p-8", "0x1.ea10bb469448bp-8", "0x1.ea0694fb13787p-8", "0x1.e9e9a185af720p-8", "0x1.e9a3c3db4a35dp-8", "0x1.e90e71db20482p-8", "0x1.e7eb67d664889p-8", "0x1.e5dbb2a4831b0p-8", "0x1.e254f4ff39b9ep-8", "0x1.dc94ce9c0f8a2p-8", "0x1.d3924cea00048p-8", "0x1.c5ed4e9486c78p-8", "0x1.b1dbc3fd08046p-8", "0x1.9514b7c99d808p-8", "0x1.6cb90b7b0b561p-8", "0x1.3539d4b7e0d24p-8", "0x1.d478914891f40p-9", "0x1.0cf6466f6927ep-9", "0x1.d2bc86d2d6a00p-15", "-0x1.4b8a3aa14df6cp-9"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.9000000000000p+4", "i_l": "0x1.89374bc6a7efap-7", "i_0": "0x1.79f505f35670cp-26", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.3bb5d68dc1f84p-5", "v_gold": ["-0x1.4d9756ca43333p-7", "0x1.384c8607a19cfp-4", "0x1.1c24b483b69aep-3", 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"0x1.280e9064a9cfbp-6", "0x1.0bbd5f6b8d256p-6", "0x1.d14e36f79a421p-7", "0x1.7b6ee0eff4e6cp-7", "0x1.1382c74ac504ap-7", "0x1.2dfaa9e2a2560p-8", "0x1.8f06496c9e200p-14", "-0x1.56216dd94d094p-8"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.2c00000000000p+6", "i_l": "0x1.1b866e43aa79bp-5", "i_0": "0x1.fe275f8228161p-16", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.70a7ba0d35be2p-5", "v_gold": ["-0x1.9f1f4f20d0a3ep-8", "0x1.84a04a6511e24p-5", "0x1.6196d9998ceebp-4", "0x1.de6e3e51f313bp-4", "0x1.228e48b9a8e14p-3", "0x1.4e29bb12c0fe9p-3", "0x1.7410859bec977p-3", "0x1.95950a2adc94ap-3", "0x1.b3a0313493bcfp-3", "0x1.ced926cf6fdd4p-3", "0x1.e7bbfa8192badp-3", "0x1.fea7479531020p-3", "0x1.09f26cf7f9af7p-2", "0x1.13d7af2d3f341p-2", "0x1.1d1b206cb996fp-2", "0x1.25d030a2f03c7p-2", "0x1.2e0701c06eaf0p-2", "0x1.35cd1d41f66acp-2", "0x1.3d2dfb7fbd6d3p-2", "0x1.44336a34bdf7dp-2", "0x1.4ae5db5575077p-2"], "i_gold": ["0x1.1b8ecdb3619c6p-5", "0x1.1b0f35334812fp-5", "0x1.1a13fc8bd70d0p-5", 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"0x1.48ca71a8008dfp+0", "0x1.43058fa25a49bp+0", "0x1.3de068d353a54p+0", "0x1.38d48ce5a98d5p+0", "0x1.336353e36e015p+0", "0x1.2d04d765660d1p+0", "0x1.251e1e4015839p+0", "0x1.1afa69bc9ed07p+0", "0x1.0dc6085e28396p+0", "0x1.f913ee03c287ap-1", "0x1.cc4fee81c359dp-1", "0x1.92add90cec3afp-1", "0x1.493ecc1af1ce6p-1", "0x1.d9611af2cd48cp-2", "0x1.e51c0df331224p-3", "-0x1.52a33e4b2ca60p-5", "-0x1.868c2b2bc6b9cp-2", "-0x1.962c7a94a4c58p-1", "-0x1.49c025aad0e3cp+0"] + }, { + "G": "0x1.1300000000000p+10", + "T": "0x1.9000000000000p+5", + "i_l": "0x1.bea550870110bp+0", + "i_0": "0x1.756d9dc466088p-35", + "r_s": "0x1.1028f5c28f5c2p+5", + "g_sh": "0x1.bf0e62ee23d5ap-8", + "nNsVth": "0x1.99031f4712989p+1", + "v_gold": ["0x1.1242bec051c10p+3", "0x1.aedc2730d0ef4p+3", "0x1.123666bf64cdcp+4", "0x1.435f8afc8a5f0p+4", "0x1.6fe075048d8c2p+4", "0x1.9ac6742b9c0b6p+4", "0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], + "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"] + }, { + "G": "0x1.1300000000000p+10", + "T": "0x1.2c00000000000p+6", + "i_l": "0x1.c5269595feda8p+0", + "i_0": "0x1.cbf69ba085a6dp-29", + "r_s": "0x1.1028f5c28f5c2p+5", + "g_sh": "0x1.bf0e62ee23d5ap-8", + "nNsVth": "0x1.b8a7a0731c973p+1", + "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], + "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"] + }] + }] +} \ No newline at end of file diff --git a/pvlib/data/gold/gold_dataset.py b/pvlib/data/gold/gold_dataset.py index 305a8070f2..7a30abf3d7 100644 --- a/pvlib/data/gold/gold_dataset.py +++ b/pvlib/data/gold/gold_dataset.py @@ -1,44 +1,55 @@ import datetime import json -import warnings +import sys -# interval package: http://pyinterval.readthedocs.io/en/latest/guide.html, pip install pyinterval -from interval import interval, imath import numpy from pvlib import pvsystem +import pvlib.version +import scipy import scipy.constants as constants -# Do this after imports to skip import warnings -# warnings.filterwarnings('always') - # Some useful physical constants (CODATA: https://physics.nist.gov/cuu/Constants/) -# elementary charge, 1.6021766208e-19 Coulombs +# elementary charge, 1.6021766208e-19 C elementary_charge_C = constants.value('elementary charge') # Boltzmann constant, 1.38064852e-23 J/K boltzmann_J_per_K = constants.value('Boltzmann constant') -CECMOD = pvsystem.retrieve_sam('cecmod') -G_W_m2_list = [100., 200., 400., 600., 800., 1000., 1100.] -T_degC_list = [15., 25., 50., 75.] -NUM_PTS = 21 -# Approximate largest possible residual value, determined empirically +# Define standard test condition (STC) temperature +T_STC_K = 298.15 # K, equivalent to 25 degC + +# Approximate largest possible absolute residual value, determined empirically TOL_CURRENT_SUM_RESIDUAL_GOLD = 1.e-12 -TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL = interval( - [-TOL_CURRENT_SUM_RESIDUAL_GOLD, TOL_CURRENT_SUM_RESIDUAL_GOLD]) + +# Generate I-V curves, each with same number of points, over matrix of (G,T) combinations +G_list = [100., 200., 400., 600., 800., 1000., 1100.] # W/m^2 +T_list = [15., 25., 50., 75.] # degC +NUM_PTS = 21 + def generate_gold_dataset(json_filepath=None): ''' TODO Returns the dataset in a python dictionary. + Optionally writes result in lossless interoperable format to a json file. ''' - # Create a reference-like x-Si cell based on parameters in Bishop's 1988 paper Fig. 6 + # Load module inside function to avoid a global dependency requirement + # http://pyinterval.readthedocs.io/en/latest/guide.html + # pip install pyinterval, even in conda distro's + from interval import interval, imath + + TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL = interval( + [-TOL_CURRENT_SUM_RESIDUAL_GOLD, TOL_CURRENT_SUM_RESIDUAL_GOLD]) + + CECMOD = pvsystem.retrieve_sam('cecmod') + + # Create a reference-like x-Si cell based on limited parameters in Bishop's 1988 paper Fig. 6 cell_area = 4. # cm^2 ideality_factor = 1.5 - T_K = 298.15 # 25 degC - # Copy an existing mono-Si cell and None the entries we don't know + + # Copy an existing mono-Si cell and None the entries we don't know or need mono_Si_cell = CECMOD.SunPower_SPR_E20_327 mono_Si_cell.name = 'Bishop_ref_cell' mono_Si_cell.BIPV = 'N' @@ -52,35 +63,48 @@ def generate_gold_dataset(json_filepath=None): mono_Si_cell.V_mp_ref = None mono_Si_cell.beta_oc = None mono_Si_cell.a_ref = mono_Si_cell.N_s*ideality_factor * \ - boltzmann_J_per_K*T_K/elementary_charge_C - mono_Si_cell.I_L_ref = cell_area*30.e-3 - mono_Si_cell.I_o_ref = cell_area*5500.e-12 - mono_Si_cell.R_s = cell_area*1.33 - mono_Si_cell.R_sh_ref = cell_area*750. + boltzmann_J_per_K*T_STC_K/elementary_charge_C # Volt + mono_Si_cell.I_L_ref = cell_area*30.e-3 # Amp + mono_Si_cell.I_o_ref = cell_area*5500.e-12 # Amp + mono_Si_cell.R_s = cell_area*1.33 # Ohm + mono_Si_cell.R_sh_ref = cell_area*750. # Ohm mono_Si_cell.Adjust = None mono_Si_cell.gamma_r = None mono_Si_cell.Version = None mono_Si_cell.PTC = None - # devices = [mono_Si_cell] + # The "base" devices, of which there are ideal, normal, and degraded versions devices = [mono_Si_cell, CECMOD.SunPower_SPR_E20_327, CECMOD.First_Solar_FS_495] # Initialize the output gold_dataset = {"version": '1.0.0', + "python": sys.version, + "numpy": numpy.__version__, + "scipy": scipy.__version__, + "pvlib": pvlib.version.__version__, "timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), + "units": {"G": 'W/m^2', + "T": 'degC', + "i_l": 'A', + "i_0": 'A', + "r_s": 'Ohm', + "g_sh": 'S', + "nNsVth": 'V', + "v_gold": 'V', + "i_gold": 'A'}, "devices": []} # For each ideal, normal, or degraded device, create matrix of I-V curves for device in devices: - # print("\n" + device.name) - device_dict = {"name": device.name, "Technology": device.Technology, "N_s": device.N_s, "iv_curves": []} # Choose bandgap parameters based on device technology + # Add new technologies if/when needed, should match a CEC module database type + # These are NOT saved, but should be versioned if device.Technology == 'CdTe': EgRef = 1.475 dEgdT = -0.0003 @@ -90,44 +114,48 @@ def generate_gold_dataset(json_filepath=None): else: raise ValueError('Unsupported device technology.') - # Do all combinations of ideal device, regular device, and degraded device + # Do all "flavor" combinations of ideal device, regular device, and degraded device r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid( [0., 1., 5.], [0., 1., 5.]) + # For all "flavors" of this device, create I-V curves over the (G,T) matrix for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, g_sh_scale_grid.flat): - # print("r_s_scale = {}, g_sh_scale = {}".format(r_s_scale, g_sh_scale)) - - for G_W_m2 in G_W_m2_list: - for T_degC in T_degC_list: - # print((G_W_m2, T_degC)) - + for G in G_list: + for T in T_list: # Compute the model parameters at each irradiance-temperature combo device_params = pvsystem.calcparams_desoto( - poa_global=G_W_m2, temp_cell=T_degC, + poa_global=G, temp_cell=T, alpha_isc=device.alpha_sc, module_parameters=device, EgRef=EgRef, dEgdT=dEgdT) # More convienent variable names i_l, i_0, r_s, r_sh, nNsVth = device_params + # Ideal, regular, or degraded series resistance r_s = r_s_scale*r_s + # Ideal, regular, or degraded shunt conductance + # json spec excludes IEEE 754 inf, so use shunt conductance instead of shunt resistance g_sh = g_sh_scale/r_sh # Reverse engineer the diode voltage range - i_sc = pvsystem.i_from_v(r_sh, r_s, nNsVth, 0., i_0, i_l) - v_oc = pvsystem.v_from_i(r_sh, r_s, nNsVth, 0., i_0, i_l) - # Go slightly less than Isc, even when r_s==0 + i_sc = pvsystem.i_from_v( + r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value + v_oc = pvsystem.v_from_i( + r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value + # For min diode voltage, go slightly less than Isc, even when r_s==0 v_d_min = i_sc*r_s - 0.02*v_oc - # Go slightly greater than Voc + # For max diode voltage, go slightly greater than Voc v_d_max = 1.01*v_oc + # More I-V points towards Voc v_d = v_d_min + \ (v_d_max - v_d_min) * \ numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) + # Bishop's method is explicit and vectorized i_gold = i_l - i_0*numpy.expm1(v_d/nNsVth) - g_sh*v_d v_gold = v_d - r_s*i_gold # Record interoperable hex values for vi_pair in zip(v_gold, i_gold): device_dict["iv_curves"].append( { - "G": G_W_m2.hex(), - "T": T_degC.hex(), + "G": G.hex(), + "T": T.hex(), "i_l": i_l.hex(), "i_0": i_0.hex(), "r_s": r_s.hex(), @@ -138,62 +166,79 @@ def generate_gold_dataset(json_filepath=None): } ) + # Solve the current sum at diode node residual as a numerically reliable interval current_sum_residual_interval_list = \ [interval(i_l) - interval(i_0) * imath.expm1((interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s))/interval(nNsVth)) - interval(g_sh)*(interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s)) - interval(vi_pair[1]) for vi_pair in zip(v_gold, i_gold)] + # Make sure the computed interval is within the specified tolerance for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: raise ValueError("Residual interval {} not in {}, for (V,I)=({},{})".format( current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i)) - + + # Append this I-V curve to the list for this device gold_dataset["devices"].append(device_dict) - # When requested, write dataset in json file - with open(json_filepath, 'w') as fp: - json.dump(gold_dataset, fp) + # When requested, write dataset in json file, skips empty path strings too + if json_filepath: + with open(json_filepath, 'w') as fp: + json.dump(gold_dataset, fp) + # Return the dictionary, but note floating point values in hex format return gold_dataset -def gauge_against_gold_dataset(func_dict, json_filepath=None): - '''TODO''' +def gauge_against_gold_dataset(test_func_dict, json_filepath=None): + ''' + TODO + Function returns worst curve for each device for each function in test_func_dict + ''' - # Function returns worse curve for each device for each function in func_dict - output = [] + # Initialize output + worst_results = [] - if json_filepath is None: + # Generate gold dataset on the fly if not specified as file + if not json_filepath: gold_dataset = generate_gold_dataset() else: with open(json_filepath, 'r') as fp: gold_dataset = json.load(fp) + # Follow SemVer and maintain backwards compatibility whenever possible version = gold_dataset["version"] print("{} at version {}".format(json_filepath, version)) devices = gold_dataset["devices"] for device in devices: - print(device["name"]) + # Reset the worst max abs residuals over all I-V curves per device worst_i_test_current_sum_max_abs_res = 0. worst_i_test_terminal_max_abs_res = 0. worst_v_test_current_sum_max_abs_res = 0. worst_v_test_terminal_max_abs_res = 0. + # Initialize the worst results for this device + # Note that a caller may choose not to test all the possible functions + # FUTURE This dictionary can be expanded in a backwards compatible manner to support + # additional gold values and residuals for Isc, R@Isc, Ix, Pmp, Ixx, R@Voc, and Voc device_dict = \ {"name": device["name"], "Technology": device["Technology"], "N_s": device["N_s"]} - if "i_from_v" in func_dict: + if "i_from_v" in test_func_dict: device_dict["i_from_v"] = {"current_sum": None, "terminal": None} - if "v_from_i" in func_dict: + if "v_from_i" in test_func_dict: device_dict["v_from_i"] = {"current_sum": None, "terminal": None} + # Gauge each I-V curve for current sum and terminal residuals for iv_curve in device["iv_curves"]: - # Load parameters + # Load 5 single diode model parameters for each I-V curve + # Floats are saved in lossless, interchangeable hex format g_sh = float.fromhex(iv_curve["g_sh"]) - # JSON spec doesn't support IEEE 754 inf, so conductance saved instead + # json spec doesn't support IEEE 754 inf, so shunt conductance saved instead + # FUTURE Switch pvlib over to using shunt conductance instead of shunt resistance if g_sh == 0.: r_sh = numpy.inf else: @@ -202,121 +247,127 @@ def gauge_against_gold_dataset(func_dict, json_filepath=None): nNsVth = float.fromhex(iv_curve["nNsVth"]) i_0 = float.fromhex(iv_curve["i_0"]) i_l = float.fromhex(iv_curve["i_l"]) - v_gold = numpy.array([float.fromhex(v) for v in iv_curve["v_gold"]]) - i_gold = numpy.array([float.fromhex(i) for i in iv_curve["i_gold"]]) - - if "i_from_v" in func_dict: - # Test computed values against gold values - i_test = func_dict["i_from_v"](r_sh, r_s, nNsVth, v_gold, i_0, i_l) - + v_gold = numpy.array([float.fromhex(v) + for v in iv_curve["v_gold"]]) + i_gold = numpy.array([float.fromhex(i) + for i in iv_curve["i_gold"]]) + + # Check if caller wants to test an i_from_v function + if "i_from_v" in test_func_dict: + # Compute test values using provided test function that meets pvlib API + i_test = test_func_dict["i_from_v"]( + r_sh, r_s, nNsVth, v_gold, i_0, i_l) + + # Gauge computed values against gold values for sum of currents residual at diode node i_test_current_sum_res = i_l - i_0 * \ numpy.expm1((v_gold + i_test*r_s)/nNsVth) - \ g_sh*(v_gold + i_test*r_s) - i_test - i_test_current_sum_max_abs_res = numpy.amax(numpy.abs(i_test_current_sum_res)) + i_test_current_sum_max_abs_res = numpy.amax( + numpy.abs(i_test_current_sum_res)) if worst_i_test_current_sum_max_abs_res < i_test_current_sum_max_abs_res: worst_i_test_current_sum_max_abs_res = i_test_current_sum_max_abs_res device_dict["i_from_v"]["current_sum"] = \ { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "i_test": i_test.tolist(), - "residual": i_test_current_sum_res.tolist(), - "max_abs_residual": i_test_current_sum_max_abs_res.tolist() - } - + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "i_test": i_test.tolist(), + "residual": i_test_current_sum_res.tolist(), + "max_abs_residual": i_test_current_sum_max_abs_res.tolist() + } + + # Gauge computed values against gold values for difference residual at terminal i_test_terminal_res = i_test - i_gold - i_test_terminal_max_abs_res = numpy.amax(numpy.abs(i_test_terminal_res)) + i_test_terminal_max_abs_res = numpy.amax( + numpy.abs(i_test_terminal_res)) if worst_i_test_terminal_max_abs_res < i_test_terminal_max_abs_res: worst_i_test_terminal_max_abs_res = i_test_terminal_max_abs_res device_dict["i_from_v"]["terminal"] = \ { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "i_test": i_test.tolist(), - "residual": i_test_terminal_res.tolist(), - "max_abs_residual": i_test_terminal_max_abs_res.tolist() - } - - if "v_from_i" in func_dict: - v_test = func_dict["v_from_i"](r_sh, r_s, nNsVth, i_gold, i_0, i_l) - + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "i_test": i_test.tolist(), + "residual": i_test_terminal_res.tolist(), + "max_abs_residual": i_test_terminal_max_abs_res.tolist() + } + + # Check if caller wants to test a v_from_i function + if "v_from_i" in test_func_dict: + # Compute test values using provided test function that meets pvlib API + v_test = test_func_dict["v_from_i"]( + r_sh, r_s, nNsVth, i_gold, i_0, i_l) + + # Gauge computed values against gold values for sum of currents residual at diode node v_test_current_sum_res = i_l - i_0 * \ numpy.expm1((v_test + i_gold*r_s)/nNsVth) - \ g_sh*(v_test + i_gold*r_s) - i_gold - v_test_current_sum_max_abs_res = numpy.amax(numpy.abs(v_test_current_sum_res)) + v_test_current_sum_max_abs_res = numpy.amax( + numpy.abs(v_test_current_sum_res)) if worst_v_test_current_sum_max_abs_res < v_test_current_sum_max_abs_res: worst_v_test_current_sum_max_abs_res = v_test_current_sum_max_abs_res device_dict["v_from_i"]["current_sum"] = \ { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "v_test": v_test.tolist(), - "residual": v_test_current_sum_res.tolist(), - "max_abs_residual": v_test_current_sum_max_abs_res.tolist() - } - # argmax = numpy.argmax(numpy.abs(v_test_current_sum_res)) - # print("(G,T) = ({},{})".format(device_dict["v_from_i"]["current_sum"]["G"], device_dict["v_from_i"]["current_sum"]["T"])) - # print(i_gold[argmax]) - # print(v_gold[argmax]) - # print(v_test[argmax]) - # print(func_dict["v_from_i"](r_sh, r_s, nNsVth, i_gold[argmax], i_0, i_l)) - # print("") - + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "v_test": v_test.tolist(), + "residual": v_test_current_sum_res.tolist(), + "max_abs_residual": v_test_current_sum_max_abs_res.tolist() + } + + # Gauge computed values against gold values for difference residual at terminal v_test_terminal_res = v_test - v_gold - v_test_terminal_max_abs_res = numpy.amax(numpy.abs(v_test_terminal_res)) + v_test_terminal_max_abs_res = numpy.amax( + numpy.abs(v_test_terminal_res)) if worst_v_test_terminal_max_abs_res < v_test_terminal_max_abs_res: worst_v_test_terminal_max_abs_res = v_test_terminal_max_abs_res device_dict["v_from_i"]["terminal"] = \ { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "v_test": v_test.tolist(), - "residual": v_test_terminal_res.tolist(), - "max_abs_residual": v_test_terminal_max_abs_res.tolist() - } - - output.append(device_dict) - - return(output) - - + "G": float.fromhex(iv_curve["G"]), + "T": float.fromhex(iv_curve["T"]), + "i_l": i_l, + "i_0": i_0, + "r_s": r_s, + "r_sh": r_sh, + "nNsVth": nNsVth, + "v_gold": v_gold.tolist(), + "i_gold": i_gold.tolist(), + "v_test": v_test.tolist(), + "residual": v_test_terminal_res.tolist(), + "max_abs_residual": v_test_terminal_max_abs_res.tolist() + } + + # Append the worst results found for this device to the output dict + # For convienent post processing and analysis, floats are NOT in hex format + worst_results.append(device_dict) + + # Unit test consumers should be able to pass/fail based on the worst results returned for each device + return(worst_results) + + +# TODO Determine the final functionality here for command line operation +# TODO What about logging warnings along the way? if __name__ == '__main__': - import sys - import pvlib.version - - print("python version: {}".format(sys.version)) - print("numpy version: {}".format(numpy.__version__)) - print("pvlib version: {}".format(pvlib.version.__version__)) - - generate_gold_dataset("test.json") + generate_gold_dataset("gold_dataset.json") print(json.dumps(gauge_against_gold_dataset( - {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="test.json"))) + {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="gold_dataset.json"))) diff --git a/pvlib/data/gold/test.json b/pvlib/data/gold/test.json deleted file mode 100644 index 2f0d3474d8..0000000000 --- a/pvlib/data/gold/test.json +++ /dev/null @@ -1 +0,0 @@ -{"version": "1.0.0", "timestamp_utc_iso": "2018-02-13T10:13:32.102691", "devices": [{"name": "Bishop_ref_cell", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", "0x1.d57306bdff7adp-2", "0x1.e536ec6688d77p-2", "0x1.f408826072c7cp-2", "0x1.01019ea79be56p-1", "0x1.079f1382ebd70p-1", "0x1.0de662673e2cep-1", "0x1.13dfe2f40d4b3p-1", "0x1.1992c4d97876cp-1"], "i_gold": ["0x1.ea14099e4868fp-8", "0x1.ea1384c6da354p-8", "0x1.ea10bb469448bp-8", "0x1.ea0694fb13787p-8", "0x1.e9e9a185af720p-8", "0x1.e9a3c3db4a35dp-8", "0x1.e90e71db20482p-8", "0x1.e7eb67d664889p-8", "0x1.e5dbb2a4831b0p-8", "0x1.e254f4ff39b9ep-8", "0x1.dc94ce9c0f8a2p-8", "0x1.d3924cea00048p-8", "0x1.c5ed4e9486c78p-8", "0x1.b1dbc3fd08046p-8", "0x1.9514b7c99d808p-8", "0x1.6cb90b7b0b561p-8", "0x1.3539d4b7e0d24p-8", "0x1.d478914891f40p-9", "0x1.0cf6466f6927ep-9", "0x1.d2bc86d2d6a00p-15", "-0x1.4b8a3aa14df6cp-9"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.9000000000000p+4", "i_l": "0x1.89374bc6a7efap-7", "i_0": "0x1.79f505f35670cp-26", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.3bb5d68dc1f84p-5", "v_gold": ["-0x1.4d9756ca43333p-7", "0x1.384c8607a19cfp-4", "0x1.1c24b483b69aep-3", "0x1.8077302101346p-3", "0x1.d2facedd96f3dp-3", "0x1.0c8851e162c93p-2", "0x1.2afd74f0da2fbp-2", "0x1.45ecbce70d136p-2", "0x1.5e1153d1c2c3dp-2", "0x1.73f190832bc27p-2", "0x1.87f124d9900b6p-2", "0x1.9a5c17635f62ep-2", "0x1.ab6db59aee829p-2", "0x1.bb55262998ef5p-2", "0x1.ca3884befae9cp-2", "0x1.d8370ea25149bp-2", "0x1.e56ab17184325p-2", "0x1.f1e92ee303b03p-2", "0x1.fdc4f63dc9b82p-2", "0x1.0486e490f1fdbp-1", "0x1.09e89d1f067c5p-1"], "i_gold": ["0x1.893756be6899cp-7", "0x1.89362563ff41dp-7", "0x1.8930b9dc3c1cap-7", "0x1.891f672a50871p-7", "0x1.88f2fcfd2bb30p-7", "0x1.889107fd784acp-7", "0x1.87cf58b83c604p-7", "0x1.866ed430485cep-7", "0x1.8415909e0c056p-7", "0x1.804840879b788p-7", "0x1.7a62ee140cb4dp-7", "0x1.7191084642b8dp-7", "0x1.64c4c39f1ac03p-7", "0x1.52adcf82cf0e9p-7", "0x1.39af619f4671dp-7", "0x1.17d598778faf2p-7", "0x1.d5946c45eef93p-8", "0x1.5f91687688e95p-8", "0x1.8e46c7948a86cp-9", "0x1.2ede679e42280p-14", "-0x1.e0c22821a6860p-9"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.9000000000000p+5", "i_l": "0x1.7dd441355475ap-6", "i_0": "0x1.1fd1f64dae35fp-20", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.562ec84d7bdb3p-5", "v_gold": ["-0x1.115df23358a3ep-7", "0x1.ffd65d588478ep-5", "0x1.d1b13996afaf0p-4", "0x1.3b0e8fbb7aad6p-3", "0x1.7eacac2836e9dp-3", "0x1.b81b69a4d3263p-3", "0x1.ea066817e358bp-3", "0x1.0b15a8bb1678dp-2", "0x1.1ede72dd19588p-2", "0x1.30cba8972fe81p-2", "0x1.412efc3dfd57fp-2", "0x1.5046babe107b4p-2", "0x1.5e437cd007f0bp-2", "0x1.6b4be5f65c31bp-2", "0x1.777f30a7aea61p-2", "0x1.82f6f6659500fp-2", "0x1.8dc8767f030c2p-2", "0x1.980585262c7e0p-2", "0x1.a1bd3da5e5822p-2", "0x1.aafc896a79c7ap-2", "0x1.b3ce87d737977p-2"], "i_gold": ["0x1.7dd511a38f968p-6", "0x1.7dc4ae6d114d1p-6", "0x1.7d945a9340db0p-6", "0x1.7d25ef711046fp-6", "0x1.7c4e946d29c9bp-6", "0x1.7ad5645e1213ap-6", "0x1.787235d7f61c5p-6", "0x1.74cc7dc7f4fa3p-6", "0x1.6f7a46cd82e17p-6", "0x1.67ff397a7267ep-6", "0x1.5dcbb2b02942ap-6", "0x1.503be600d0bb7p-6", "0x1.3e970a740dcb6p-6", "0x1.280e9064a9cfbp-6", "0x1.0bbd5f6b8d256p-6", "0x1.d14e36f79a421p-7", "0x1.7b6ee0eff4e6cp-7", "0x1.1382c74ac504ap-7", "0x1.2dfaa9e2a2560p-8", "0x1.8f06496c9e200p-14", "-0x1.56216dd94d094p-8"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.2c00000000000p+6", "i_l": "0x1.1b866e43aa79bp-5", "i_0": "0x1.fe275f8228161p-16", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.70a7ba0d35be2p-5", "v_gold": ["-0x1.9f1f4f20d0a3ep-8", "0x1.84a04a6511e24p-5", "0x1.6196d9998ceebp-4", "0x1.de6e3e51f313bp-4", "0x1.228e48b9a8e14p-3", "0x1.4e29bb12c0fe9p-3", "0x1.7410859bec977p-3", "0x1.95950a2adc94ap-3", "0x1.b3a0313493bcfp-3", "0x1.ced926cf6fdd4p-3", "0x1.e7bbfa8192badp-3", "0x1.fea7479531020p-3", "0x1.09f26cf7f9af7p-2", "0x1.13d7af2d3f341p-2", "0x1.1d1b206cb996fp-2", "0x1.25d030a2f03c7p-2", "0x1.2e0701c06eaf0p-2", "0x1.35cd1d41f66acp-2", "0x1.3d2dfb7fbd6d3p-2", "0x1.44336a34bdf7dp-2", "0x1.4ae5db5575077p-2"], "i_gold": ["0x1.1b8ecdb3619c6p-5", "0x1.1b0f35334812fp-5", "0x1.1a13fc8bd70d0p-5", "0x1.186f71a0f0225p-5", "0x1.15f2331612634p-5", "0x1.126b7a8d50a39p-5", "0x1.0da94f8c549adp-5", "0x1.0778acc51d0acp-5", "0x1.ff4b395ec7816p-6", "0x1.ebf6a07479424p-6", "0x1.d488628feb16ep-6", "0x1.b893e419c6e6ap-6", "0x1.97ab341e3367dp-6", "0x1.715f2298f0c82p-6", "0x1.453f53cf4fc67p-6", "0x1.12da514774c68p-6", "0x1.b37b319380d90p-7", "0x1.32eb53810c0dap-7", "0x1.463844e0ca2d8p-8", "0x1.9174b49d48200p-14", "-0x1.5bd98fe7b0ae0p-8"]}, {"G": "0x1.9000000000000p+7", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-7", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.7228e2adfb852p-7", "0x1.5a888c0d740bdp-4", "0x1.3b4a9a03e5fdfp-3", "0x1.aa9c6b69e97a5p-3", "0x1.0315d07005074p-2", "0x1.29f8211722f39p-2", 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"0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file From 59cf37f35ccac088fa241c128eda36e90db54019 Mon Sep 17 00:00:00 2001 From: thunderfish24 Date: Sat, 3 Mar 2018 21:00:43 -0700 Subject: [PATCH 25/44] Add all features for first gold dataset --- .gitignore | 1 + pvlib/constants.py | 19 + pvlib/data/gold/gold_dataset.json | 7595 ----------------- pvlib/data/gold/gold_dataset.py | 373 - pvlib/data/gold/sdm.json | 1 + pvlib/data/gold/sdm.py | 522 ++ pvlib/data/gold/worst_pvlib_computaitons.json | 193 - pvlib/pvsystem.py | 73 +- pvlib/test/test_constants.py | 23 + pvlib/test/test_pvsystem.py | 24 +- 10 files changed, 661 insertions(+), 8163 deletions(-) create mode 100644 pvlib/constants.py delete mode 100644 pvlib/data/gold/gold_dataset.json delete mode 100644 pvlib/data/gold/gold_dataset.py create mode 100644 pvlib/data/gold/sdm.json create mode 100644 pvlib/data/gold/sdm.py delete mode 100644 pvlib/data/gold/worst_pvlib_computaitons.json create mode 100644 pvlib/test/test_constants.py diff --git a/.gitignore b/.gitignore index f18eba0007..e12b039b0d 100644 --- a/.gitignore +++ b/.gitignore @@ -61,6 +61,7 @@ coverage.xml .idea/ *.sublime-project *.sublime-workspace +.vscode # Rope .ropeproject diff --git a/pvlib/constants.py b/pvlib/constants.py new file mode 100644 index 0000000000..f0dc77eb96 --- /dev/null +++ b/pvlib/constants.py @@ -0,0 +1,19 @@ +import scipy.constants as constants + + +# Some useful physical constants (CODATA: https://physics.nist.gov/cuu/Constants/) + +# elementary charge, 1.6021766208e-19 C +elementary_charge_C = constants.value('elementary charge') + +# Boltzmann constant, 1.38064852e-23 J/K +boltzmann_J_per_K = constants.value('Boltzmann constant') + +# Define the offset from degC to K +degC_to_K_offset = 273.15 + +# Define standard test condition (STC) temperature +T_stc_C = 25. # degC + +# Define standard test condition (STC) temperature +T_stc_K = T_stc_C + degC_to_K_offset # 298.15 K, equivalent to 25 degC diff --git a/pvlib/data/gold/gold_dataset.json b/pvlib/data/gold/gold_dataset.json deleted file mode 100644 index f6ea51f1e3..0000000000 --- a/pvlib/data/gold/gold_dataset.json +++ /dev/null @@ -1,7595 +0,0 @@ -{ - "version": "1.0.0", - "python": "3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) \n[GCC 7.2.0]", - "numpy": "1.14.0", - "scipy": "1.0.0", - "pvlib": "0.5.1+35.gc96795d.dirty", - "timestamp_utc_iso": "2018-02-14T03:09:16.774300", - "units": { - "G": "W/m^2", - "T": "degC", - "i_l": "A", - "i_0": "A", - "r_s": "Ohm", - "g_sh": "S", - "nNsVth": "V", - "v_gold": "V", - 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"-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"] - }] - }] -} \ No newline at end of file diff --git a/pvlib/data/gold/gold_dataset.py b/pvlib/data/gold/gold_dataset.py deleted file mode 100644 index 7a30abf3d7..0000000000 --- a/pvlib/data/gold/gold_dataset.py +++ /dev/null @@ -1,373 +0,0 @@ -import datetime -import json -import sys - -import numpy -from pvlib import pvsystem -import pvlib.version -import scipy -import scipy.constants as constants - -# Some useful physical constants (CODATA: https://physics.nist.gov/cuu/Constants/) - -# elementary charge, 1.6021766208e-19 C -elementary_charge_C = constants.value('elementary charge') - -# Boltzmann constant, 1.38064852e-23 J/K -boltzmann_J_per_K = constants.value('Boltzmann constant') - -# Define standard test condition (STC) temperature -T_STC_K = 298.15 # K, equivalent to 25 degC - -# Approximate largest possible absolute residual value, determined empirically -TOL_CURRENT_SUM_RESIDUAL_GOLD = 1.e-12 - -# Generate I-V curves, each with same number of points, over matrix of (G,T) combinations -G_list = [100., 200., 400., 600., 800., 1000., 1100.] # W/m^2 -T_list = [15., 25., 50., 75.] # degC -NUM_PTS = 21 - - -def generate_gold_dataset(json_filepath=None): - ''' - TODO - Returns the dataset in a python dictionary. - Optionally writes result in lossless interoperable format to a json file. - ''' - - # Load module inside function to avoid a global dependency requirement - # http://pyinterval.readthedocs.io/en/latest/guide.html - # pip install pyinterval, even in conda distro's - from interval import interval, imath - - TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL = interval( - [-TOL_CURRENT_SUM_RESIDUAL_GOLD, TOL_CURRENT_SUM_RESIDUAL_GOLD]) - - CECMOD = pvsystem.retrieve_sam('cecmod') - - # Create a reference-like x-Si cell based on limited parameters in Bishop's 1988 paper Fig. 6 - cell_area = 4. # cm^2 - ideality_factor = 1.5 - - # Copy an existing mono-Si cell and None the entries we don't know or need - mono_Si_cell = CECMOD.SunPower_SPR_E20_327 - mono_Si_cell.name = 'Bishop_ref_cell' - mono_Si_cell.BIPV = 'N' - mono_Si_cell.Date = '6/20/1988' - mono_Si_cell.T_NOCT = None - mono_Si_cell.A_c = None - mono_Si_cell.N_s = 1 - mono_Si_cell.I_sc_ref = cell_area*30.e-3 # Amp - mono_Si_cell.V_oc_ref = None - mono_Si_cell.I_mp_ref = None - mono_Si_cell.V_mp_ref = None - mono_Si_cell.beta_oc = None - mono_Si_cell.a_ref = mono_Si_cell.N_s*ideality_factor * \ - boltzmann_J_per_K*T_STC_K/elementary_charge_C # Volt - mono_Si_cell.I_L_ref = cell_area*30.e-3 # Amp - mono_Si_cell.I_o_ref = cell_area*5500.e-12 # Amp - mono_Si_cell.R_s = cell_area*1.33 # Ohm - mono_Si_cell.R_sh_ref = cell_area*750. # Ohm - mono_Si_cell.Adjust = None - mono_Si_cell.gamma_r = None - mono_Si_cell.Version = None - mono_Si_cell.PTC = None - - # The "base" devices, of which there are ideal, normal, and degraded versions - devices = [mono_Si_cell, CECMOD.SunPower_SPR_E20_327, - CECMOD.First_Solar_FS_495] - - # Initialize the output - gold_dataset = {"version": '1.0.0', - "python": sys.version, - "numpy": numpy.__version__, - "scipy": scipy.__version__, - "pvlib": pvlib.version.__version__, - "timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), - "units": {"G": 'W/m^2', - "T": 'degC', - "i_l": 'A', - "i_0": 'A', - "r_s": 'Ohm', - "g_sh": 'S', - "nNsVth": 'V', - "v_gold": 'V', - "i_gold": 'A'}, - "devices": []} - - # For each ideal, normal, or degraded device, create matrix of I-V curves - for device in devices: - device_dict = {"name": device.name, - "Technology": device.Technology, - "N_s": device.N_s, - "iv_curves": []} - - # Choose bandgap parameters based on device technology - # Add new technologies if/when needed, should match a CEC module database type - # These are NOT saved, but should be versioned - if device.Technology == 'CdTe': - EgRef = 1.475 - dEgdT = -0.0003 - elif device.Technology == 'Mono-c-Si' or device.Technology == 'Multi-c-Si': - EgRef = 1.121 - dEgdT = -0.0002677 - else: - raise ValueError('Unsupported device technology.') - - # Do all "flavor" combinations of ideal device, regular device, and degraded device - r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid( - [0., 1., 5.], [0., 1., 5.]) - - # For all "flavors" of this device, create I-V curves over the (G,T) matrix - for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, g_sh_scale_grid.flat): - for G in G_list: - for T in T_list: - # Compute the model parameters at each irradiance-temperature combo - device_params = pvsystem.calcparams_desoto( - poa_global=G, temp_cell=T, - alpha_isc=device.alpha_sc, module_parameters=device, - EgRef=EgRef, dEgdT=dEgdT) - # More convienent variable names - i_l, i_0, r_s, r_sh, nNsVth = device_params - # Ideal, regular, or degraded series resistance - r_s = r_s_scale*r_s - # Ideal, regular, or degraded shunt conductance - # json spec excludes IEEE 754 inf, so use shunt conductance instead of shunt resistance - g_sh = g_sh_scale/r_sh - # Reverse engineer the diode voltage range - i_sc = pvsystem.i_from_v( - r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value - v_oc = pvsystem.v_from_i( - r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value - # For min diode voltage, go slightly less than Isc, even when r_s==0 - v_d_min = i_sc*r_s - 0.02*v_oc - # For max diode voltage, go slightly greater than Voc - v_d_max = 1.01*v_oc - # More I-V points towards Voc - v_d = v_d_min + \ - (v_d_max - v_d_min) * \ - numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) - # Bishop's method is explicit and vectorized - i_gold = i_l - i_0*numpy.expm1(v_d/nNsVth) - g_sh*v_d - v_gold = v_d - r_s*i_gold - - # Record interoperable hex values for vi_pair in zip(v_gold, i_gold): - device_dict["iv_curves"].append( - { - "G": G.hex(), - "T": T.hex(), - "i_l": i_l.hex(), - "i_0": i_0.hex(), - "r_s": r_s.hex(), - "g_sh": g_sh.hex(), - "nNsVth": nNsVth.hex(), - "v_gold": [v.hex() for v in v_gold.tolist()], - "i_gold": [i.hex() for i in i_gold.tolist()] - } - ) - - # Solve the current sum at diode node residual as a numerically reliable interval - current_sum_residual_interval_list = \ - [interval(i_l) - interval(i_0) * - imath.expm1((interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s))/interval(nNsVth)) - - interval(g_sh)*(interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s)) - - interval(vi_pair[1]) for vi_pair in zip(v_gold, i_gold)] - - # Make sure the computed interval is within the specified tolerance - for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): - if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: - raise ValueError("Residual interval {} not in {}, for (V,I)=({},{})".format( - current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i)) - - # Append this I-V curve to the list for this device - gold_dataset["devices"].append(device_dict) - - # When requested, write dataset in json file, skips empty path strings too - if json_filepath: - with open(json_filepath, 'w') as fp: - json.dump(gold_dataset, fp) - - # Return the dictionary, but note floating point values in hex format - return gold_dataset - - -def gauge_against_gold_dataset(test_func_dict, json_filepath=None): - ''' - TODO - Function returns worst curve for each device for each function in test_func_dict - ''' - - # Initialize output - worst_results = [] - - # Generate gold dataset on the fly if not specified as file - if not json_filepath: - gold_dataset = generate_gold_dataset() - else: - with open(json_filepath, 'r') as fp: - gold_dataset = json.load(fp) - - # Follow SemVer and maintain backwards compatibility whenever possible - version = gold_dataset["version"] - print("{} at version {}".format(json_filepath, version)) - - devices = gold_dataset["devices"] - for device in devices: - # Reset the worst max abs residuals over all I-V curves per device - worst_i_test_current_sum_max_abs_res = 0. - worst_i_test_terminal_max_abs_res = 0. - worst_v_test_current_sum_max_abs_res = 0. - worst_v_test_terminal_max_abs_res = 0. - - # Initialize the worst results for this device - # Note that a caller may choose not to test all the possible functions - # FUTURE This dictionary can be expanded in a backwards compatible manner to support - # additional gold values and residuals for Isc, R@Isc, Ix, Pmp, Ixx, R@Voc, and Voc - device_dict = \ - {"name": device["name"], - "Technology": device["Technology"], - "N_s": device["N_s"]} - if "i_from_v" in test_func_dict: - device_dict["i_from_v"] = {"current_sum": None, "terminal": None} - if "v_from_i" in test_func_dict: - device_dict["v_from_i"] = {"current_sum": None, "terminal": None} - - # Gauge each I-V curve for current sum and terminal residuals - for iv_curve in device["iv_curves"]: - # Load 5 single diode model parameters for each I-V curve - # Floats are saved in lossless, interchangeable hex format - g_sh = float.fromhex(iv_curve["g_sh"]) - # json spec doesn't support IEEE 754 inf, so shunt conductance saved instead - # FUTURE Switch pvlib over to using shunt conductance instead of shunt resistance - if g_sh == 0.: - r_sh = numpy.inf - else: - r_sh = 1./g_sh - r_s = float.fromhex(iv_curve["r_s"]) - nNsVth = float.fromhex(iv_curve["nNsVth"]) - i_0 = float.fromhex(iv_curve["i_0"]) - i_l = float.fromhex(iv_curve["i_l"]) - v_gold = numpy.array([float.fromhex(v) - for v in iv_curve["v_gold"]]) - i_gold = numpy.array([float.fromhex(i) - for i in iv_curve["i_gold"]]) - - # Check if caller wants to test an i_from_v function - if "i_from_v" in test_func_dict: - # Compute test values using provided test function that meets pvlib API - i_test = test_func_dict["i_from_v"]( - r_sh, r_s, nNsVth, v_gold, i_0, i_l) - - # Gauge computed values against gold values for sum of currents residual at diode node - i_test_current_sum_res = i_l - i_0 * \ - numpy.expm1((v_gold + i_test*r_s)/nNsVth) - \ - g_sh*(v_gold + i_test*r_s) - i_test - i_test_current_sum_max_abs_res = numpy.amax( - numpy.abs(i_test_current_sum_res)) - if worst_i_test_current_sum_max_abs_res < i_test_current_sum_max_abs_res: - worst_i_test_current_sum_max_abs_res = i_test_current_sum_max_abs_res - device_dict["i_from_v"]["current_sum"] = \ - { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "i_test": i_test.tolist(), - "residual": i_test_current_sum_res.tolist(), - "max_abs_residual": i_test_current_sum_max_abs_res.tolist() - } - - # Gauge computed values against gold values for difference residual at terminal - i_test_terminal_res = i_test - i_gold - i_test_terminal_max_abs_res = numpy.amax( - numpy.abs(i_test_terminal_res)) - if worst_i_test_terminal_max_abs_res < i_test_terminal_max_abs_res: - worst_i_test_terminal_max_abs_res = i_test_terminal_max_abs_res - device_dict["i_from_v"]["terminal"] = \ - { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "i_test": i_test.tolist(), - "residual": i_test_terminal_res.tolist(), - "max_abs_residual": i_test_terminal_max_abs_res.tolist() - } - - # Check if caller wants to test a v_from_i function - if "v_from_i" in test_func_dict: - # Compute test values using provided test function that meets pvlib API - v_test = test_func_dict["v_from_i"]( - r_sh, r_s, nNsVth, i_gold, i_0, i_l) - - # Gauge computed values against gold values for sum of currents residual at diode node - v_test_current_sum_res = i_l - i_0 * \ - numpy.expm1((v_test + i_gold*r_s)/nNsVth) - \ - g_sh*(v_test + i_gold*r_s) - i_gold - v_test_current_sum_max_abs_res = numpy.amax( - numpy.abs(v_test_current_sum_res)) - if worst_v_test_current_sum_max_abs_res < v_test_current_sum_max_abs_res: - worst_v_test_current_sum_max_abs_res = v_test_current_sum_max_abs_res - device_dict["v_from_i"]["current_sum"] = \ - { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "v_test": v_test.tolist(), - "residual": v_test_current_sum_res.tolist(), - "max_abs_residual": v_test_current_sum_max_abs_res.tolist() - } - - # Gauge computed values against gold values for difference residual at terminal - v_test_terminal_res = v_test - v_gold - v_test_terminal_max_abs_res = numpy.amax( - numpy.abs(v_test_terminal_res)) - if worst_v_test_terminal_max_abs_res < v_test_terminal_max_abs_res: - worst_v_test_terminal_max_abs_res = v_test_terminal_max_abs_res - device_dict["v_from_i"]["terminal"] = \ - { - "G": float.fromhex(iv_curve["G"]), - "T": float.fromhex(iv_curve["T"]), - "i_l": i_l, - "i_0": i_0, - "r_s": r_s, - "r_sh": r_sh, - "nNsVth": nNsVth, - "v_gold": v_gold.tolist(), - "i_gold": i_gold.tolist(), - "v_test": v_test.tolist(), - "residual": v_test_terminal_res.tolist(), - "max_abs_residual": v_test_terminal_max_abs_res.tolist() - } - - # Append the worst results found for this device to the output dict - # For convienent post processing and analysis, floats are NOT in hex format - worst_results.append(device_dict) - - # Unit test consumers should be able to pass/fail based on the worst results returned for each device - return(worst_results) - - -# TODO Determine the final functionality here for command line operation -# TODO What about logging warnings along the way? -if __name__ == '__main__': - - generate_gold_dataset("gold_dataset.json") - print(json.dumps(gauge_against_gold_dataset( - {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="gold_dataset.json"))) diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json new file mode 100644 index 0000000000..ea74f87595 --- /dev/null +++ b/pvlib/data/gold/sdm.json @@ -0,0 +1 @@ +{"timestamp_utc_iso": "2018-03-04T03:56:02.217864", "dataset_version": "1.0.0", "python_version": "3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) \n[GCC 7.2.0]", "numpy_version": "1.14.1", "scipy_version": "1.0.0", "pvlib_version": "0.5.1+36.g8d1ecd9.dirty", "platform_version": "Linux-4.13.0-36-generic-x86_64-with-debian-stretch-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_ref_cell", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", 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"0x1.f2e3c3cd3638fp-1", "0x1.cd604c3e6a234p-1", "0x1.a32f2c45660d0p-1", "0x1.741c1af80e397p-1", "0x1.3ff7c7c723134p-1", "0x1.0696c648e8cc8p-1", "0x1.8fa199a5a94a8p-2", "0x1.070050500c6eep-2", "0x1.cc0a946aba090p-4", "-0x1.64d5cb791bc90p-5", "-0x1.b02fc221b4fe8p-3", "-0x1.8fb210e36447dp-2", "-0x1.29d201c0c7e32p-1", "-0x1.9213196ebc38ep-1"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.e000000000000p+3", "i_l": "0x1.b589efd86a8fep+0", "i_0": "0x1.e9e8723b33a4ap-46", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.6cb66a6fd1676p+1", "v_gold": ["0x1.02e4aab230844p+3", "0x1.f6600b458d034p+3", "0x1.53494c23cf65ap+4", "0x1.9883299667d4ap+4", "0x1.d1d5dddbe3772p+4", "0x1.01a24386b2813p+5", "0x1.17c4535314526p+5", "0x1.2c663c93f707cp+5", "0x1.40861192139b1p+5", "0x1.5528797060ed8p+5", "0x1.6b6d7a20cb0a4p+5", "0x1.84a0e767fc71ap+5", "0x1.a248a20bfdfbdp+5", "0x1.c631c6ae646bcp+5", "0x1.f27d699cd7200p+5", "0x1.14d69cc380dc4p+6", "0x1.37581f2f7c6c5p+6", "0x1.6277ea6a23d5fp+6", "0x1.982e7d49b3756p+6", "0x1.dabefbfe799cbp+6", "0x1.165f1bd7c5a6fp+7"], "i_gold": ["0x1.57a841b536b91p+0", "0x1.4cdda68ccc564p+0", "0x1.45083f1cf08a8p+0", "0x1.3ecf78203a7eep+0", "0x1.39830a3984df8p+0", "0x1.34a9652974796p+0", "0x1.2fd57cc7f87efp+0", "0x1.2a916b9beb116p+0", "0x1.2450799f7e6b3p+0", "0x1.1c6401e726896p+0", "0x1.11f1704e9daecp+0", "0x1.03e88f662116dp+0", "0x1.e1f38ee4b638cp-1", "0x1.af183cc2d2d94p-1", "0x1.6b65bebfcf5abp-1", "0x1.1245b8d5ded46p-1", "0x1.3c9d0a1d90a0ep-2", "0x1.257f32ec57ae0p-6", "-0x1.68f16e4065e2cp-2", "-0x1.a312056cf4b31p-1", "-0x1.66240131535bfp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+4", "i_l": "0x1.b8240b780346fp+0", "i_0": "0x1.293cd1bde90c7p-42", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.795e9e1b089a0p+1", "v_gold": ["0x1.079f361cc9cfcp+3", "0x1.e16384b20809cp+3", "0x1.3fa1eb0bf26cep+4", "0x1.7df46454371ecp+4", "0x1.b21098b667b22p+4", "0x1.dfc378f73f040p+4", "0x1.04dd47d114da5p+5", "0x1.191315e4ae1aep+5", "0x1.2d854aecc7017p+5", "0x1.433715bbd3752p+5", "0x1.5b3b42e25d514p+5", "0x1.76be5c0e2964dp+5", "0x1.970e4821f44dcp+5", "0x1.bda070c96d645p+5", "0x1.ec16fd7f4cfc6p+5", "0x1.1222bbb78e22ap+6", "0x1.341a84470ea75p+6", "0x1.5d143ab5670b9p+6", "0x1.8e4ff302a4141p+6", "0x1.c92e4594f3bcbp+6", "0x1.07990a5d7e09cp+7"], "i_gold": ["0x1.598e2ba67e22bp+0", "0x1.4fe18d1e17be0p+0", "0x1.48ca71a8008dfp+0", "0x1.43058fa25a49bp+0", "0x1.3de068d353a54p+0", "0x1.38d48ce5a98d5p+0", "0x1.336353e36e015p+0", "0x1.2d04d765660d1p+0", "0x1.251e1e4015839p+0", "0x1.1afa69bc9ed07p+0", "0x1.0dc6085e28396p+0", "0x1.f913ee03c287ap-1", "0x1.cc4fee81c359dp-1", "0x1.92add90cec3afp-1", "0x1.493ecc1af1ce6p-1", "0x1.d9611af2cd48cp-2", "0x1.e51c0df331224p-3", "-0x1.52a33e4b2ca60p-5", "-0x1.868c2b2bc6b9cp-2", "-0x1.962c7a94a4c58p-1", "-0x1.49c025aad0e3cp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+5", "i_l": "0x1.bea550870110bp+0", "i_0": "0x1.756d9dc466088p-35", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.99031f4712989p+1", "v_gold": ["0x1.1242bec051c10p+3", "0x1.aedc2730d0ef4p+3", "0x1.123666bf64cdcp+4", "0x1.435f8afc8a5f0p+4", "0x1.6fe075048d8c2p+4", "0x1.9ac6742b9c0b6p+4", "0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py new file mode 100644 index 0000000000..570a611efa --- /dev/null +++ b/pvlib/data/gold/sdm.py @@ -0,0 +1,522 @@ +import copy +import datetime +import json +import platform +import sys +from timeit import default_timer as timer + +import numpy +import scipy + +from pvlib import constants, pvsystem +import pvlib.version + +# TODO Move globals and functions into pvsystem module + + +def sdm_make_gold_dataset(json_filepath=None): + ''' + TODO + Returns the dataset in a python dictionary. + Optionally writes result in lossless interoperable format to a json file. + Follow SemVer and maintain backwards compatibility for dataset whenever possible + ''' + + # Load module inside function to avoid a global dependency requirement + # http://pyinterval.readthedocs.io/en/latest/guide.html + # Use `pip install pyinterval`, even in conda distro's + from interval import interval, imath + + # Approximate largest possible absolute residual value, determined empirically + TOL_CURRENT_SUM_RESIDUAL_GOLD = 1.e-12 + + TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL = interval( + [-TOL_CURRENT_SUM_RESIDUAL_GOLD, TOL_CURRENT_SUM_RESIDUAL_GOLD]) + + # Generate I-V curves, each with same number of points, over matrix of (G,T) combinations + G_list = [100., 200., 400., 600., 800., 1000., 1100.] # W/m^2 + T_list = [15., 25., 50., 75.] # degC + NUM_PTS = 21 + + CECMOD = pvsystem.retrieve_sam('cecmod') + + # Create a reference-like x-Si cell based on limited parameters in Bishop's 1988 paper Fig. 6 + cell_area = 4. # cm^2 + ideality_factor = 1.5 + + # TODO Add mini-module and large cell devices + + # Copy an existing mono-Si cell and None the entries we don't know or need + mono_Si_cell = copy.deepcopy(CECMOD.SunPower_SPR_E20_327) + mono_Si_cell.name = 'Bishop_ref_cell' + mono_Si_cell.BIPV = 'N' + mono_Si_cell.Date = '6/20/1988' + mono_Si_cell.T_NOCT = None + mono_Si_cell.A_c = None + mono_Si_cell.N_s = 1 + mono_Si_cell.I_sc_ref = cell_area*30.e-3 # Amp + mono_Si_cell.V_oc_ref = None + mono_Si_cell.I_mp_ref = None + mono_Si_cell.V_mp_ref = None + mono_Si_cell.beta_oc = None + mono_Si_cell.a_ref = mono_Si_cell.N_s*ideality_factor * \ + constants.boltzmann_J_per_K*constants.T_stc_K / \ + constants.elementary_charge_C # Volt + mono_Si_cell.I_L_ref = cell_area*30.e-3 # Amp + mono_Si_cell.I_o_ref = cell_area*5500.e-12 # Amp + mono_Si_cell.R_s = cell_area*1.33 # Ohm + mono_Si_cell.R_sh_ref = cell_area*750. # Ohm + mono_Si_cell.Adjust = None + mono_Si_cell.gamma_r = None + mono_Si_cell.Version = None + mono_Si_cell.PTC = None + + # The "base" devices, of which there are ideal, normal, and degraded versions + devices = [mono_Si_cell, CECMOD.SunPower_SPR_E20_327, + CECMOD.First_Solar_FS_495] + + # Initialize the output + gold_dataset = {"timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), + "dataset_version": '1.0.0', # dataset follows SemVer + "python_version": sys.version, + "numpy_version": numpy.__version__, + "scipy_version": scipy.__version__, + "pvlib_version": pvlib.version.__version__, + "platform_version": platform.platform(), + "residual_interval_tolerance": TOL_CURRENT_SUM_RESIDUAL_GOLD, + "units": {"G": 'W/m^2', + "T": 'degC', + "i_l": 'A', + "i_0": 'A', + "r_s": 'Ohm', + "g_sh": 'S', + "nNsVth": 'V', + "v_gold": 'V', + "i_gold": 'A'}, + "devices": []} + + # For each ideal, normal, or degraded device, create matrix of I-V curves + for device in devices: + device_dict = {"name": device.name, + "Technology": device.Technology, + "N_s": device.N_s, + "iv_curves": []} + + # Choose bandgap parameters based on device technology + # Add new technologies if/when needed, should match a CEC module database type + # These are NOT saved, but are versioned with the dataset version + if device.Technology == 'Mono-c-Si' or device.Technology == 'Multi-c-Si': + EgRef = 1.121 + dEgdT = -0.0002677 + elif device.Technology == 'CdTe': + EgRef = 1.475 + dEgdT = -0.0003 + else: + raise ValueError('Unsupported device technology.') + + # Do all "flavor" combinations of ideal device, regular device, and degraded device + r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid( + [0., 1., 5.], [0., 1., 5.]) + + # For all "flavors" of this device, create I-V curves over the (G,T) matrix + for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, g_sh_scale_grid.flat): + for G in G_list: + for T in T_list: + # Compute the model parameters at each irradiance-temperature combo + device_params = pvsystem.calcparams_desoto( + poa_global=G, temp_cell=T, + alpha_isc=device.alpha_sc, module_parameters=device, + EgRef=EgRef, dEgdT=dEgdT) + # More convienent variable names + i_l, i_0, r_s, r_sh, nNsVth = device_params + # Ideal, regular, or degraded series resistance + r_s = r_s_scale*r_s + # Ideal, regular, or degraded shunt conductance + # json spec excludes IEEE 754 inf, so use shunt conductance instead of shunt resistance + g_sh = g_sh_scale/r_sh + # Reverse engineer the diode voltage range + i_sc = pvsystem.i_from_v( + r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value + v_oc = pvsystem.v_from_i( + r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value + # For min diode voltage, go slightly less than Isc, even when r_s==0 + v_d_min = i_sc*r_s - 0.02*v_oc + # For max diode voltage, go slightly greater than Voc + v_d_max = 1.01*v_oc + # More I-V points towards Voc + v_d = v_d_min + \ + (v_d_max - v_d_min) * \ + numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) + # Bishop's method is explicit and inherently vectorized + i_gold = i_l - i_0*numpy.expm1(v_d/nNsVth) - g_sh*v_d + v_gold = v_d - r_s*i_gold + + # Record interoperable hex values for vi_pair in zip(v_gold, i_gold): + device_dict["iv_curves"].append( + { + "G": G.hex(), + "T": T.hex(), + "i_l": i_l.hex(), + "i_0": i_0.hex(), + "r_s": r_s.hex(), + "g_sh": g_sh.hex(), + "nNsVth": nNsVth.hex(), + "v_gold": [v.hex() for v in v_gold.tolist()], + "i_gold": [i.hex() for i in i_gold.tolist()] + } + ) + + # Solve the current sum at diode node residual as a numerically reliable interval + current_sum_residual_interval_list = \ + [interval(i_l) - interval(i_0) * + imath.expm1((interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s))/interval(nNsVth)) - + interval(g_sh)*(interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s)) - + interval(vi_pair[1]) for vi_pair in zip(v_gold, i_gold)] + + # Make sure the computed interval is within the specified tolerance + for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): + if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: + raise ValueError("Residual interval {} not in {}, for (V,I)=({},{})".format( + current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i)) + + # Append this I-V curve to the list for this device + gold_dataset["devices"].append(device_dict) + + # When requested, write dataset in json file, skips empty path strings too + if json_filepath: + with open(json_filepath, 'w') as fp: + json.dump(gold_dataset, fp) + + # TODO Read values back in and check for lossiness + + # Return the dictionary, with floating point values in hex format + return gold_dataset + + +def sdm_load_gold_dataset(json_filepath=None): + ''' + TODO + ''' + + # If not specified as file, then generate gold dataset on the fly + # Empty path strings also trigger generation + if not json_filepath: + return sdm_make_gold_dataset() + else: + with open(json_filepath, 'r') as fp: + return json.load(fp) + + +def convert_gold_dataset(gold_dataset): + ''' + TODO + From a gold_dataset in the lossless, interoperable format, create copy in + numpy format for current architecture that is friendly to the pvlib API. + ''' + + # Return a new dict instead of clobbering existing (uses more memory) + gold_dataset_converted = copy.deepcopy(gold_dataset) + + # Convert the relevant header items + gold_dataset_converted["units"]["r_sh"] = "Ohm" + del gold_dataset_converted["units"]["g_sh"] + + # Convert the values + for device in gold_dataset_converted["devices"]: + for iv_curve in device["iv_curves"]: + # Load G, T, and 5 single diode model parameters for each I-V curve + # Floats are converted from lossless, interchangeable hex format + + iv_curve["G"] = float.fromhex(iv_curve["G"]) + iv_curve["T"] = float.fromhex(iv_curve["T"]) + + # json spec doesn't support IEEE 754 inf, so shunt conductance saved instead + # FUTURE Switch pvlib over to using shunt conductance instead of shunt resistance + g_sh = float.fromhex(iv_curve["g_sh"]) + if g_sh == 0.: + iv_curve["r_sh"] = numpy.inf + else: + iv_curve["r_sh"] = 1./g_sh + del iv_curve["g_sh"] + + iv_curve["r_s"] = float.fromhex(iv_curve["r_s"]) + iv_curve["nNsVth"] = float.fromhex(iv_curve["nNsVth"]) + iv_curve["i_0"] = float.fromhex(iv_curve["i_0"]) + iv_curve["i_l"] = float.fromhex(iv_curve["i_l"]) + iv_curve["v_gold"] = numpy.array([float.fromhex(v) + for v in iv_curve["v_gold"]]) + iv_curve["i_gold"] = numpy.array([float.fromhex(i) + for i in iv_curve["i_gold"]]) + + return gold_dataset_converted + + +def sdm_load_gold_dataset_converted(json_filepath=None): + ''' + TODO + ''' + + # If not specified as file, then generate gold dataset on the fly + # Empty path strings also trigger generation + return convert_gold_dataset(sdm_load_gold_dataset(json_filepath=json_filepath)) + + +def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): + ''' + TODO + Function returns worst curve for each device for each function in test_func_dict + Timing statistics for each gauged function in output + ''' + + # Load gold dataset (converted) + gold_dataset = sdm_load_gold_dataset_converted(json_filepath=json_filepath) + + # Follow SemVer and maintain backwards dataset compatibility whenever possible + print("{} at version {}".format(json_filepath, gold_dataset["dataset_version"])) + + # Initialize output + worst_results = [] + + for device in gold_dataset["devices"]: + # Reset the worst max abs residuals over all I-V curves per device + worst_i_test_current_sum_max_abs_res = 0. + worst_i_test_terminal_max_abs_res = 0. + worst_v_test_current_sum_max_abs_res = 0. + worst_v_test_terminal_max_abs_res = 0. + + # Initialize the worst results for this device + # Note that a caller may choose not to test all the possible functions + # FUTURE This dictionary can be expanded in a backwards compatible manner to support + # additional gold values and residuals for Isc, R@Isc, Ix, Pmp, Ixx, R@Voc, and Voc + device_dict = \ + {"name": device["name"], + "Technology": device["Technology"], + "N_s": device["N_s"]} + if "i_from_v" in test_func_dict: + device_dict["i_from_v"] = {"current_sum": None, "terminal": None, "performance": {"time_s": {"data": [], "min": None, "med": None, "max": None}}} + if "v_from_i" in test_func_dict: + device_dict["v_from_i"] = {"current_sum": None, "terminal": None, "performance": {"time_s": {"data": [], "min": None, "med": None, "max": None}}} + + # Gauge each I-V curve for current sum and terminal residuals + for iv_curve in device["iv_curves"]: + # Check if caller wants to test an i_from_v function + if "i_from_v" in test_func_dict: + # Compute test values using provided test function that meets pvlib API + start = timer() + i_test = test_func_dict["i_from_v"]( + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["v_gold"], + iv_curve["i_0"], + iv_curve["i_l"]) + device_dict["i_from_v"]["performance"]["time_s"]["data"].append(timer() - start) + + # Gauge computed values against gold values for sum of currents residual at diode node + i_test_current_sum_res = pvsystem.sdm_sum_current( + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + i_test, + iv_curve["v_gold"], + iv_curve["i_0"], + iv_curve["i_l"]) + i_test_current_sum_max_abs_res = numpy.amax( + numpy.abs(i_test_current_sum_res)) + if worst_i_test_current_sum_max_abs_res < i_test_current_sum_max_abs_res: + worst_i_test_current_sum_max_abs_res = i_test_current_sum_max_abs_res + device_dict["i_from_v"]["current_sum"] = \ + { + "G": iv_curve["G"], + "T": iv_curve["T"], + "i_l": iv_curve["i_l"], + "i_0": iv_curve["i_0"], + "r_s": iv_curve["r_s"], + "r_sh": iv_curve["r_sh"], + "nNsVth": iv_curve["nNsVth"], + "v_gold": iv_curve["v_gold"].tolist(), + "i_gold": iv_curve["i_gold"].tolist(), + "i_test": i_test.tolist(), + "residual": i_test_current_sum_res.tolist(), + "max_abs_residual": i_test_current_sum_max_abs_res.tolist() + } + + # Gauge computed values against gold values for difference residual at terminal + i_test_terminal_res = i_test - iv_curve["i_gold"] + i_test_terminal_max_abs_res = numpy.amax( + numpy.abs(i_test_terminal_res)) + if worst_i_test_terminal_max_abs_res < i_test_terminal_max_abs_res: + worst_i_test_terminal_max_abs_res = i_test_terminal_max_abs_res + device_dict["i_from_v"]["terminal"] = \ + { + "G": iv_curve["G"], + "T": iv_curve["T"], + "i_l": iv_curve["i_l"], + "i_0": iv_curve["i_0"], + "r_s": iv_curve["r_s"], + "r_sh": iv_curve["r_sh"], + "nNsVth": iv_curve["nNsVth"], + "v_gold": iv_curve["v_gold"].tolist(), + "i_gold": iv_curve["i_gold"].tolist(), + "i_test": i_test.tolist(), + "residual": i_test_terminal_res.tolist(), + "max_abs_residual": i_test_terminal_max_abs_res.tolist() + } + + # Check if caller wants to test a v_from_i function + if "v_from_i" in test_func_dict: + # Compute test values using provided test function that meets pvlib API + start = timer() + v_test = test_func_dict["v_from_i"]( + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["i_gold"], + iv_curve["i_0"], + iv_curve["i_l"]) + device_dict["v_from_i"]["performance"]["time_s"]["data"].append(timer() - start) + + # Gauge computed values against gold values for sum of currents residual at diode node + v_test_current_sum_res = pvsystem.sdm_sum_current( + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["i_gold"], + v_test, + iv_curve["i_0"], + iv_curve["i_l"]) + v_test_current_sum_max_abs_res = numpy.amax( + numpy.abs(v_test_current_sum_res)) + if worst_v_test_current_sum_max_abs_res < v_test_current_sum_max_abs_res: + worst_v_test_current_sum_max_abs_res = v_test_current_sum_max_abs_res + device_dict["v_from_i"]["current_sum"] = \ + { + "G": iv_curve["G"], + "T": iv_curve["T"], + "i_l": iv_curve["i_l"], + "i_0": iv_curve["i_0"], + "r_s": iv_curve["r_s"], + "r_sh": iv_curve["r_sh"], + "nNsVth": iv_curve["nNsVth"], + "v_gold": iv_curve["v_gold"].tolist(), + "i_gold": iv_curve["i_gold"].tolist(), + "v_test": v_test.tolist(), + "residual": v_test_current_sum_res.tolist(), + "max_abs_residual": v_test_current_sum_max_abs_res.tolist() + } + + # Gauge computed values against gold values for difference residual at terminal + v_test_terminal_res = v_test - iv_curve["v_gold"] + v_test_terminal_max_abs_res = numpy.amax( + numpy.abs(v_test_terminal_res)) + if worst_v_test_terminal_max_abs_res < v_test_terminal_max_abs_res: + worst_v_test_terminal_max_abs_res = v_test_terminal_max_abs_res + device_dict["v_from_i"]["terminal"] = \ + { + "G": iv_curve["G"], + "T": iv_curve["T"], + "i_l": iv_curve["i_l"], + "i_0": iv_curve["i_0"], + "r_s": iv_curve["r_s"], + "r_sh": iv_curve["r_sh"], + "nNsVth": iv_curve["nNsVth"], + "v_gold": iv_curve["v_gold"].tolist(), + "i_gold": iv_curve["i_gold"].tolist(), + "v_test": v_test.tolist(), + "residual": v_test_terminal_res.tolist(), + "max_abs_residual": v_test_terminal_max_abs_res.tolist() + } + + # Compute summary performance statistics + if "i_from_v" in test_func_dict: + device_dict["i_from_v"]["performance"]["time_s"]["min"] = \ + min(device_dict["i_from_v"]["performance"]["time_s"]["data"]) + device_dict["i_from_v"]["performance"]["time_s"]["med"] = \ + numpy.median(device_dict["i_from_v"]["performance"]["time_s"]["data"]) + device_dict["i_from_v"]["performance"]["time_s"]["max"] = \ + max(device_dict["i_from_v"]["performance"]["time_s"]["data"]) + device_dict["i_from_v"]["performance"]["time_s"]["avg"] = \ + numpy.average(device_dict["i_from_v"]["performance"]["time_s"]["data"]) + device_dict["i_from_v"]["performance"]["time_s"]["std"] = \ + numpy.std(device_dict["i_from_v"]["performance"]["time_s"]["data"], ddof=1) + + if "v_from_i" in test_func_dict: + device_dict["v_from_i"]["performance"]["time_s"]["min"] = \ + min(device_dict["v_from_i"]["performance"]["time_s"]["data"]) + device_dict["v_from_i"]["performance"]["time_s"]["med"] = \ + numpy.median(device_dict["v_from_i"]["performance"]["time_s"]["data"]) + device_dict["v_from_i"]["performance"]["time_s"]["max"] = \ + max(device_dict["v_from_i"]["performance"]["time_s"]["data"]) + device_dict["v_from_i"]["performance"]["time_s"]["avg"] = \ + numpy.average(device_dict["v_from_i"]["performance"]["time_s"]["data"]) + device_dict["v_from_i"]["performance"]["time_s"]["std"] = \ + numpy.std(device_dict["v_from_i"]["performance"]["time_s"]["data"], ddof=1) + + # Append the worst results found for this device to the output dict + # For convienent post processing and analysis, floats are NOT in hex format + worst_results.append(device_dict) + + # Unit test consumers should be able to pass/fail based on the worst results returned for each device + return(worst_results) + + +def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): + ''' + TODO + Returns the dataset as a human-readale, comma-separated-value (csv) string. + Optionally writes result in lossy csv file. + ''' + + # Load gold dataset (converted) + gold_dataset = sdm_load_gold_dataset_converted(json_filepath=json_filepath) + + num_pts = len(gold_dataset["devices"][0]["iv_curves"][0]["v_gold"]) + + # Initialize output + gold_dataset_csv = gold_dataset["timestamp_utc_iso"] + ", " + gold_dataset["dataset_version"] + "\n\n" + gold_dataset_csv = gold_dataset_csv + "G (W/m^2), T (degC)" + "\n" + gold_dataset_csv = gold_dataset_csv + "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join(["v_gold_" + str(idx) + " (V)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join(["i_gold_" + str(idx) + " (A)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + "\n\n" + + for device in gold_dataset["devices"]: + for iv_curve in device["iv_curves"]: + # Load G, T, and 5 single diode model parameters for each I-V curve + # Floats are converted from lossless, interchangeable hex format + gold_dataset_csv = gold_dataset_csv + ", ".join(map(str, + [ + iv_curve["G"], + iv_curve["T"] + ])) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join(map(str, + [ + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["i_0"], + iv_curve["i_l"] + ])) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + map(str, iv_curve["v_gold"].tolist())) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + map(str, iv_curve["i_gold"].tolist())) + "\n" + + # When requested, write dataset in csv file, skips empty path strings too + if csv_filepath: + with open(csv_filepath, 'w') as fp: + fp.write(gold_dataset_csv) + + return gold_dataset_csv + + +# TODO This module will be pulled into pvsystem.py and this removed +if __name__ == '__main__': + + import pprint + + sdm_make_gold_dataset("sdm.json") + pprint.pprint(sdm_gauge_gold_dataset( + {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="sdm.json")) + + sdm_pretty_print_gold_dataset(json_filepath="sdm.json", csv_filepath="sdm.csv") \ No newline at end of file diff --git a/pvlib/data/gold/worst_pvlib_computaitons.json b/pvlib/data/gold/worst_pvlib_computaitons.json deleted file mode 100644 index 407bb86eda..0000000000 --- a/pvlib/data/gold/worst_pvlib_computaitons.json +++ /dev/null @@ -1,193 +0,0 @@ -[{ - "name": "Bishop_ref_cell", - "Technology": "Mono-c-Si", - "N_s": 1, - "i_from_v": { - "current_sum": { - "G": 1000.0, - "T": 75.0, - "i_l": 0.34609999999999996, - "i_0": 3.0407536094957474e-05, - "r_s": 26.6, - "r_sh": Infinity, - "nNsVth": 0.04500185335353259, - "v_gold": [-1.5089440039918927, -1.1032699896018565, -0.7960826132220626, -0.5468527286276292, -0.3361162030859558, -0.1529423682914136, 0.009451536813227968, 0.1555783946319222, 0.2886000367572715, 0.4108218614392964, 0.5239790581185568, 0.6294119193683566, 0.7281782611349393, 0.8211282972540166, 0.9089561213900996, 0.992236079357277, 1.0714490760167272, 1.1470019953384938, 1.2192422969390602, 1.288469163776995, 1.3549421382270659], - "i_gold": [0.0721330499225567, 0.05697325365344513, 0.045490738268200104, 0.036172832511647435, 0.028292879186989417, 0.021442719744583227, 0.015369040522771882, 0.00990327777849409, 0.00492731831036286, 0.00035503323230140493, -0.003878409236460545, -0.007823090311245784, -0.011518539033739894, -0.014996528720618463, -0.01828299987350146, -0.021399418816702875, -0.024363760414717495, -0.027191233566722706, -0.029894826532529506, -0.03248572343041983, -0.03497362691119921], - "i_test": [0.07213304992255665, 0.05697325365344513, 0.045490738268200104, 0.03617283251164738, 0.028292879186989417, 0.021442719744583116, 0.015369040522771826, 0.009903277778494035, 0.004927318310362805, 0.0003550332323012939, -0.003878409236460656, -0.00782309031124584, -0.011518539033739894, -0.014996528720618518, -0.018282999873501515, -0.021399418816702875, -0.024363760414717495, -0.02719123356672276, -0.029894826532529506, -0.03248572343041983, -0.03497362691119926], - "residual": [8.826273045769994e-15, 0.0, 0.0, 9.992007221626409e-15, 0.0, 2.0872192862952943e-14, 1.0658141036401503e-14, 1.0880185641326534e-14, 1.0935696792557792e-14, 2.2815083156046967e-14, 2.3148150063434514e-14, 1.1379786002407855e-14, 0.0, 1.2212453270876722e-14, 1.2378986724570495e-14, 0.0, 5.551115123125783e-16, 1.199040866595169e-14, -7.216449660063518e-16, -7.216449660063518e-16, 1.3600232051658168e-14], - "max_abs_residual": 2.3148150063434514e-14 - }, - "terminal": { - "G": 1100.0, - "T": 75.0, - "i_l": 0.38071, - "i_0": 3.0407536094957474e-05, - "r_s": 5.32, - "r_sh": Infinity, - "nNsVth": 0.04500185335353259, - "v_gold": [-0.2862349706642596, -0.16501394774169376, -0.07096388773159051, 0.006751639105005369, 0.07343886021077428, 0.13212298794534888, 0.1847047299790537, 0.23246218834751264, 0.2762991532873451, 0.31688004472385467, 0.3547086582705502, 0.39017676033241677, 0.4235954625342937, 0.4552162479857097, 0.48524551139227873, 0.5138548863931274, 0.5411887520407054, 0.5673697999327987, 0.5925032368914325, 0.6166800078985031, 0.6399793026615911], - "i_gold": [0.1300797193830317, 0.10800768510517172, 0.09084532768216752, 0.0766417656024439, 0.06443936983369158, 0.05369118682117602, 0.04405308373682687, 0.03529338396443271, 0.027248099552826754, 0.0197965724828173, 0.012847245652866268, 0.006328874281743335, 0.00018484733085000205, -0.005630620761174654, -0.011155125227200913, -0.016419943696101058, -0.0214513981060917, -0.02627186524759989, -0.03090053997367187, -0.03535402073282207, -0.03964676513218224], - "i_test": [0.13007971938303164, 0.10800768510517172, 0.09084532768216752, 0.0766417656024439, 0.06443936983369164, 0.05369118682117596, 0.04405308373682687, 0.035293383964432656, 0.027248099552826643, 0.0197965724828173, 0.012847245652866268, 0.00632887428174328, 0.00018484733085000205, -0.0056306207611747094, -0.011155125227200913, -0.016419943696101058, -0.0214513981060917, -0.026271865247599835, -0.03090053997367187, -0.03535402073282201, -0.03964676513218229], - "residual": [-5.551115123125783e-17, 0.0, 0.0, 0.0, 5.551115123125783e-17, -5.551115123125783e-17, 0.0, -5.551115123125783e-17, -1.1102230246251565e-16, 0.0, 0.0, -5.551115123125783e-17, 0.0, -5.551115123125783e-17, 0.0, 0.0, 0.0, 5.551115123125783e-17, 0.0, 5.551115123125783e-17, -5.551115123125783e-17], - "max_abs_residual": 1.1102230246251565e-16 - } - }, - "v_from_i": { - "current_sum": { - "G": 200.0, - "T": 50.0, - "i_l": 0.04661, - "i_0": 1.072213666670876e-06, - "r_s": 5.32, - "r_sh": 3000.0, - "nNsVth": 0.04177035447707613, - "v_gold": [-0.008983183397948624, 0.028487135828642096, 0.057230737980813406, 0.08156525424438935, 0.10351080049220163, 0.12418597523443886, 0.14428116022719575, 0.16425640667690972, 0.18443643025668055, 0.20506096546862923, 0.2263135377900583, 0.2483389037053799, 0.2712541391388362, 0.2951559737626562, 0.3201258064136182, 0.3462332337899417, 0.3735385950441972, 0.4020948466829859, 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- } - } -}] \ No newline at end of file diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 40ef7c2f0e..d2a6df81a9 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -565,6 +565,7 @@ class LocalizedPVSystem(PVSystem, Location): See the :py:class:`PVSystem` class for an object model that describes an unlocalized PV system. """ + def __init__(self, pvsystem=None, location=None, **kwargs): # get and combine attributes from the pvsystem and/or location @@ -1814,6 +1815,76 @@ def _pwr_optfcn(df, loc): return I * df[loc] +def sdm_sum_current(resistance_shunt, resistance_series, nNsVth, current, + voltage, saturation_current, photocurrent): + ''' + Computes sum of currents at the diode node of the single diode model. + + Uses the single diode model (SDM) as described in, e.g., De Soto et al. + 2006 [1]. + The sum of currents equaling zero is the fundamental invariant of the SDM. + Ideal device parameters are specified by resistance_shunt=np.inf and + resistance_series=0. + In addition to np.ndarray, inputs to this function can include any + broadcast-compatible combination of scalar, pandas.Series, and + pandas.DataFrame, but it is the caller's responsibility to ensure that + the arguments all have type float64 and are within the proper ranges. + + Parameters + ---------- + resistance_shunt : numeric + Shunt resistance in ohms under desired IV curve conditions. + Often abbreviated ``Rsh``. + 0 < resistance_shunt <= numpy.inf + + resistance_series : numeric + Series resistance in ohms under desired IV curve conditions. + Often abbreviated ``Rs``. + 0 <= resistance_series < numpy.inf + + nNsVth : numeric + The product of three components. 1) The usual diode ideal factor + (n), 2) the number of cells in series (Ns), and 3) the cell + thermal voltage under the desired IV curve conditions (Vth). The + thermal voltage of the cell (in volts) may be calculated as + ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), + temp_cell is the temperature of the p-n junction in Kelvin, and + q is the charge of an electron (coulombs). + 0 < nNsVth + + current : numeric + The current in amperes under desired IV curve conditions. + + voltage : numeric + The voltage in volts under desired IV curve conditions. + + saturation_current : numeric + Diode saturation current in amperes under desired IV curve + conditions. Often abbreviated ``I_0``. + 0 < saturation_current + + photocurrent : numeric + Light-generated current (photocurrent) in amperes under desired + IV curve conditions. Often abbreviated ``I_L``. + 0 <= photocurrent + + Returns + ------- + current_sum : numeric + + References + ---------- + [1] W. De Soto et al., "Improvement and validation of a model for + photovoltaic array performance", Solar Energy, vol 80, pp. 78-88, 2006. + ''' + + # Compute voltage at diode node first + voltage_diode = voltage + resistance_series*current + return photocurrent - saturation_current * \ + np.expm1(voltage_diode/nNsVth) - voltage_diode/resistance_shunt - \ + current + + def v_from_i(resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent): ''' @@ -1990,7 +2061,7 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, 0 < nNsVth voltage : numeric - The voltage in Volts under desired IV curve conditions. + The voltage in volts under desired IV curve conditions. saturation_current : numeric Diode saturation current in amperes under desired IV curve diff --git a/pvlib/test/test_constants.py b/pvlib/test/test_constants.py new file mode 100644 index 0000000000..8f651e355e --- /dev/null +++ b/pvlib/test/test_constants.py @@ -0,0 +1,23 @@ +from pvlib import constants + + +def test_elementary_charge(): + # This would catch when the value provided by scipy changes + assert constants.elementary_charge_C == 1.6021766208e-19 + + +def test_boltzmann(): + # This would catch when the value provided by scipy changes + assert constants.boltzmann_J_per_K == 1.38064852e-23 + + +def test_degC_to_K_offset(): + assert constants.degC_to_K_offset == 273.15 + + +def test_T_stc_C(): + assert constants.T_stc_C == 25. + + +def test_T_stc_K(): + assert constants.T_stc_K == 298.15 diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 7d8dbf8b32..b920ac8b71 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -11,6 +11,7 @@ from pandas.util.testing import assert_series_equal, assert_frame_equal from numpy.testing import assert_allclose +import pvlib.data.gold.sdm as sdm from pvlib import tmy from pvlib import pvsystem from pvlib import clearsky @@ -359,6 +360,27 @@ def test_PVSystem_calcparams_desoto(cec_module_params): assert_allclose(nNsVth, 0.473) +def test_sdm_sum_current(): + + gold_dataset = sdm.sdm_load_gold_dataset_converted( + json_filepath=(os.path.join(os.path.dirname( + inspect.getfile(pvsystem)), "data", "gold", "sdm.json"))) + + for device in gold_dataset["devices"]: + for iv_curve in device["iv_curves"]: + current_sum_res = pvsystem.sdm_sum_current( + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["i_gold"], + iv_curve["v_gold"], + iv_curve["i_0"], + iv_curve["i_l"]) + print(current_sum_res) + # atol typically smaller that the interval tolerance for gold dataset + assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) + + @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh': 20., @@ -397,7 +419,7 @@ def test_PVSystem_calcparams_desoto(cec_module_params): 'I0': np.array([6.e-7, 6.e-7]), 'IL': np.array([7., 7.]), 'V_expected': np.array([0.5*(np.log(7. + 6.e-7) - np.log(6.e-7)), - 7.5049875193450521]) + 7.5049875193450521]) }, { # Can handle mixed inputs with a rank-2 array with infinite shunt # resistance, Rsh=inf gives V=Voc=nNsVth*(np.log(IL + I0) - np.log(I0) From 0dbf951f1867bd75684ddc2fa04f8733c2d136fc Mon Sep 17 00:00:00 2001 From: thunderfish24 Date: Tue, 3 Apr 2018 21:07:29 -0600 Subject: [PATCH 26/44] Add remaining devices for SDM gold data --- pvlib/data/gold/sdm.json | 2 +- pvlib/data/gold/sdm.py | 248 +++++++++++++++++++++++++-------------- 2 files changed, 163 insertions(+), 87 deletions(-) diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json index ea74f87595..66e5dec060 100644 --- a/pvlib/data/gold/sdm.json +++ b/pvlib/data/gold/sdm.json @@ -1 +1 @@ -{"timestamp_utc_iso": "2018-03-04T03:56:02.217864", "dataset_version": "1.0.0", "python_version": "3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) \n[GCC 7.2.0]", "numpy_version": "1.14.1", "scipy_version": "1.0.0", "pvlib_version": "0.5.1+36.g8d1ecd9.dirty", "platform_version": 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"0x1.756d9dc466088p-35", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.966a2b642093ap-8", "nNsVth": "0x1.99031f4712989p+1", "v_gold": ["0x1.b67126b50f8d8p+2", "0x1.901705cff0c20p+3", "0x1.0a4cd77d9a6f8p+4", "0x1.3fad62403c8b4p+4", "0x1.6dc09547a2710p+4", "0x1.97ebcd91f1d94p+4", "0x1.c099092486f84p+4", "0x1.e9b68a0b58370p+4", "0x1.0a79db206a54fp+5", "0x1.21f08a1ffd75dp+5", "0x1.3c012e2da9a76p+5", "0x1.596ca189d94ecp+5", "0x1.7af61a55ca6fep+5", "0x1.a16557529207ap+5", "0x1.cd8811a1da2b8p+5", "0x1.00197bdbf6685p+6", "0x1.1d212d3f9c4b5p+6", "0x1.3e4d5318d43f6p+6", "0x1.64145ba1ffdf4p+6", "0x1.8ef10b13881b0p+6", "0x1.bf62908efb416p+6"], "i_gold": ["0x1.4642efc1c2168p+0", "0x1.3ea7e047f1f36p+0", "0x1.38c078b840d92p+0", "0x1.3371ba4e530b4p+0", "0x1.2e0e920e36703p+0", "0x1.280ddcbf18ca8p+0", "0x1.20f192065a627p+0", "0x1.183c8e1e82841p+0", "0x1.0d6dca3f41d48p+0", "0x1.fffbd77783244p-1", "0x1.debbe2faf2f7ep-1", "0x1.b5eceb62a488cp-1", "0x1.844e81e615c6ap-1", "0x1.488e18ec9a136p-1", "0x1.0146c09e966b6p-1", "0x1.5a020c383bc9ep-2", "0x1.28cba2053f58ap-3", "-0x1.46012148ca64cp-4", "-0x1.5b0e5610feb75p-2", "-0x1.45e3a4c999a76p-1", "-0x1.f3a96251c8d66p-1"]}, {"G": "0x1.f400000000000p+9", "T": "0x1.2c00000000000p+6", "i_l": "0x1.9bf487fcb923bp+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.966a2b642093ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.bf9424fd68518p+2", "0x1.639dbb7ff2094p+3", "0x1.cd9944a6dc8b0p+3", "0x1.165e53dd3994cp+4", "0x1.441e57954b918p+4", "0x1.721d080d8ff20p+4", "0x1.a1adf693b72c0p+4", "0x1.d3be12be08bd6p+4", "0x1.047e9cb628b51p+5", "0x1.20fa2e68a7df0p+5", "0x1.3f89219bfd020p+5", "0x1.6059a7f59666ep+5", "0x1.839340a04a004p+5", "0x1.a95863053ce51p+5", "0x1.d1c7a5aa8939cp+5", "0x1.fcfc900690ba1p+5", "0x1.158819d4bfb16p+6", "0x1.2e0ccf489756fp+6", "0x1.4817191a3ff6bp+6", "0x1.63b0f37b5f9dep+6", "0x1.80e3c0a0bdb55p+6"], "i_gold": ["0x1.493bc86ccb77fp+0", "0x1.41466b2762e91p+0", "0x1.3903c102a53ebp+0", "0x1.2fb3bd8499d02p+0", "0x1.24ed46dd3f355p+0", "0x1.186b233200beep+0", "0x1.09fa37e2c8881p+0", "0x1.f2e3c3cd3638fp-1", "0x1.cd604c3e6a234p-1", "0x1.a32f2c45660d0p-1", "0x1.741c1af80e397p-1", "0x1.3ff7c7c723134p-1", "0x1.0696c648e8cc8p-1", "0x1.8fa199a5a94a8p-2", "0x1.070050500c6eep-2", "0x1.cc0a946aba090p-4", "-0x1.64d5cb791bc90p-5", "-0x1.b02fc221b4fe8p-3", "-0x1.8fb210e36447dp-2", "-0x1.29d201c0c7e32p-1", "-0x1.9213196ebc38ep-1"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.e000000000000p+3", "i_l": "0x1.b589efd86a8fep+0", "i_0": "0x1.e9e8723b33a4ap-46", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.6cb66a6fd1676p+1", "v_gold": ["0x1.02e4aab230844p+3", "0x1.f6600b458d034p+3", "0x1.53494c23cf65ap+4", "0x1.9883299667d4ap+4", "0x1.d1d5dddbe3772p+4", "0x1.01a24386b2813p+5", "0x1.17c4535314526p+5", "0x1.2c663c93f707cp+5", "0x1.40861192139b1p+5", "0x1.5528797060ed8p+5", "0x1.6b6d7a20cb0a4p+5", "0x1.84a0e767fc71ap+5", "0x1.a248a20bfdfbdp+5", "0x1.c631c6ae646bcp+5", "0x1.f27d699cd7200p+5", "0x1.14d69cc380dc4p+6", "0x1.37581f2f7c6c5p+6", "0x1.6277ea6a23d5fp+6", "0x1.982e7d49b3756p+6", "0x1.dabefbfe799cbp+6", "0x1.165f1bd7c5a6fp+7"], "i_gold": ["0x1.57a841b536b91p+0", "0x1.4cdda68ccc564p+0", "0x1.45083f1cf08a8p+0", "0x1.3ecf78203a7eep+0", "0x1.39830a3984df8p+0", "0x1.34a9652974796p+0", "0x1.2fd57cc7f87efp+0", "0x1.2a916b9beb116p+0", "0x1.2450799f7e6b3p+0", "0x1.1c6401e726896p+0", "0x1.11f1704e9daecp+0", "0x1.03e88f662116dp+0", "0x1.e1f38ee4b638cp-1", "0x1.af183cc2d2d94p-1", "0x1.6b65bebfcf5abp-1", "0x1.1245b8d5ded46p-1", "0x1.3c9d0a1d90a0ep-2", "0x1.257f32ec57ae0p-6", "-0x1.68f16e4065e2cp-2", "-0x1.a312056cf4b31p-1", "-0x1.66240131535bfp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+4", "i_l": "0x1.b8240b780346fp+0", "i_0": "0x1.293cd1bde90c7p-42", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.795e9e1b089a0p+1", "v_gold": ["0x1.079f361cc9cfcp+3", "0x1.e16384b20809cp+3", "0x1.3fa1eb0bf26cep+4", "0x1.7df46454371ecp+4", "0x1.b21098b667b22p+4", "0x1.dfc378f73f040p+4", "0x1.04dd47d114da5p+5", "0x1.191315e4ae1aep+5", "0x1.2d854aecc7017p+5", "0x1.433715bbd3752p+5", "0x1.5b3b42e25d514p+5", "0x1.76be5c0e2964dp+5", "0x1.970e4821f44dcp+5", "0x1.bda070c96d645p+5", "0x1.ec16fd7f4cfc6p+5", "0x1.1222bbb78e22ap+6", "0x1.341a84470ea75p+6", "0x1.5d143ab5670b9p+6", "0x1.8e4ff302a4141p+6", "0x1.c92e4594f3bcbp+6", "0x1.07990a5d7e09cp+7"], "i_gold": ["0x1.598e2ba67e22bp+0", "0x1.4fe18d1e17be0p+0", "0x1.48ca71a8008dfp+0", "0x1.43058fa25a49bp+0", "0x1.3de068d353a54p+0", "0x1.38d48ce5a98d5p+0", "0x1.336353e36e015p+0", "0x1.2d04d765660d1p+0", "0x1.251e1e4015839p+0", "0x1.1afa69bc9ed07p+0", "0x1.0dc6085e28396p+0", "0x1.f913ee03c287ap-1", "0x1.cc4fee81c359dp-1", "0x1.92add90cec3afp-1", "0x1.493ecc1af1ce6p-1", "0x1.d9611af2cd48cp-2", "0x1.e51c0df331224p-3", "-0x1.52a33e4b2ca60p-5", "-0x1.868c2b2bc6b9cp-2", "-0x1.962c7a94a4c58p-1", "-0x1.49c025aad0e3cp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+5", "i_l": "0x1.bea550870110bp+0", "i_0": "0x1.756d9dc466088p-35", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.99031f4712989p+1", "v_gold": ["0x1.1242bec051c10p+3", "0x1.aedc2730d0ef4p+3", "0x1.123666bf64cdcp+4", "0x1.435f8afc8a5f0p+4", "0x1.6fe075048d8c2p+4", "0x1.9ac6742b9c0b6p+4", "0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index 570a611efa..c26c41261c 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -14,13 +14,92 @@ # TODO Move globals and functions into pvsystem module +def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): + """ + Create a x-Si device based on cell parameters in Bishop's 1988 paper Fig. 6. + + Parameters are normalized to the cell area. + """ + + # Copy an existing mono-Si device and None the entries we don't know or need + device = copy.deepcopy(pvsystem.retrieve_sam( + 'cecmod').SunPower_SPR_E20_327) + device.name = 'Bishop_{}_{}_{}'.format(N_s, cell_area_cm2, ideality_factor) + device.BIPV = 'N' + device.Date = '6/20/1988' + device.T_NOCT = None + device.A_c = None + device.N_s = N_s + device.I_sc_ref = None + device.V_oc_ref = None + device.I_mp_ref = None + device.V_mp_ref = None + device.beta_oc = None + device.a_ref = N_s * ideality_factor * constants.boltzmann_J_per_K * \ + constants.T_stc_K / constants.elementary_charge_C # Volt + device.I_L_ref = cell_area_cm2 * 30.e-3 # Amp + device.I_o_ref = cell_area_cm2 * 5500.e-12 # Amp + device.R_s = N_s * cell_area_cm2 * 1.33 # Ohm + device.R_sh_ref = cell_area_cm2 * 750. / N_s # Ohm + device.Adjust = None + device.gamma_r = None + device.Version = None + device.PTC = None + + return device + + +def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1.5): + """ + Create a x-Si device based on default cell parameters in PVMismatch. + + Parameters are not normalized to the cell area. + First diode taken from two diode model used in PVMismatch, and default ideality factor + is average of first and second diode ideality factors. + https://github.com/SunPower/PVMismatch/blob/master/pvmismatch/pvmismatch_lib/pvcell.py + """ + + # This should match the default value for cell_area_cm2 argument + default_cell_area_cm2 = 153. + + # Copy an existing mono-Si device and None the entries we don't know or need + device = copy.deepcopy(pvsystem.retrieve_sam( + 'cecmod').SunPower_SPR_E20_327) + device.name = 'PVMismatch_{}_{}_{}'.format( + N_s, cell_area_cm2, ideality_factor) + device.BIPV = 'N' + device.Date = '2/20/2018' + device.T_NOCT = None + device.A_c = None + device.N_s = N_s + device.I_sc_ref = None + device.V_oc_ref = None + device.I_mp_ref = None + device.V_mp_ref = None + device.beta_oc = None + device.a_ref = N_s * ideality_factor * constants.boltzmann_J_per_K * \ + constants.T_stc_K / constants.elementary_charge_C # Volt + device.I_L_ref = cell_area_cm2 * 6.3056/default_cell_area_cm2 # Amp + device.I_o_ref = cell_area_cm2 * 2.286188161253440e-11/default_cell_area_cm2 # Amp + device.R_s = N_s * cell_area_cm2 * \ + 0.004267236774264931/default_cell_area_cm2 # Ohm + device.R_sh_ref = cell_area_cm2 * 10.01226369025448 / \ + default_cell_area_cm2 / N_s # Ohm + device.Adjust = None + device.gamma_r = None + device.Version = None + device.PTC = None + + return device + + def sdm_make_gold_dataset(json_filepath=None): - ''' + """ TODO Returns the dataset in a python dictionary. Optionally writes result in lossless interoperable format to a json file. Follow SemVer and maintain backwards compatibility for dataset whenever possible - ''' + """ # Load module inside function to avoid a global dependency requirement # http://pyinterval.readthedocs.io/en/latest/guide.html @@ -38,46 +117,16 @@ def sdm_make_gold_dataset(json_filepath=None): T_list = [15., 25., 50., 75.] # degC NUM_PTS = 21 - CECMOD = pvsystem.retrieve_sam('cecmod') - - # Create a reference-like x-Si cell based on limited parameters in Bishop's 1988 paper Fig. 6 - cell_area = 4. # cm^2 - ideality_factor = 1.5 - - # TODO Add mini-module and large cell devices - - # Copy an existing mono-Si cell and None the entries we don't know or need - mono_Si_cell = copy.deepcopy(CECMOD.SunPower_SPR_E20_327) - mono_Si_cell.name = 'Bishop_ref_cell' - mono_Si_cell.BIPV = 'N' - mono_Si_cell.Date = '6/20/1988' - mono_Si_cell.T_NOCT = None - mono_Si_cell.A_c = None - mono_Si_cell.N_s = 1 - mono_Si_cell.I_sc_ref = cell_area*30.e-3 # Amp - mono_Si_cell.V_oc_ref = None - mono_Si_cell.I_mp_ref = None - mono_Si_cell.V_mp_ref = None - mono_Si_cell.beta_oc = None - mono_Si_cell.a_ref = mono_Si_cell.N_s*ideality_factor * \ - constants.boltzmann_J_per_K*constants.T_stc_K / \ - constants.elementary_charge_C # Volt - mono_Si_cell.I_L_ref = cell_area*30.e-3 # Amp - mono_Si_cell.I_o_ref = cell_area*5500.e-12 # Amp - mono_Si_cell.R_s = cell_area*1.33 # Ohm - mono_Si_cell.R_sh_ref = cell_area*750. # Ohm - mono_Si_cell.Adjust = None - mono_Si_cell.gamma_r = None - mono_Si_cell.Version = None - mono_Si_cell.PTC = None - # The "base" devices, of which there are ideal, normal, and degraded versions - devices = [mono_Si_cell, CECMOD.SunPower_SPR_E20_327, - CECMOD.First_Solar_FS_495] + devices = [bootstrap_si_device_bishop(), + bootstrap_si_device_bishop(N_s=8), + bootstrap_si_device_pvmismatch(), + pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327, + pvsystem.retrieve_sam('cecmod').First_Solar_FS_495] # Initialize the output gold_dataset = {"timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), - "dataset_version": '1.0.0', # dataset follows SemVer + "dataset_version": '1.0.0', # dataset follows SemVer "python_version": sys.version, "numpy_version": numpy.__version__, "scipy_version": scipy.__version__, @@ -144,6 +193,8 @@ def sdm_make_gold_dataset(json_filepath=None): # For max diode voltage, go slightly greater than Voc v_d_max = 1.01*v_oc # More I-V points towards Voc + print((v_d_min, v_d_max, i_sc, v_oc, + r_sh, r_s, nNsVth, 0., i_0, i_l)) v_d = v_d_min + \ (v_d_max - v_d_min) * \ numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) @@ -176,8 +227,15 @@ def sdm_make_gold_dataset(json_filepath=None): # Make sure the computed interval is within the specified tolerance for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: - raise ValueError("Residual interval {} not in {}, for (V,I)=({},{})".format( - current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i)) + print([float.fromhex(v) + for v in device_dict["iv_curves"][-1]["v_gold"]]) + print([float.fromhex(i) + for i in device_dict["iv_curves"][-1]["i_gold"]]) + del device_dict["iv_curves"][-1]["v_gold"] + del device_dict["iv_curves"][-1]["i_gold"] + raise ValueError("Residual interval {} not in {}, for (V,I)=({},{}) at {}".format( + current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i, + [float.fromhex(item) for item in device_dict["iv_curves"][-1]])) # Append this I-V curve to the list for this device gold_dataset["devices"].append(device_dict) @@ -186,7 +244,7 @@ def sdm_make_gold_dataset(json_filepath=None): if json_filepath: with open(json_filepath, 'w') as fp: json.dump(gold_dataset, fp) - + # TODO Read values back in and check for lossiness # Return the dictionary, with floating point values in hex format @@ -194,9 +252,9 @@ def sdm_make_gold_dataset(json_filepath=None): def sdm_load_gold_dataset(json_filepath=None): - ''' + """ TODO - ''' + """ # If not specified as file, then generate gold dataset on the fly # Empty path strings also trigger generation @@ -208,11 +266,11 @@ def sdm_load_gold_dataset(json_filepath=None): def convert_gold_dataset(gold_dataset): - ''' + """ TODO From a gold_dataset in the lossless, interoperable format, create copy in numpy format for current architecture that is friendly to the pvlib API. - ''' + """ # Return a new dict instead of clobbering existing (uses more memory) gold_dataset_converted = copy.deepcopy(gold_dataset) @@ -226,7 +284,7 @@ def convert_gold_dataset(gold_dataset): for iv_curve in device["iv_curves"]: # Load G, T, and 5 single diode model parameters for each I-V curve # Floats are converted from lossless, interchangeable hex format - + iv_curve["G"] = float.fromhex(iv_curve["G"]) iv_curve["T"] = float.fromhex(iv_curve["T"]) @@ -244,17 +302,17 @@ def convert_gold_dataset(gold_dataset): iv_curve["i_0"] = float.fromhex(iv_curve["i_0"]) iv_curve["i_l"] = float.fromhex(iv_curve["i_l"]) iv_curve["v_gold"] = numpy.array([float.fromhex(v) - for v in iv_curve["v_gold"]]) + for v in iv_curve["v_gold"]]) iv_curve["i_gold"] = numpy.array([float.fromhex(i) - for i in iv_curve["i_gold"]]) + for i in iv_curve["i_gold"]]) return gold_dataset_converted def sdm_load_gold_dataset_converted(json_filepath=None): - ''' + """ TODO - ''' + """ # If not specified as file, then generate gold dataset on the fly # Empty path strings also trigger generation @@ -262,17 +320,18 @@ def sdm_load_gold_dataset_converted(json_filepath=None): def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): - ''' + """ TODO Function returns worst curve for each device for each function in test_func_dict Timing statistics for each gauged function in output - ''' + """ # Load gold dataset (converted) gold_dataset = sdm_load_gold_dataset_converted(json_filepath=json_filepath) # Follow SemVer and maintain backwards dataset compatibility whenever possible - print("{} at version {}".format(json_filepath, gold_dataset["dataset_version"])) + print("{} at version {}".format( + json_filepath, gold_dataset["dataset_version"])) # Initialize output worst_results = [] @@ -293,9 +352,11 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): "Technology": device["Technology"], "N_s": device["N_s"]} if "i_from_v" in test_func_dict: - device_dict["i_from_v"] = {"current_sum": None, "terminal": None, "performance": {"time_s": {"data": [], "min": None, "med": None, "max": None}}} + device_dict["i_from_v"] = {"current_sum": None, "terminal": None, "performance": { + "time_s": {"data": [], "min": None, "med": None, "max": None}}} if "v_from_i" in test_func_dict: - device_dict["v_from_i"] = {"current_sum": None, "terminal": None, "performance": {"time_s": {"data": [], "min": None, "med": None, "max": None}}} + device_dict["v_from_i"] = {"current_sum": None, "terminal": None, "performance": { + "time_s": {"data": [], "min": None, "med": None, "max": None}}} # Gauge each I-V curve for current sum and terminal residuals for iv_curve in device["iv_curves"]: @@ -310,7 +371,8 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): iv_curve["v_gold"], iv_curve["i_0"], iv_curve["i_l"]) - device_dict["i_from_v"]["performance"]["time_s"]["data"].append(timer() - start) + device_dict["i_from_v"]["performance"]["time_s"]["data"].append( + timer() - start) # Gauge computed values against gold values for sum of currents residual at diode node i_test_current_sum_res = pvsystem.sdm_sum_current( @@ -339,7 +401,7 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): "i_test": i_test.tolist(), "residual": i_test_current_sum_res.tolist(), "max_abs_residual": i_test_current_sum_max_abs_res.tolist() - } + } # Gauge computed values against gold values for difference residual at terminal i_test_terminal_res = i_test - iv_curve["i_gold"] @@ -361,7 +423,7 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): "i_test": i_test.tolist(), "residual": i_test_terminal_res.tolist(), "max_abs_residual": i_test_terminal_max_abs_res.tolist() - } + } # Check if caller wants to test a v_from_i function if "v_from_i" in test_func_dict: @@ -374,7 +436,8 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): iv_curve["i_gold"], iv_curve["i_0"], iv_curve["i_l"]) - device_dict["v_from_i"]["performance"]["time_s"]["data"].append(timer() - start) + device_dict["v_from_i"]["performance"]["time_s"]["data"].append( + timer() - start) # Gauge computed values against gold values for sum of currents residual at diode node v_test_current_sum_res = pvsystem.sdm_sum_current( @@ -403,7 +466,7 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): "v_test": v_test.tolist(), "residual": v_test_current_sum_res.tolist(), "max_abs_residual": v_test_current_sum_max_abs_res.tolist() - } + } # Gauge computed values against gold values for difference residual at terminal v_test_terminal_res = v_test - iv_curve["v_gold"] @@ -425,32 +488,38 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): "v_test": v_test.tolist(), "residual": v_test_terminal_res.tolist(), "max_abs_residual": v_test_terminal_max_abs_res.tolist() - } - + } + # Compute summary performance statistics if "i_from_v" in test_func_dict: device_dict["i_from_v"]["performance"]["time_s"]["min"] = \ min(device_dict["i_from_v"]["performance"]["time_s"]["data"]) device_dict["i_from_v"]["performance"]["time_s"]["med"] = \ - numpy.median(device_dict["i_from_v"]["performance"]["time_s"]["data"]) + numpy.median(device_dict["i_from_v"] + ["performance"]["time_s"]["data"]) device_dict["i_from_v"]["performance"]["time_s"]["max"] = \ max(device_dict["i_from_v"]["performance"]["time_s"]["data"]) device_dict["i_from_v"]["performance"]["time_s"]["avg"] = \ - numpy.average(device_dict["i_from_v"]["performance"]["time_s"]["data"]) + numpy.average(device_dict["i_from_v"] + ["performance"]["time_s"]["data"]) device_dict["i_from_v"]["performance"]["time_s"]["std"] = \ - numpy.std(device_dict["i_from_v"]["performance"]["time_s"]["data"], ddof=1) + numpy.std(device_dict["i_from_v"] + ["performance"]["time_s"]["data"], ddof=1) if "v_from_i" in test_func_dict: device_dict["v_from_i"]["performance"]["time_s"]["min"] = \ min(device_dict["v_from_i"]["performance"]["time_s"]["data"]) device_dict["v_from_i"]["performance"]["time_s"]["med"] = \ - numpy.median(device_dict["v_from_i"]["performance"]["time_s"]["data"]) + numpy.median(device_dict["v_from_i"] + ["performance"]["time_s"]["data"]) device_dict["v_from_i"]["performance"]["time_s"]["max"] = \ max(device_dict["v_from_i"]["performance"]["time_s"]["data"]) device_dict["v_from_i"]["performance"]["time_s"]["avg"] = \ - numpy.average(device_dict["v_from_i"]["performance"]["time_s"]["data"]) + numpy.average(device_dict["v_from_i"] + ["performance"]["time_s"]["data"]) device_dict["v_from_i"]["performance"]["time_s"]["std"] = \ - numpy.std(device_dict["v_from_i"]["performance"]["time_s"]["data"], ddof=1) + numpy.std(device_dict["v_from_i"] + ["performance"]["time_s"]["data"], ddof=1) # Append the worst results found for this device to the output dict # For convienent post processing and analysis, floats are NOT in hex format @@ -461,11 +530,11 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): - ''' + """ TODO Returns the dataset as a human-readale, comma-separated-value (csv) string. Optionally writes result in lossy csv file. - ''' + """ # Load gold dataset (converted) gold_dataset = sdm_load_gold_dataset_converted(json_filepath=json_filepath) @@ -473,11 +542,17 @@ def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): num_pts = len(gold_dataset["devices"][0]["iv_curves"][0]["v_gold"]) # Initialize output - gold_dataset_csv = gold_dataset["timestamp_utc_iso"] + ", " + gold_dataset["dataset_version"] + "\n\n" + gold_dataset_csv = gold_dataset["timestamp_utc_iso"] + \ + ", " + gold_dataset["dataset_version"] + "\n\n" gold_dataset_csv = gold_dataset_csv + "G (W/m^2), T (degC)" + "\n" - gold_dataset_csv = gold_dataset_csv + "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" - gold_dataset_csv = gold_dataset_csv + ", ".join(["v_gold_" + str(idx) + " (V)" for idx in range(num_pts)]) + "\n" - gold_dataset_csv = gold_dataset_csv + ", ".join(["i_gold_" + str(idx) + " (A)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + \ + "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" + gold_dataset_csv = gold_dataset_csv + \ + ", ".join(["v_gold_" + str(idx) + + " (V)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + \ + ", ".join(["i_gold_" + str(idx) + + " (A)" for idx in range(num_pts)]) + "\n" gold_dataset_csv = gold_dataset_csv + "\n\n" for device in gold_dataset["devices"]: @@ -485,18 +560,18 @@ def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): # Load G, T, and 5 single diode model parameters for each I-V curve # Floats are converted from lossless, interchangeable hex format gold_dataset_csv = gold_dataset_csv + ", ".join(map(str, - [ - iv_curve["G"], - iv_curve["T"] - ])) + "\n" + [ + iv_curve["G"], + iv_curve["T"] + ])) + "\n" gold_dataset_csv = gold_dataset_csv + ", ".join(map(str, - [ - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["i_0"], - iv_curve["i_l"] - ])) + "\n" + [ + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["i_0"], + iv_curve["i_l"] + ])) + "\n" gold_dataset_csv = gold_dataset_csv + ", ".join( map(str, iv_curve["v_gold"].tolist())) + "\n" gold_dataset_csv = gold_dataset_csv + ", ".join( @@ -519,4 +594,5 @@ def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): pprint.pprint(sdm_gauge_gold_dataset( {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="sdm.json")) - sdm_pretty_print_gold_dataset(json_filepath="sdm.json", csv_filepath="sdm.csv") \ No newline at end of file + sdm_pretty_print_gold_dataset( + json_filepath="sdm.json", csv_filepath="sdm.csv") From 43e245799964490267384aa17119af128009c95d Mon Sep 17 00:00:00 2001 From: thunderfish24 Date: Thu, 5 Apr 2018 21:44:55 -0600 Subject: [PATCH 27/44] Reorg files and address comments --- pvlib/__init__.py | 2 + pvlib/constants.py | 6 +- pvlib/data/{gold/sdm.json => sdm_gold.json} | 2 +- pvlib/pvsystem.py | 70 ------- pvlib/{data/gold/sdm.py => sdm_gold.py} | 210 +++++++++++++------- pvlib/test/test_constants.py | 4 - pvlib/test/test_pvsystem.py | 22 -- pvlib/test/test_sdm_gold.py | 29 +++ 8 files changed, 175 insertions(+), 170 deletions(-) rename pvlib/data/{gold/sdm.json => sdm_gold.json} (99%) rename pvlib/{data/gold/sdm.py => sdm_gold.py} (81%) create mode 100644 pvlib/test/test_sdm_gold.py diff --git a/pvlib/__init__.py b/pvlib/__init__.py index d8b0657822..f4521bfcdf 100644 --- a/pvlib/__init__.py +++ b/pvlib/__init__.py @@ -13,3 +13,5 @@ from pvlib import pvsystem from pvlib import spa from pvlib import modelchain +from pvlib import constants +from pvlib import sdm_gold diff --git a/pvlib/constants.py b/pvlib/constants.py index f0dc77eb96..cf688d6eca 100644 --- a/pvlib/constants.py +++ b/pvlib/constants.py @@ -9,11 +9,9 @@ # Boltzmann constant, 1.38064852e-23 J/K boltzmann_J_per_K = constants.value('Boltzmann constant') -# Define the offset from degC to K -degC_to_K_offset = 273.15 - # Define standard test condition (STC) temperature T_stc_C = 25. # degC # Define standard test condition (STC) temperature -T_stc_K = T_stc_C + degC_to_K_offset # 298.15 K, equivalent to 25 degC +T_stc_K = constants.convert_temperature( + T_stc_C, 'Celsius', 'Kelvin') # 298.15 K diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/sdm_gold.json similarity index 99% rename from pvlib/data/gold/sdm.json rename to pvlib/data/sdm_gold.json index 66e5dec060..e128afa8af 100644 --- a/pvlib/data/gold/sdm.json +++ b/pvlib/data/sdm_gold.json @@ -1 +1 @@ -{"timestamp_utc_iso": "2018-04-04T02:19:59.560164", "dataset_version": "1.0.0", "python_version": "3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) \n[GCC 7.2.0]", "numpy_version": "1.14.1", "scipy_version": "1.0.0", "pvlib_version": "0.5.1+46.gd592b0c.dirty", "platform_version": "Linux-4.13.0-37-generic-x86_64-with-debian-stretch-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_1_4.0_1.5", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", "0x1.d57306bdff7adp-2", "0x1.e536ec6688d77p-2", "0x1.f408826072c7cp-2", "0x1.01019ea79be56p-1", "0x1.079f1382ebd70p-1", "0x1.0de662673e2cep-1", "0x1.13dfe2f40d4b3p-1", "0x1.1992c4d97876cp-1"], "i_gold": ["0x1.ea14099e4868fp-8", "0x1.ea1384c6da354p-8", "0x1.ea10bb469448bp-8", "0x1.ea0694fb13787p-8", "0x1.e9e9a185af720p-8", "0x1.e9a3c3db4a35dp-8", "0x1.e90e71db20482p-8", "0x1.e7eb67d664889p-8", "0x1.e5dbb2a4831b0p-8", "0x1.e254f4ff39b9ep-8", "0x1.dc94ce9c0f8a2p-8", "0x1.d3924cea00048p-8", "0x1.c5ed4e9486c78p-8", "0x1.b1dbc3fd08046p-8", "0x1.9514b7c99d808p-8", "0x1.6cb90b7b0b561p-8", "0x1.3539d4b7e0d24p-8", "0x1.d478914891f40p-9", "0x1.0cf6466f6927ep-9", "0x1.d2bc86d2d6a00p-15", "-0x1.4b8a3aa14df6cp-9"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.9000000000000p+4", "i_l": "0x1.89374bc6a7efap-7", "i_0": "0x1.79f505f35670cp-26", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.3bb5d68dc1f84p-5", "v_gold": ["-0x1.4d9756ca43333p-7", "0x1.384c8607a19cfp-4", "0x1.1c24b483b69aep-3", "0x1.8077302101346p-3", "0x1.d2facedd96f3dp-3", "0x1.0c8851e162c93p-2", "0x1.2afd74f0da2fbp-2", "0x1.45ecbce70d136p-2", "0x1.5e1153d1c2c3dp-2", "0x1.73f190832bc27p-2", "0x1.87f124d9900b6p-2", "0x1.9a5c17635f62ep-2", "0x1.ab6db59aee829p-2", "0x1.bb55262998ef5p-2", "0x1.ca3884befae9cp-2", "0x1.d8370ea25149bp-2", "0x1.e56ab17184325p-2", "0x1.f1e92ee303b03p-2", "0x1.fdc4f63dc9b82p-2", "0x1.0486e490f1fdbp-1", "0x1.09e89d1f067c5p-1"], "i_gold": ["0x1.893756be6899cp-7", "0x1.89362563ff41dp-7", "0x1.8930b9dc3c1cap-7", "0x1.891f672a50871p-7", "0x1.88f2fcfd2bb30p-7", "0x1.889107fd784acp-7", "0x1.87cf58b83c604p-7", "0x1.866ed430485cep-7", "0x1.8415909e0c056p-7", "0x1.804840879b788p-7", "0x1.7a62ee140cb4dp-7", "0x1.7191084642b8dp-7", "0x1.64c4c39f1ac03p-7", "0x1.52adcf82cf0e9p-7", "0x1.39af619f4671dp-7", "0x1.17d598778faf2p-7", "0x1.d5946c45eef93p-8", "0x1.5f91687688e95p-8", "0x1.8e46c7948a86cp-9", "0x1.2ede679e42280p-14", "-0x1.e0c22821a6860p-9"]}, {"G": "0x1.9000000000000p+6", "T": "0x1.9000000000000p+5", "i_l": "0x1.7dd441355475ap-6", "i_0": "0x1.1fd1f64dae35fp-20", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.562ec84d7bdb3p-5", "v_gold": ["-0x1.115df23358a3ep-7", "0x1.ffd65d588478ep-5", "0x1.d1b13996afaf0p-4", "0x1.3b0e8fbb7aad6p-3", "0x1.7eacac2836e9dp-3", "0x1.b81b69a4d3263p-3", "0x1.ea066817e358bp-3", "0x1.0b15a8bb1678dp-2", 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"0x1.0146c09e966b6p-1", "0x1.5a020c383bc9ep-2", "0x1.28cba2053f58ap-3", "-0x1.46012148ca64cp-4", "-0x1.5b0e5610feb75p-2", "-0x1.45e3a4c999a76p-1", "-0x1.f3a96251c8d66p-1"]}, {"G": "0x1.f400000000000p+9", "T": "0x1.2c00000000000p+6", "i_l": "0x1.9bf487fcb923bp+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.966a2b642093ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.bf9424fd68518p+2", "0x1.639dbb7ff2094p+3", "0x1.cd9944a6dc8b0p+3", "0x1.165e53dd3994cp+4", "0x1.441e57954b918p+4", "0x1.721d080d8ff20p+4", "0x1.a1adf693b72c0p+4", "0x1.d3be12be08bd6p+4", "0x1.047e9cb628b51p+5", "0x1.20fa2e68a7df0p+5", "0x1.3f89219bfd020p+5", "0x1.6059a7f59666ep+5", "0x1.839340a04a004p+5", "0x1.a95863053ce51p+5", "0x1.d1c7a5aa8939cp+5", "0x1.fcfc900690ba1p+5", "0x1.158819d4bfb16p+6", "0x1.2e0ccf489756fp+6", "0x1.4817191a3ff6bp+6", "0x1.63b0f37b5f9dep+6", "0x1.80e3c0a0bdb55p+6"], "i_gold": ["0x1.493bc86ccb77fp+0", "0x1.41466b2762e91p+0", "0x1.3903c102a53ebp+0", "0x1.2fb3bd8499d02p+0", "0x1.24ed46dd3f355p+0", "0x1.186b233200beep+0", "0x1.09fa37e2c8881p+0", "0x1.f2e3c3cd3638fp-1", "0x1.cd604c3e6a234p-1", "0x1.a32f2c45660d0p-1", "0x1.741c1af80e397p-1", "0x1.3ff7c7c723134p-1", "0x1.0696c648e8cc8p-1", "0x1.8fa199a5a94a8p-2", "0x1.070050500c6eep-2", "0x1.cc0a946aba090p-4", "-0x1.64d5cb791bc90p-5", "-0x1.b02fc221b4fe8p-3", "-0x1.8fb210e36447dp-2", "-0x1.29d201c0c7e32p-1", "-0x1.9213196ebc38ep-1"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.e000000000000p+3", "i_l": "0x1.b589efd86a8fep+0", "i_0": "0x1.e9e8723b33a4ap-46", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.6cb66a6fd1676p+1", "v_gold": ["0x1.02e4aab230844p+3", "0x1.f6600b458d034p+3", "0x1.53494c23cf65ap+4", "0x1.9883299667d4ap+4", "0x1.d1d5dddbe3772p+4", "0x1.01a24386b2813p+5", "0x1.17c4535314526p+5", "0x1.2c663c93f707cp+5", "0x1.40861192139b1p+5", "0x1.5528797060ed8p+5", "0x1.6b6d7a20cb0a4p+5", "0x1.84a0e767fc71ap+5", "0x1.a248a20bfdfbdp+5", "0x1.c631c6ae646bcp+5", "0x1.f27d699cd7200p+5", "0x1.14d69cc380dc4p+6", "0x1.37581f2f7c6c5p+6", "0x1.6277ea6a23d5fp+6", "0x1.982e7d49b3756p+6", "0x1.dabefbfe799cbp+6", "0x1.165f1bd7c5a6fp+7"], "i_gold": ["0x1.57a841b536b91p+0", "0x1.4cdda68ccc564p+0", "0x1.45083f1cf08a8p+0", "0x1.3ecf78203a7eep+0", "0x1.39830a3984df8p+0", "0x1.34a9652974796p+0", "0x1.2fd57cc7f87efp+0", "0x1.2a916b9beb116p+0", "0x1.2450799f7e6b3p+0", "0x1.1c6401e726896p+0", "0x1.11f1704e9daecp+0", "0x1.03e88f662116dp+0", "0x1.e1f38ee4b638cp-1", "0x1.af183cc2d2d94p-1", "0x1.6b65bebfcf5abp-1", "0x1.1245b8d5ded46p-1", "0x1.3c9d0a1d90a0ep-2", "0x1.257f32ec57ae0p-6", "-0x1.68f16e4065e2cp-2", "-0x1.a312056cf4b31p-1", "-0x1.66240131535bfp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+4", "i_l": "0x1.b8240b780346fp+0", "i_0": "0x1.293cd1bde90c7p-42", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.795e9e1b089a0p+1", "v_gold": ["0x1.079f361cc9cfcp+3", "0x1.e16384b20809cp+3", "0x1.3fa1eb0bf26cep+4", "0x1.7df46454371ecp+4", "0x1.b21098b667b22p+4", "0x1.dfc378f73f040p+4", "0x1.04dd47d114da5p+5", "0x1.191315e4ae1aep+5", "0x1.2d854aecc7017p+5", "0x1.433715bbd3752p+5", "0x1.5b3b42e25d514p+5", "0x1.76be5c0e2964dp+5", "0x1.970e4821f44dcp+5", "0x1.bda070c96d645p+5", "0x1.ec16fd7f4cfc6p+5", "0x1.1222bbb78e22ap+6", "0x1.341a84470ea75p+6", "0x1.5d143ab5670b9p+6", "0x1.8e4ff302a4141p+6", "0x1.c92e4594f3bcbp+6", "0x1.07990a5d7e09cp+7"], "i_gold": ["0x1.598e2ba67e22bp+0", "0x1.4fe18d1e17be0p+0", "0x1.48ca71a8008dfp+0", "0x1.43058fa25a49bp+0", "0x1.3de068d353a54p+0", "0x1.38d48ce5a98d5p+0", "0x1.336353e36e015p+0", "0x1.2d04d765660d1p+0", "0x1.251e1e4015839p+0", "0x1.1afa69bc9ed07p+0", "0x1.0dc6085e28396p+0", "0x1.f913ee03c287ap-1", "0x1.cc4fee81c359dp-1", "0x1.92add90cec3afp-1", "0x1.493ecc1af1ce6p-1", "0x1.d9611af2cd48cp-2", "0x1.e51c0df331224p-3", "-0x1.52a33e4b2ca60p-5", "-0x1.868c2b2bc6b9cp-2", "-0x1.962c7a94a4c58p-1", "-0x1.49c025aad0e3cp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+5", "i_l": "0x1.bea550870110bp+0", "i_0": "0x1.756d9dc466088p-35", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.99031f4712989p+1", "v_gold": ["0x1.1242bec051c10p+3", "0x1.aedc2730d0ef4p+3", "0x1.123666bf64cdcp+4", "0x1.435f8afc8a5f0p+4", "0x1.6fe075048d8c2p+4", "0x1.9ac6742b9c0b6p+4", "0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index 4fbba10d9c..f96217dd40 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1836,76 +1836,6 @@ def _pwr_optfcn(df, loc): return I * df[loc] -def sdm_sum_current(resistance_shunt, resistance_series, nNsVth, current, - voltage, saturation_current, photocurrent): - ''' - Computes sum of currents at the diode node of the single diode model. - - Uses the single diode model (SDM) as described in, e.g., De Soto et al. - 2006 [1]. - The sum of currents equaling zero is the fundamental invariant of the SDM. - Ideal device parameters are specified by resistance_shunt=np.inf and - resistance_series=0. - In addition to np.ndarray, inputs to this function can include any - broadcast-compatible combination of scalar, pandas.Series, and - pandas.DataFrame, but it is the caller's responsibility to ensure that - the arguments all have type float64 and are within the proper ranges. - - Parameters - ---------- - resistance_shunt : numeric - Shunt resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rsh``. - 0 < resistance_shunt <= numpy.inf - - resistance_series : numeric - Series resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rs``. - 0 <= resistance_series < numpy.inf - - nNsVth : numeric - The product of three components. 1) The usual diode ideal factor - (n), 2) the number of cells in series (Ns), and 3) the cell - thermal voltage under the desired IV curve conditions (Vth). The - thermal voltage of the cell (in volts) may be calculated as - ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), - temp_cell is the temperature of the p-n junction in Kelvin, and - q is the charge of an electron (coulombs). - 0 < nNsVth - - current : numeric - The current in amperes under desired IV curve conditions. - - voltage : numeric - The voltage in volts under desired IV curve conditions. - - saturation_current : numeric - Diode saturation current in amperes under desired IV curve - conditions. Often abbreviated ``I_0``. - 0 < saturation_current - - photocurrent : numeric - Light-generated current (photocurrent) in amperes under desired - IV curve conditions. Often abbreviated ``I_L``. - 0 <= photocurrent - - Returns - ------- - current_sum : numeric - - References - ---------- - [1] W. De Soto et al., "Improvement and validation of a model for - photovoltaic array performance", Solar Energy, vol 80, pp. 78-88, 2006. - ''' - - # Compute voltage at diode node first - voltage_diode = voltage + resistance_series*current - return photocurrent - saturation_current * \ - np.expm1(voltage_diode/nNsVth) - voltage_diode/resistance_shunt - \ - current - - def v_from_i(resistance_shunt, resistance_series, nNsVth, current, saturation_current, photocurrent): ''' diff --git a/pvlib/data/gold/sdm.py b/pvlib/sdm_gold.py similarity index 81% rename from pvlib/data/gold/sdm.py rename to pvlib/sdm_gold.py index c26c41261c..db0cbe9480 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/sdm_gold.py @@ -1,17 +1,86 @@ import copy import datetime import json +import os import platform import sys from timeit import default_timer as timer import numpy -import scipy +import scipy # constants depends on scipy version from pvlib import constants, pvsystem import pvlib.version -# TODO Move globals and functions into pvsystem module + +def sum_current(resistance_shunt, resistance_series, nNsVth, current, + voltage, saturation_current, photocurrent): + ''' + Computes sum of currents at the diode node of the single diode model. + + Uses the single diode model (SDM) as described in, e.g., De Soto et al. + 2006 [1]. + The sum of currents equaling zero is the fundamental invariant of the SDM. + Ideal device parameters are specified by resistance_shunt=np.inf and + resistance_series=0. + In addition to np.ndarray, inputs to this function can include any + broadcast-compatible combination of scalar, pandas.Series, and + pandas.DataFrame, but it is the caller's responsibility to ensure that + the arguments all have type float64 and are within the proper ranges. + + Parameters + ---------- + resistance_shunt : numeric + Shunt resistance in ohms under desired IV curve conditions. + Often abbreviated ``Rsh``. + 0 < resistance_shunt <= numpy.inf + + resistance_series : numeric + Series resistance in ohms under desired IV curve conditions. + Often abbreviated ``Rs``. + 0 <= resistance_series < numpy.inf + + nNsVth : numeric + The product of three components. 1) The usual diode ideal factor + (n), 2) the number of cells in series (Ns), and 3) the cell + thermal voltage under the desired IV curve conditions (Vth). The + thermal voltage of the cell (in volts) may be calculated as + ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), + temp_cell is the temperature of the p-n junction in Kelvin, and + q is the charge of an electron (coulombs). + 0 < nNsVth + + current : numeric + The current in amperes under desired IV curve conditions. + + voltage : numeric + The voltage in volts under desired IV curve conditions. + + saturation_current : numeric + Diode saturation current in amperes under desired IV curve + conditions. Often abbreviated ``I_0``. + 0 < saturation_current + + photocurrent : numeric + Light-generated current (photocurrent) in amperes under desired + IV curve conditions. Often abbreviated ``I_L``. + 0 <= photocurrent + + Returns + ------- + current_sum : numeric + + References + ---------- + [1] W. De Soto et al., "Improvement and validation of a model for + photovoltaic array performance", Solar Energy, vol 80, pp. 78-88, 2006. + ''' + + # Compute voltage at diode node first + voltage_diode = voltage + resistance_series*current + return photocurrent - saturation_current * \ + numpy.expm1(voltage_diode/nNsVth) - voltage_diode/resistance_shunt - \ + current def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): @@ -52,8 +121,9 @@ def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1.5): """ Create a x-Si device based on default cell parameters in PVMismatch. - + Parameters are not normalized to the cell area. + First diode taken from two diode model used in PVMismatch, and default ideality factor is average of first and second diode ideality factors. https://github.com/SunPower/PVMismatch/blob/master/pvmismatch/pvmismatch_lib/pvcell.py @@ -93,12 +163,12 @@ def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1. return device -def sdm_make_gold_dataset(json_filepath=None): +def make_gold_dataset(): """ TODO - Returns the dataset in a python dictionary. - Optionally writes result in lossless interoperable format to a json file. - Follow SemVer and maintain backwards compatibility for dataset whenever possible + Returns the dataset in lossless interoperable format to a python dictionary. + + Follow SemVer and maintain backwards compatibility for dataset whenever possible. """ # Load module inside function to avoid a global dependency requirement @@ -193,8 +263,6 @@ def sdm_make_gold_dataset(json_filepath=None): # For max diode voltage, go slightly greater than Voc v_d_max = 1.01*v_oc # More I-V points towards Voc - print((v_d_min, v_d_max, i_sc, v_oc, - r_sh, r_s, nNsVth, 0., i_0, i_l)) v_d = v_d_min + \ (v_d_max - v_d_min) * \ numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) @@ -227,10 +295,10 @@ def sdm_make_gold_dataset(json_filepath=None): # Make sure the computed interval is within the specified tolerance for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: - print([float.fromhex(v) - for v in device_dict["iv_curves"][-1]["v_gold"]]) - print([float.fromhex(i) - for i in device_dict["iv_curves"][-1]["i_gold"]]) + # print([float.fromhex(v) + # for v in device_dict["iv_curves"][-1]["v_gold"]]) + # print([float.fromhex(i) + # for i in device_dict["iv_curves"][-1]["i_gold"]]) del device_dict["iv_curves"][-1]["v_gold"] del device_dict["iv_curves"][-1]["i_gold"] raise ValueError("Residual interval {} not in {}, for (V,I)=({},{}) at {}".format( @@ -240,34 +308,51 @@ def sdm_make_gold_dataset(json_filepath=None): # Append this I-V curve to the list for this device gold_dataset["devices"].append(device_dict) - # When requested, write dataset in json file, skips empty path strings too - if json_filepath: - with open(json_filepath, 'w') as fp: - json.dump(gold_dataset, fp) - - # TODO Read values back in and check for lossiness - # Return the dictionary, with floating point values in hex format return gold_dataset -def sdm_load_gold_dataset(json_filepath=None): +def save_gold_dataset(gold_dataset=None, json_relpath="data/sdm_gold.json", csv_relpath="data/sdm_gold.csv"): """ TODO + + Saves a gold dataset dict in lossless, interoperable format to a json file. + + Optionally writes result in lossy csv file. """ - # If not specified as file, then generate gold dataset on the fly - # Empty path strings also trigger generation - if not json_filepath: - return sdm_make_gold_dataset() - else: - with open(json_filepath, 'r') as fp: - return json.load(fp) + # Create gold_dataset if none specified + if not gold_dataset: + gold_dataset = make_gold_dataset() + + # Create csv version + gold_dataset_csv = pretty_print_gold_dataset(gold_dataset) + + # When requested, write dataset in json file, skips when an empty path string + if json_relpath: + # This should normalize the path for the particular OS + with open(os.path.abspath(json_relpath), 'w') as fp: + json.dump(gold_dataset, fp) + + # When requested, write dataset in csv file, skips when an empty path string + if csv_relpath: + # This should normalize the path for the particular OS + with open(os.path.abspath(csv_relpath), 'w') as fp: + fp.write(gold_dataset_csv) + + +def load_gold_dataset(json_relpath="data/sdm.json"): + """ + Loads a gold dataset dict in lossless, interoperable format from a json file. + """ + + # This should normalize the path for the particular OS + with open(os.path.abspath(json_relpath), 'r') as fp: + return json.load(fp) def convert_gold_dataset(gold_dataset): """ - TODO From a gold_dataset in the lossless, interoperable format, create copy in numpy format for current architecture that is friendly to the pvlib API. """ @@ -309,32 +394,25 @@ def convert_gold_dataset(gold_dataset): return gold_dataset_converted -def sdm_load_gold_dataset_converted(json_filepath=None): - """ - TODO - """ - - # If not specified as file, then generate gold dataset on the fly - # Empty path strings also trigger generation - return convert_gold_dataset(sdm_load_gold_dataset(json_filepath=json_filepath)) - - -def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): +def gauge_gold_dataset(test_func_dict, json_relpath=None): """ TODO Function returns worst curve for each device for each function in test_func_dict - Timing statistics for each gauged function in output + and timing statistics for each gauged function in output """ # Load gold dataset (converted) - gold_dataset = sdm_load_gold_dataset_converted(json_filepath=json_filepath) + if not json_relpath: + gold_dataset = convert_gold_dataset(make_gold_dataset()) + else: + gold_dataset = convert_gold_dataset( + load_gold_dataset(json_relpath=json_relpath)) # Follow SemVer and maintain backwards dataset compatibility whenever possible - print("{} at version {}".format( - json_filepath, gold_dataset["dataset_version"])) + print("Gold dataset version {}.".format(gold_dataset["dataset_version"])) # Initialize output - worst_results = [] + results = [] for device in gold_dataset["devices"]: # Reset the worst max abs residuals over all I-V curves per device @@ -375,7 +453,7 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): timer() - start) # Gauge computed values against gold values for sum of currents residual at diode node - i_test_current_sum_res = pvsystem.sdm_sum_current( + i_test_current_sum_res = sum_current( iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], @@ -440,7 +518,7 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): timer() - start) # Gauge computed values against gold values for sum of currents residual at diode node - v_test_current_sum_res = pvsystem.sdm_sum_current( + v_test_current_sum_res = sum_current( iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], @@ -523,27 +601,26 @@ def sdm_gauge_gold_dataset(test_func_dict, json_filepath=None): # Append the worst results found for this device to the output dict # For convienent post processing and analysis, floats are NOT in hex format - worst_results.append(device_dict) + results.append(device_dict) # Unit test consumers should be able to pass/fail based on the worst results returned for each device - return(worst_results) + return(results) -def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): +def pretty_print_gold_dataset(gold_dataset): """ TODO Returns the dataset as a human-readale, comma-separated-value (csv) string. - Optionally writes result in lossy csv file. """ - # Load gold dataset (converted) - gold_dataset = sdm_load_gold_dataset_converted(json_filepath=json_filepath) + # Convert gold dataset (input should be the lossless version) + gold_dataset_converted = convert_gold_dataset(gold_dataset) - num_pts = len(gold_dataset["devices"][0]["iv_curves"][0]["v_gold"]) + num_pts = len(gold_dataset_converted["devices"][0]["iv_curves"][0]["v_gold"]) # Initialize output - gold_dataset_csv = gold_dataset["timestamp_utc_iso"] + \ - ", " + gold_dataset["dataset_version"] + "\n\n" + gold_dataset_csv = gold_dataset_converted["timestamp_utc_iso"] + \ + ", " + gold_dataset_converted["dataset_version"] + "\n\n" gold_dataset_csv = gold_dataset_csv + "G (W/m^2), T (degC)" + "\n" gold_dataset_csv = gold_dataset_csv + \ "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" @@ -555,7 +632,7 @@ def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): " (A)" for idx in range(num_pts)]) + "\n" gold_dataset_csv = gold_dataset_csv + "\n\n" - for device in gold_dataset["devices"]: + for device in gold_dataset_converted["devices"]: for iv_curve in device["iv_curves"]: # Load G, T, and 5 single diode model parameters for each I-V curve # Floats are converted from lossless, interchangeable hex format @@ -577,22 +654,17 @@ def sdm_pretty_print_gold_dataset(json_filepath=None, csv_filepath=None): gold_dataset_csv = gold_dataset_csv + ", ".join( map(str, iv_curve["i_gold"].tolist())) + "\n" - # When requested, write dataset in csv file, skips empty path strings too - if csv_filepath: - with open(csv_filepath, 'w') as fp: - fp.write(gold_dataset_csv) - return gold_dataset_csv -# TODO This module will be pulled into pvsystem.py and this removed +# Run this module from the command line to generate data/sdm_gold.json and data/sdm_gold.csv if __name__ == '__main__': - import pprint + # TODO Make this robust to running from different directories - sdm_make_gold_dataset("sdm.json") - pprint.pprint(sdm_gauge_gold_dataset( - {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_filepath="sdm.json")) + save_gold_dataset() + + import pprint - sdm_pretty_print_gold_dataset( - json_filepath="sdm.json", csv_filepath="sdm.csv") + pprint.pprint(gauge_gold_dataset( + {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_relpath="data/sdm_gold.json")) diff --git a/pvlib/test/test_constants.py b/pvlib/test/test_constants.py index 8f651e355e..2f5e5b24bd 100644 --- a/pvlib/test/test_constants.py +++ b/pvlib/test/test_constants.py @@ -11,10 +11,6 @@ def test_boltzmann(): assert constants.boltzmann_J_per_K == 1.38064852e-23 -def test_degC_to_K_offset(): - assert constants.degC_to_K_offset == 273.15 - - def test_T_stc_C(): assert constants.T_stc_C == 25. diff --git a/pvlib/test/test_pvsystem.py b/pvlib/test/test_pvsystem.py index 85450ef2f5..756c86d39f 100644 --- a/pvlib/test/test_pvsystem.py +++ b/pvlib/test/test_pvsystem.py @@ -11,7 +11,6 @@ from pandas.util.testing import assert_series_equal, assert_frame_equal from numpy.testing import assert_allclose -import pvlib.data.gold.sdm as sdm from pvlib import tmy from pvlib import pvsystem from pvlib import clearsky @@ -384,27 +383,6 @@ def test_PVSystem_calcparams_desoto(cec_module_params): assert_allclose(nNsVth, 0.473) -def test_sdm_sum_current(): - - gold_dataset = sdm.sdm_load_gold_dataset_converted( - json_filepath=(os.path.join(os.path.dirname( - inspect.getfile(pvsystem)), "data", "gold", "sdm.json"))) - - for device in gold_dataset["devices"]: - for iv_curve in device["iv_curves"]: - current_sum_res = pvsystem.sdm_sum_current( - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["i_gold"], - iv_curve["v_gold"], - iv_curve["i_0"], - iv_curve["i_l"]) - print(current_sum_res) - # atol typically smaller that the interval tolerance for gold dataset - assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) - - @pytest.fixture(params=[ { # Can handle all python scalar inputs 'Rsh': 20., diff --git a/pvlib/test/test_sdm_gold.py b/pvlib/test/test_sdm_gold.py new file mode 100644 index 0000000000..064885099f --- /dev/null +++ b/pvlib/test/test_sdm_gold.py @@ -0,0 +1,29 @@ +import os + +from numpy.testing import assert_allclose + +from pvlib import sdm_gold + + +def test_sum_current(): + + # Do this so test runs using pytest command from different directories + json_relpath = os.path.join(os.path.dirname( + __file__), "../data/sdm_gold.json") + + gold_dataset = sdm_gold.convert_gold_dataset( + sdm_gold.load_gold_dataset(json_relpath)) + + for device in gold_dataset["devices"]: + for iv_curve in device["iv_curves"]: + current_sum_res = sdm_gold.sum_current( + iv_curve["r_sh"], + iv_curve["r_s"], + iv_curve["nNsVth"], + iv_curve["i_gold"], + iv_curve["v_gold"], + iv_curve["i_0"], + iv_curve["i_l"]) + + # atol typically smaller that the interval tolerance for gold dataset + assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) From 7eccfc89119b38e3ae0eda8ffbbd9aeef434b0b9 Mon Sep 17 00:00:00 2001 From: thunderfish24 Date: Wed, 9 May 2018 22:14:22 -0600 Subject: [PATCH 28/44] WIP during OS install --- .gitignore | 1 + pvlib/constants.py | 14 +- pvlib/data/sdm_gold.csv | 5048 ++++++++++++++++++++++++++++++++++ pvlib/data/sdm_gold.json | 2 +- pvlib/sdm_gold.py | 668 +++-- pvlib/test/test_constants.py | 6 +- pvlib/test/test_sdm_gold.py | 20 +- 7 files changed, 5452 insertions(+), 307 deletions(-) create mode 100644 pvlib/data/sdm_gold.csv diff --git a/.gitignore b/.gitignore index e12b039b0d..8f2aeff33c 100644 --- a/.gitignore +++ b/.gitignore @@ -76,6 +76,7 @@ coverage.xml #Datafiles *.csv +*.json # vi *.swp diff --git a/pvlib/constants.py b/pvlib/constants.py index cf688d6eca..e867971a11 100644 --- a/pvlib/constants.py +++ b/pvlib/constants.py @@ -1,7 +1,13 @@ -import scipy.constants as constants +""" +Useful constants for photovoltaic modeling. + +Several constants are derived from scipy.constants, which are derived from +standardized CODATA. See https://physics.nist.gov/cuu/Constants/. +Units appear in the variable suffix to eliminate ambiguity. +""" -# Some useful physical constants (CODATA: https://physics.nist.gov/cuu/Constants/) +import scipy.constants as constants # elementary charge, 1.6021766208e-19 C elementary_charge_C = constants.value('elementary charge') @@ -13,5 +19,5 @@ T_stc_C = 25. # degC # Define standard test condition (STC) temperature -T_stc_K = constants.convert_temperature( - T_stc_C, 'Celsius', 'Kelvin') # 298.15 K +T_stc_K = constants.convert_temperature(T_stc_C, 'Celsius', + 'Kelvin') # 298.15 K diff --git a/pvlib/data/sdm_gold.csv b/pvlib/data/sdm_gold.csv new file mode 100644 index 0000000000..067e121387 --- /dev/null +++ b/pvlib/data/sdm_gold.csv @@ -0,0 +1,5048 @@ +2018-04-15T13:41:19.336496, 1.0.0 + +G (W/m^2), T (degC) +r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A) +v_gold_0 (V), v_gold_1 (V), v_gold_2 (V), v_gold_3 (V), v_gold_4 (V), v_gold_5 (V), v_gold_6 (V), v_gold_7 (V), v_gold_8 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"0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/sdm_gold.py b/pvlib/sdm_gold.py index db0cbe9480..c1e650a111 100644 --- a/pvlib/sdm_gold.py +++ b/pvlib/sdm_gold.py @@ -1,3 +1,13 @@ +""" +The ``sdm_gold`` module contains functions for generating gold current-voltage +(IV) data for the five-parameter single diode model (SDM) and gauging +functions that compute IV values in terms of accuracy and computation speed. + +Run this module from the command line to generate a gold dataset in +pvlib/data/sdm_gold.json and pvlib/data/sdm_gold.csv and then guage the pvlib +functions against it. +""" + import copy import datetime import json @@ -13,20 +23,20 @@ import pvlib.version -def sum_current(resistance_shunt, resistance_series, nNsVth, current, - voltage, saturation_current, photocurrent): - ''' - Computes sum of currents at the diode node of the single diode model. +def sum_current(resistance_shunt, resistance_series, nNsVth, current, voltage, + saturation_current, photocurrent): + """ + Sum the current at the diode node of the single diode model (SDM). - Uses the single diode model (SDM) as described in, e.g., De Soto et al. - 2006 [1]. - The sum of currents equaling zero is the fundamental invariant of the SDM. - Ideal device parameters are specified by resistance_shunt=np.inf and - resistance_series=0. - In addition to np.ndarray, inputs to this function can include any - broadcast-compatible combination of scalar, pandas.Series, and - pandas.DataFrame, but it is the caller's responsibility to ensure that - the arguments all have type float64 and are within the proper ranges. + The current sum equaling zero is the fundamental invariant of the SDM, as + described in, e.g., De Soto et al. 2006 [1]. Reverse-voltage breakdown and + bypass diodes are not included. Ideal device parameters are specified by + resistance_shunt=numpy.inf and resistance_series=0. + + Inputs to this function can include any broadcast-compatible combination + of scalar, numpy.ndarray, pandas.Series, and pandas.DataFrame, but it is + the caller's responsibility to ensure that the arguments all are within + their proper ranges. Parameters ---------- @@ -51,10 +61,10 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, 0 < nNsVth current : numeric - The current in amperes under desired IV curve conditions. + The terminal current in amperes under desired IV curve conditions. voltage : numeric - The voltage in volts under desired IV curve conditions. + The terminal voltage in volts under desired IV curve conditions. saturation_current : numeric Diode saturation current in amperes under desired IV curve @@ -74,10 +84,10 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, ---------- [1] W. De Soto et al., "Improvement and validation of a model for photovoltaic array performance", Solar Energy, vol 80, pp. 78-88, 2006. - ''' + """ # Compute voltage at diode node first - voltage_diode = voltage + resistance_series*current + voltage_diode = voltage + resistance_series * current return photocurrent - saturation_current * \ numpy.expm1(voltage_diode/nNsVth) - voltage_diode/resistance_shunt - \ current @@ -85,14 +95,14 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): """ - Create a x-Si device based on cell parameters in Bishop's 1988 paper Fig. 6. + Create x-Si device based on cell parameters in Bishop's 1988 paper Fig. 6. Parameters are normalized to the cell area. """ - # Copy an existing mono-Si device and None the entries we don't know or need - device = copy.deepcopy(pvsystem.retrieve_sam( - 'cecmod').SunPower_SPR_E20_327) + # Copy an existing mono-Si device and None entries we don't know or need + device = copy.deepcopy( + pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) device.name = 'Bishop_{}_{}_{}'.format(N_s, cell_area_cm2, ideality_factor) device.BIPV = 'N' device.Date = '6/20/1988' @@ -118,25 +128,27 @@ def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): return device -def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1.5): +def bootstrap_si_device_pvmismatch(N_s=1, + cell_area_cm2=153., + ideality_factor=1.5): """ Create a x-Si device based on default cell parameters in PVMismatch. Parameters are not normalized to the cell area. - First diode taken from two diode model used in PVMismatch, and default ideality factor - is average of first and second diode ideality factors. + First diode taken from two diode model used in PVMismatch, and default + ideality factor is average of first and second diode ideality factors. https://github.com/SunPower/PVMismatch/blob/master/pvmismatch/pvmismatch_lib/pvcell.py """ # This should match the default value for cell_area_cm2 argument default_cell_area_cm2 = 153. - # Copy an existing mono-Si device and None the entries we don't know or need - device = copy.deepcopy(pvsystem.retrieve_sam( - 'cecmod').SunPower_SPR_E20_327) - device.name = 'PVMismatch_{}_{}_{}'.format( - N_s, cell_area_cm2, ideality_factor) + # Copy an existing mono-Si device and None entries we don't know or need + device = copy.deepcopy( + pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) + device.name = 'PVMismatch_{}_{}_{}'.format(N_s, cell_area_cm2, + ideality_factor) device.BIPV = 'N' device.Date = '2/20/2018' device.T_NOCT = None @@ -149,8 +161,9 @@ def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1. device.beta_oc = None device.a_ref = N_s * ideality_factor * constants.boltzmann_J_per_K * \ constants.T_stc_K / constants.elementary_charge_C # Volt - device.I_L_ref = cell_area_cm2 * 6.3056/default_cell_area_cm2 # Amp - device.I_o_ref = cell_area_cm2 * 2.286188161253440e-11/default_cell_area_cm2 # Amp + device.I_L_ref = cell_area_cm2 * 6.3056 / default_cell_area_cm2 # Amp + device.I_o_ref = cell_area_cm2 * 2.286188161253440e-11 / \ + default_cell_area_cm2 # Amp device.R_s = N_s * cell_area_cm2 * \ 0.004267236774264931/default_cell_area_cm2 # Ohm device.R_sh_ref = cell_area_cm2 * 10.01226369025448 / \ @@ -166,7 +179,7 @@ def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1. def make_gold_dataset(): """ TODO - Returns the dataset in lossless interoperable format to a python dictionary. + Returns the dataset in lossless machine-interoperable format to a python dictionary. Follow SemVer and maintain backwards compatibility for dataset whenever possible. """ @@ -176,55 +189,66 @@ def make_gold_dataset(): # Use `pip install pyinterval`, even in conda distro's from interval import interval, imath - # Approximate largest possible absolute residual value, determined empirically - TOL_CURRENT_SUM_RESIDUAL_GOLD = 1.e-12 + # Approximate largest possible absolute residual value, determined + # empirically + tol = 1.e-12 - TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL = interval( - [-TOL_CURRENT_SUM_RESIDUAL_GOLD, TOL_CURRENT_SUM_RESIDUAL_GOLD]) + tol_interval = interval([-tol, tol]) - # Generate I-V curves, each with same number of points, over matrix of (G,T) combinations + # Generate I-V curves, each with same number of points, over matrix of + # (G,T) combinations G_list = [100., 200., 400., 600., 800., 1000., 1100.] # W/m^2 T_list = [15., 25., 50., 75.] # degC NUM_PTS = 21 - # The "base" devices, of which there are ideal, normal, and degraded versions - devices = [bootstrap_si_device_bishop(), - bootstrap_si_device_bishop(N_s=8), - bootstrap_si_device_pvmismatch(), - pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327, - pvsystem.retrieve_sam('cecmod').First_Solar_FS_495] + # The "base" devices, having ideal, normal, and degraded versions + devices = [ + bootstrap_si_device_bishop(), + bootstrap_si_device_bishop(N_s=8), + bootstrap_si_device_pvmismatch(), + pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327, + pvsystem.retrieve_sam('cecmod').First_Solar_FS_495 + ] # Initialize the output - gold_dataset = {"timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), - "dataset_version": '1.0.0', # dataset follows SemVer - "python_version": sys.version, - "numpy_version": numpy.__version__, - "scipy_version": scipy.__version__, - "pvlib_version": pvlib.version.__version__, - "platform_version": platform.platform(), - "residual_interval_tolerance": TOL_CURRENT_SUM_RESIDUAL_GOLD, - "units": {"G": 'W/m^2', - "T": 'degC', - "i_l": 'A', - "i_0": 'A', - "r_s": 'Ohm', - "g_sh": 'S', - "nNsVth": 'V', - "v_gold": 'V', - "i_gold": 'A'}, - "devices": []} + gold_dataset = { + "timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), + "dataset_version": '1.0.0', # dataset follows SemVer + "python_version": sys.version, + "numpy_version": numpy.__version__, + "scipy_version": scipy.__version__, + "pvlib_version": pvlib.version.__version__, + "platform_version": platform.platform(), + "residual_interval_tolerance": tol, + "units": { + "G": 'W/m^2', + "T": 'degC', + "i_l": 'A', + "i_0": 'A', + "r_s": 'Ohm', + "g_sh": 'S', + "nNsVth": 'V', + "v_gold": 'V', + "i_gold": 'A' + }, + "devices": [] + } # For each ideal, normal, or degraded device, create matrix of I-V curves for device in devices: - device_dict = {"name": device.name, - "Technology": device.Technology, - "N_s": device.N_s, - "iv_curves": []} + device_dict = { + "name": device.name, + "Technology": device.Technology, + "N_s": device.N_s, + "iv_curves": [] + } # Choose bandgap parameters based on device technology - # Add new technologies if/when needed, should match a CEC module database type + # Add new technologies if/when needed, should match a CEC module + # database type # These are NOT saved, but are versioned with the dataset version - if device.Technology == 'Mono-c-Si' or device.Technology == 'Multi-c-Si': + if device.Technology == 'Mono-c-Si' or \ + device.Technology == 'Multi-c-Si': EgRef = 1.121 dEgdT = -0.0002677 elif device.Technology == 'CdTe': @@ -233,77 +257,100 @@ def make_gold_dataset(): else: raise ValueError('Unsupported device technology.') - # Do all "flavor" combinations of ideal device, regular device, and degraded device - r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid( - [0., 1., 5.], [0., 1., 5.]) + # Do all "flavor" combinations of ideal device, regular device, and + # degraded device + r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid([0., 1., 5.], + [0., 1., 5.]) - # For all "flavors" of this device, create I-V curves over the (G,T) matrix - for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, g_sh_scale_grid.flat): + # For all "flavors" of this device, create I-V curves over the (G,T) + # matrix + for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, + g_sh_scale_grid.flat): for G in G_list: for T in T_list: - # Compute the model parameters at each irradiance-temperature combo + # Compute the model parameters at each + # irradiance-temperature combo device_params = pvsystem.calcparams_desoto( - poa_global=G, temp_cell=T, - alpha_isc=device.alpha_sc, module_parameters=device, - EgRef=EgRef, dEgdT=dEgdT) + poa_global=G, + temp_cell=T, + alpha_isc=device.alpha_sc, + module_parameters=device, + EgRef=EgRef, + dEgdT=dEgdT) # More convienent variable names i_l, i_0, r_s, r_sh, nNsVth = device_params # Ideal, regular, or degraded series resistance - r_s = r_s_scale*r_s + r_s = r_s_scale * r_s # Ideal, regular, or degraded shunt conductance - # json spec excludes IEEE 754 inf, so use shunt conductance instead of shunt resistance - g_sh = g_sh_scale/r_sh + # json spec excludes IEEE 754 inf, so use shunt + # conductance instead of shunt resistance + g_sh = g_sh_scale / r_sh # Reverse engineer the diode voltage range - i_sc = pvsystem.i_from_v( - r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value - v_oc = pvsystem.v_from_i( - r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value - # For min diode voltage, go slightly less than Isc, even when r_s==0 - v_d_min = i_sc*r_s - 0.02*v_oc + i_sc = pvsystem.i_from_v(r_sh, r_s, nNsVth, 0., i_0, + i_l) # Not a gold value + v_oc = pvsystem.v_from_i(r_sh, r_s, nNsVth, 0., i_0, + i_l) # Not a gold value + # For min diode voltage, go slightly less than Isc, even + # when r_s==0 + v_d_min = i_sc * r_s - 0.02 * v_oc # For max diode voltage, go slightly greater than Voc - v_d_max = 1.01*v_oc + v_d_max = 1.01 * v_oc # More I-V points towards Voc v_d = v_d_min + \ (v_d_max - v_d_min) * \ numpy.log10(numpy.linspace(1., 10.**1.01, NUM_PTS)) # Bishop's method is explicit and inherently vectorized - i_gold = i_l - i_0*numpy.expm1(v_d/nNsVth) - g_sh*v_d - v_gold = v_d - r_s*i_gold - - # Record interoperable hex values for vi_pair in zip(v_gold, i_gold): - device_dict["iv_curves"].append( - { - "G": G.hex(), - "T": T.hex(), - "i_l": i_l.hex(), - "i_0": i_0.hex(), - "r_s": r_s.hex(), - "g_sh": g_sh.hex(), - "nNsVth": nNsVth.hex(), - "v_gold": [v.hex() for v in v_gold.tolist()], - "i_gold": [i.hex() for i in i_gold.tolist()] - } - ) - - # Solve the current sum at diode node residual as a numerically reliable interval + i_gold = i_l - i_0 * numpy.expm1(v_d / nNsVth) - g_sh * v_d + v_gold = v_d - r_s * i_gold + + # Record machine-interoperable hex values for vi_pair in + # zip(v_gold, i_gold): + device_dict["iv_curves"].append({ + "G": + G.hex(), + "T": + T.hex(), + "i_l": + i_l.hex(), + "i_0": + i_0.hex(), + "r_s": + r_s.hex(), + "g_sh": + g_sh.hex(), + "nNsVth": + nNsVth.hex(), + "v_gold": [v.hex() for v in v_gold.tolist()], + "i_gold": [i.hex() for i in i_gold.tolist()] + }) + + # Solve the current sum at diode node residual as a + # numerically reliable interval current_sum_residual_interval_list = \ [interval(i_l) - interval(i_0) * - imath.expm1((interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s))/interval(nNsVth)) - - interval(g_sh)*(interval(vi_pair[0]) + interval(vi_pair[1])*interval(r_s)) - - interval(vi_pair[1]) for vi_pair in zip(v_gold, i_gold)] - - # Make sure the computed interval is within the specified tolerance - for v, i, current_sum_residual_interval in zip(v_gold, i_gold, current_sum_residual_interval_list): - if current_sum_residual_interval not in TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL: - # print([float.fromhex(v) - # for v in device_dict["iv_curves"][-1]["v_gold"]]) - # print([float.fromhex(i) - # for i in device_dict["iv_curves"][-1]["i_gold"]]) + imath.expm1((interval(vi_pair[0]) + + interval(vi_pair[1])*interval(r_s)) / + interval(nNsVth)) - + interval(g_sh)*(interval(vi_pair[0]) + + interval(vi_pair[1])*interval(r_s)) - + interval(vi_pair[1]) + for vi_pair in zip(v_gold, i_gold)] + + # Make sure the computed interval is within the specified + # tolerance + for v, i, current_sum_residual_interval in zip( + v_gold, i_gold, + current_sum_residual_interval_list): + if current_sum_residual_interval not in tol_interval: del device_dict["iv_curves"][-1]["v_gold"] del device_dict["iv_curves"][-1]["i_gold"] - raise ValueError("Residual interval {} not in {}, for (V,I)=({},{}) at {}".format( - current_sum_residual_interval, TOL_CURRENT_SUM_RESIDUAL_GOLD_INTERVAL, v, i, - [float.fromhex(item) for item in device_dict["iv_curves"][-1]])) + raise ValueError("Residual interval {} not in {}, \ + for (V,I)=({},{}) at {}".format( + current_sum_residual_interval, tol_interval, v, + i, [ + float.fromhex(item) + for item in device_dict["iv_curves"][-1] + ])) # Append this I-V curve to the list for this device gold_dataset["devices"].append(device_dict) @@ -312,55 +359,20 @@ def make_gold_dataset(): return gold_dataset -def save_gold_dataset(gold_dataset=None, json_relpath="data/sdm_gold.json", csv_relpath="data/sdm_gold.csv"): - """ - TODO - - Saves a gold dataset dict in lossless, interoperable format to a json file. - - Optionally writes result in lossy csv file. - """ - - # Create gold_dataset if none specified - if not gold_dataset: - gold_dataset = make_gold_dataset() - - # Create csv version - gold_dataset_csv = pretty_print_gold_dataset(gold_dataset) - - # When requested, write dataset in json file, skips when an empty path string - if json_relpath: - # This should normalize the path for the particular OS - with open(os.path.abspath(json_relpath), 'w') as fp: - json.dump(gold_dataset, fp) - - # When requested, write dataset in csv file, skips when an empty path string - if csv_relpath: - # This should normalize the path for the particular OS - with open(os.path.abspath(csv_relpath), 'w') as fp: - fp.write(gold_dataset_csv) - - -def load_gold_dataset(json_relpath="data/sdm.json"): - """ - Loads a gold dataset dict in lossless, interoperable format from a json file. - """ - - # This should normalize the path for the particular OS - with open(os.path.abspath(json_relpath), 'r') as fp: - return json.load(fp) - - def convert_gold_dataset(gold_dataset): """ - From a gold_dataset in the lossless, interoperable format, create copy in - numpy format for current architecture that is friendly to the pvlib API. + Convert gold dataset into machine-specific format. + + From a gold dataset in the lossless, machine-interoperable format, create + and return a copy in a numpy-based machine-specific format for the current + architecture that is compatible with the pvlib API. """ # Return a new dict instead of clobbering existing (uses more memory) gold_dataset_converted = copy.deepcopy(gold_dataset) # Convert the relevant header items + # FUTURE Switch pvlib over to shunt conductance instead of resistance gold_dataset_converted["units"]["r_sh"] = "Ohm" del gold_dataset_converted["units"]["g_sh"] @@ -373,42 +385,135 @@ def convert_gold_dataset(gold_dataset): iv_curve["G"] = float.fromhex(iv_curve["G"]) iv_curve["T"] = float.fromhex(iv_curve["T"]) - # json spec doesn't support IEEE 754 inf, so shunt conductance saved instead - # FUTURE Switch pvlib over to using shunt conductance instead of shunt resistance + # json spec doesn't support IEEE 754 inf, so shunt conductance + # saved instead g_sh = float.fromhex(iv_curve["g_sh"]) if g_sh == 0.: iv_curve["r_sh"] = numpy.inf else: - iv_curve["r_sh"] = 1./g_sh + iv_curve["r_sh"] = 1. / g_sh del iv_curve["g_sh"] iv_curve["r_s"] = float.fromhex(iv_curve["r_s"]) iv_curve["nNsVth"] = float.fromhex(iv_curve["nNsVth"]) iv_curve["i_0"] = float.fromhex(iv_curve["i_0"]) iv_curve["i_l"] = float.fromhex(iv_curve["i_l"]) - iv_curve["v_gold"] = numpy.array([float.fromhex(v) - for v in iv_curve["v_gold"]]) - iv_curve["i_gold"] = numpy.array([float.fromhex(i) - for i in iv_curve["i_gold"]]) + iv_curve["v_gold"] = numpy.array( + [float.fromhex(v) for v in iv_curve["v_gold"]]) + iv_curve["i_gold"] = numpy.array( + [float.fromhex(i) for i in iv_curve["i_gold"]]) return gold_dataset_converted -def gauge_gold_dataset(test_func_dict, json_relpath=None): +def pretty_print_gold_dataset(gold_dataset): """ - TODO - Function returns worst curve for each device for each function in test_func_dict - and timing statistics for each gauged function in output + Create human-readable gold dataset. + + From a gold dataset in the lossless, machine-interoperable format, create + and return the dataset as a human-readale, comma-separated-value (csv) + string. """ - # Load gold dataset (converted) - if not json_relpath: - gold_dataset = convert_gold_dataset(make_gold_dataset()) - else: - gold_dataset = convert_gold_dataset( - load_gold_dataset(json_relpath=json_relpath)) + # Convert gold dataset (input should be the lossless version) + gold_dataset_converted = convert_gold_dataset(gold_dataset) + + num_pts = len( + gold_dataset_converted["devices"][0]["iv_curves"][0]["v_gold"]) + + # Initialize output + gold_dataset_csv = gold_dataset_converted["timestamp_utc_iso"] + \ + ", " + gold_dataset_converted["dataset_version"] + "\n\n" + gold_dataset_csv = gold_dataset_csv + "G (W/m^2), T (degC)" + "\n" + gold_dataset_csv = gold_dataset_csv + \ + "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" + gold_dataset_csv = gold_dataset_csv + \ + ", ".join(["v_gold_" + str(idx) + + " (V)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + \ + ", ".join(["i_gold_" + str(idx) + + " (A)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + "\n\n" + + for device in gold_dataset_converted["devices"]: + for iv_curve in device["iv_curves"]: + # Load G, T, and 5 single diode model parameters for each I-V curve + # Floats are converted from lossless, interchangeable hex format + gold_dataset_csv = gold_dataset_csv + ", ".join( + map(str, [iv_curve["G"], iv_curve["T"]])) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + map(str, [ + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + iv_curve["i_0"], iv_curve["i_l"] + ])) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + map(str, iv_curve["v_gold"].tolist())) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + map(str, iv_curve["i_gold"].tolist())) + "\n" + + return gold_dataset_csv + + +def save_gold_dataset(gold_dataset, + json_rel_path="data/sdm_gold.json", + csv_rel_path="data/sdm_gold.csv"): + """ + Save gold dataset to disk in two formats. - # Follow SemVer and maintain backwards dataset compatibility whenever possible + The gold dataset dict is saved in a lossless, machine-interoperable json + file and in a lossy, but human-readable, csv file. + + Relative file paths are used, which are relative to the current directory. + Defaults are customizable. Set a file path to None to skip saving that + file. + """ + + # When requested, write dataset in json file, skips when empty path string + if json_rel_path: + # This should normalize the path for the particular OS + with open(os.path.abspath(json_rel_path), 'w') as fp: + json.dump(gold_dataset, fp) + + # When requested, write dataset in csv file, skips when empty path string + if csv_rel_path: + # This should normalize the path for the particular OS + with open(os.path.abspath(csv_rel_path), 'w') as fp: + fp.write(pretty_print_gold_dataset(gold_dataset)) + + +def load_gold_dataset(json_rel_path="data/sdm.json"): + """ + Load gold dataset from disk. + + The gold dataset is loaded from a json file into a dict in lossless, + machine-interoperable format. Pass this to convert_gold_dataset() in order + to use the data with pvlib on a specific machine. + """ + + # This should normalize the path for the particular OS + with open(os.path.abspath(json_rel_path), 'r') as fp: + return json.load(fp) + + +def gauge_gold_dataset(gold_dataset, test_func_dict): + """ + Gauge modeling functions for accuracy and speed against the gold dataset. + + For each modeling function passed in the dictionary, this gauges and + returns the IV curve for each device with the least accuracy as compared + to the gold dataset. Gauges are for both the residual of the current sum + at the diode node and the residual in terminal I or V. Timing data and + summary statistics are also returned for the ensemble of computations per + function and per device. + + This also helps verify that a given function meets the pvlib interface. + """ + + # Convert gold dataset + gold_dataset = convert_gold_dataset(gold_dataset) + + # Follow SemVer and maintain backwards dataset compatibility whenever + # possible. Future code may require logic based on version loaded. print("Gold dataset version {}.".format(gold_dataset["dataset_version"])) # Initialize output @@ -423,48 +528,65 @@ def gauge_gold_dataset(test_func_dict, json_relpath=None): # Initialize the worst results for this device # Note that a caller may choose not to test all the possible functions - # FUTURE This dictionary can be expanded in a backwards compatible manner to support - # additional gold values and residuals for Isc, R@Isc, Ix, Pmp, Ixx, R@Voc, and Voc + # FUTURE This dictionary can be expanded in a backwards compatible + # manner to support additional gold values and residuals for + # Isc, R@Isc, Ix, Pmp, Ixx, R@Voc, and Voc device_dict = \ {"name": device["name"], "Technology": device["Technology"], "N_s": device["N_s"]} if "i_from_v" in test_func_dict: - device_dict["i_from_v"] = {"current_sum": None, "terminal": None, "performance": { - "time_s": {"data": [], "min": None, "med": None, "max": None}}} + device_dict["i_from_v"] = { + "current_sum": None, + "terminal": None, + "performance": { + "time_s": { + "data": [], + "min": None, + "med": None, + "max": None + } + } + } if "v_from_i" in test_func_dict: - device_dict["v_from_i"] = {"current_sum": None, "terminal": None, "performance": { - "time_s": {"data": [], "min": None, "med": None, "max": None}}} + device_dict["v_from_i"] = { + "current_sum": None, + "terminal": None, + "performance": { + "time_s": { + "data": [], + "min": None, + "med": None, + "max": None + } + } + } # Gauge each I-V curve for current sum and terminal residuals for iv_curve in device["iv_curves"]: # Check if caller wants to test an i_from_v function if "i_from_v" in test_func_dict: - # Compute test values using provided test function that meets pvlib API + # Compute test values using provided test function that meets + # pvlib API start = timer() i_test = test_func_dict["i_from_v"]( - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["v_gold"], - iv_curve["i_0"], - iv_curve["i_l"]) - device_dict["i_from_v"]["performance"]["time_s"]["data"].append( - timer() - start) + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + iv_curve["v_gold"], iv_curve["i_0"], iv_curve["i_l"]) + device_dict["i_from_v"]["performance"]["time_s"][ + "data"].append(timer() - start) - # Gauge computed values against gold values for sum of currents residual at diode node + # Gauge computed values against gold values for sum of + # currents residual at diode node i_test_current_sum_res = sum_current( - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - i_test, - iv_curve["v_gold"], - iv_curve["i_0"], + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + i_test, iv_curve["v_gold"], iv_curve["i_0"], iv_curve["i_l"]) i_test_current_sum_max_abs_res = numpy.amax( numpy.abs(i_test_current_sum_res)) - if worst_i_test_current_sum_max_abs_res < i_test_current_sum_max_abs_res: - worst_i_test_current_sum_max_abs_res = i_test_current_sum_max_abs_res + if worst_i_test_current_sum_max_abs_res < \ + i_test_current_sum_max_abs_res: + worst_i_test_current_sum_max_abs_res = \ + i_test_current_sum_max_abs_res device_dict["i_from_v"]["current_sum"] = \ { "G": iv_curve["G"], @@ -478,15 +600,19 @@ def gauge_gold_dataset(test_func_dict, json_relpath=None): "i_gold": iv_curve["i_gold"].tolist(), "i_test": i_test.tolist(), "residual": i_test_current_sum_res.tolist(), - "max_abs_residual": i_test_current_sum_max_abs_res.tolist() + "max_abs_residual": + i_test_current_sum_max_abs_res.tolist(), } - # Gauge computed values against gold values for difference residual at terminal + # Gauge computed values against gold values for difference + # residual at terminal i_test_terminal_res = i_test - iv_curve["i_gold"] i_test_terminal_max_abs_res = numpy.amax( numpy.abs(i_test_terminal_res)) - if worst_i_test_terminal_max_abs_res < i_test_terminal_max_abs_res: - worst_i_test_terminal_max_abs_res = i_test_terminal_max_abs_res + if worst_i_test_terminal_max_abs_res < \ + i_test_terminal_max_abs_res: + worst_i_test_terminal_max_abs_res = \ + i_test_terminal_max_abs_res device_dict["i_from_v"]["terminal"] = \ { "G": iv_curve["G"], @@ -500,36 +626,33 @@ def gauge_gold_dataset(test_func_dict, json_relpath=None): "i_gold": iv_curve["i_gold"].tolist(), "i_test": i_test.tolist(), "residual": i_test_terminal_res.tolist(), - "max_abs_residual": i_test_terminal_max_abs_res.tolist() + "max_abs_residual": + i_test_terminal_max_abs_res.tolist(), } # Check if caller wants to test a v_from_i function if "v_from_i" in test_func_dict: - # Compute test values using provided test function that meets pvlib API + # Compute test values using provided test function that meets + # pvlib API start = timer() v_test = test_func_dict["v_from_i"]( - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["i_gold"], - iv_curve["i_0"], - iv_curve["i_l"]) - device_dict["v_from_i"]["performance"]["time_s"]["data"].append( - timer() - start) + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + iv_curve["i_gold"], iv_curve["i_0"], iv_curve["i_l"]) + device_dict["v_from_i"]["performance"]["time_s"][ + "data"].append(timer() - start) - # Gauge computed values against gold values for sum of currents residual at diode node + # Gauge computed values against gold values for sum of + # currents residual at diode node v_test_current_sum_res = sum_current( - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["i_gold"], - v_test, - iv_curve["i_0"], + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + iv_curve["i_gold"], v_test, iv_curve["i_0"], iv_curve["i_l"]) v_test_current_sum_max_abs_res = numpy.amax( numpy.abs(v_test_current_sum_res)) - if worst_v_test_current_sum_max_abs_res < v_test_current_sum_max_abs_res: - worst_v_test_current_sum_max_abs_res = v_test_current_sum_max_abs_res + if worst_v_test_current_sum_max_abs_res < \ + v_test_current_sum_max_abs_res: + worst_v_test_current_sum_max_abs_res = \ + v_test_current_sum_max_abs_res device_dict["v_from_i"]["current_sum"] = \ { "G": iv_curve["G"], @@ -543,15 +666,19 @@ def gauge_gold_dataset(test_func_dict, json_relpath=None): "i_gold": iv_curve["i_gold"].tolist(), "v_test": v_test.tolist(), "residual": v_test_current_sum_res.tolist(), - "max_abs_residual": v_test_current_sum_max_abs_res.tolist() + "max_abs_residual": + v_test_current_sum_max_abs_res.tolist(), } - # Gauge computed values against gold values for difference residual at terminal + # Gauge computed values against gold values for difference + # residual at terminal v_test_terminal_res = v_test - iv_curve["v_gold"] v_test_terminal_max_abs_res = numpy.amax( numpy.abs(v_test_terminal_res)) - if worst_v_test_terminal_max_abs_res < v_test_terminal_max_abs_res: - worst_v_test_terminal_max_abs_res = v_test_terminal_max_abs_res + if worst_v_test_terminal_max_abs_res < \ + v_test_terminal_max_abs_res: + worst_v_test_terminal_max_abs_res = \ + v_test_terminal_max_abs_res device_dict["v_from_i"]["terminal"] = \ { "G": iv_curve["G"], @@ -565,10 +692,11 @@ def gauge_gold_dataset(test_func_dict, json_relpath=None): "i_gold": iv_curve["i_gold"].tolist(), "v_test": v_test.tolist(), "residual": v_test_terminal_res.tolist(), - "max_abs_residual": v_test_terminal_max_abs_res.tolist() + "max_abs_residual": + v_test_terminal_max_abs_res.tolist(), } - # Compute summary performance statistics + # Compute summary performance statistics for this device if "i_from_v" in test_func_dict: device_dict["i_from_v"]["performance"]["time_s"]["min"] = \ min(device_dict["i_from_v"]["performance"]["time_s"]["data"]) @@ -600,71 +728,31 @@ def gauge_gold_dataset(test_func_dict, json_relpath=None): ["performance"]["time_s"]["data"], ddof=1) # Append the worst results found for this device to the output dict - # For convienent post processing and analysis, floats are NOT in hex format + # For convienent post processing and analysis, floats are NOT in hex + # format results.append(device_dict) - # Unit test consumers should be able to pass/fail based on the worst results returned for each device - return(results) - - -def pretty_print_gold_dataset(gold_dataset): - """ - TODO - Returns the dataset as a human-readale, comma-separated-value (csv) string. - """ - - # Convert gold dataset (input should be the lossless version) - gold_dataset_converted = convert_gold_dataset(gold_dataset) - - num_pts = len(gold_dataset_converted["devices"][0]["iv_curves"][0]["v_gold"]) - - # Initialize output - gold_dataset_csv = gold_dataset_converted["timestamp_utc_iso"] + \ - ", " + gold_dataset_converted["dataset_version"] + "\n\n" - gold_dataset_csv = gold_dataset_csv + "G (W/m^2), T (degC)" + "\n" - gold_dataset_csv = gold_dataset_csv + \ - "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" - gold_dataset_csv = gold_dataset_csv + \ - ", ".join(["v_gold_" + str(idx) + - " (V)" for idx in range(num_pts)]) + "\n" - gold_dataset_csv = gold_dataset_csv + \ - ", ".join(["i_gold_" + str(idx) + - " (A)" for idx in range(num_pts)]) + "\n" - gold_dataset_csv = gold_dataset_csv + "\n\n" - - for device in gold_dataset_converted["devices"]: - for iv_curve in device["iv_curves"]: - # Load G, T, and 5 single diode model parameters for each I-V curve - # Floats are converted from lossless, interchangeable hex format - gold_dataset_csv = gold_dataset_csv + ", ".join(map(str, - [ - iv_curve["G"], - iv_curve["T"] - ])) + "\n" - gold_dataset_csv = gold_dataset_csv + ", ".join(map(str, - [ - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["i_0"], - iv_curve["i_l"] - ])) + "\n" - gold_dataset_csv = gold_dataset_csv + ", ".join( - map(str, iv_curve["v_gold"].tolist())) + "\n" - gold_dataset_csv = gold_dataset_csv + ", ".join( - map(str, iv_curve["i_gold"].tolist())) + "\n" - - return gold_dataset_csv + # Unit test consumers should be able to pass/fail based on the worst + # results returned for each device + return results -# Run this module from the command line to generate data/sdm_gold.json and data/sdm_gold.csv +# Command line option if __name__ == '__main__': - # TODO Make this robust to running from different directories + gold_dataset = make_gold_dataset() - save_gold_dataset() + # File locations are robust to running script from different directories + rel_path = os.path.dirname(__file__) + json_rel_path = os.path.join(rel_path, "data", "sdm_gold.json") + csv_rel_path = os.path.join(rel_path, "data", "sdm_gold.csv") - import pprint + save_gold_dataset( + gold_dataset, json_rel_path=json_rel_path, csv_rel_path=csv_rel_path) - pprint.pprint(gauge_gold_dataset( - {"i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i}, json_relpath="data/sdm_gold.json")) + import pprint + pprint.pprint( + gauge_gold_dataset(gold_dataset, { + "i_from_v": pvsystem.i_from_v, + "v_from_i": pvsystem.v_from_i, + })) diff --git a/pvlib/test/test_constants.py b/pvlib/test/test_constants.py index 2f5e5b24bd..048e8051a4 100644 --- a/pvlib/test/test_constants.py +++ b/pvlib/test/test_constants.py @@ -2,18 +2,20 @@ def test_elementary_charge(): - # This would catch when the value provided by scipy changes + # This catches when the value provided by scipy changes assert constants.elementary_charge_C == 1.6021766208e-19 def test_boltzmann(): - # This would catch when the value provided by scipy changes + # This catches when the value provided by scipy changes assert constants.boltzmann_J_per_K == 1.38064852e-23 def test_T_stc_C(): + # This catches when the standard value changes assert constants.T_stc_C == 25. def test_T_stc_K(): + # This catches when the value converted by scipy changes assert constants.T_stc_K == 298.15 diff --git a/pvlib/test/test_sdm_gold.py b/pvlib/test/test_sdm_gold.py index 064885099f..b3b47312f4 100644 --- a/pvlib/test/test_sdm_gold.py +++ b/pvlib/test/test_sdm_gold.py @@ -8,22 +8,22 @@ def test_sum_current(): # Do this so test runs using pytest command from different directories - json_relpath = os.path.join(os.path.dirname( - __file__), "../data/sdm_gold.json") + json_relpath = os.path.join( + os.path.dirname(__file__), "../data/sdm_gold.json") gold_dataset = sdm_gold.convert_gold_dataset( - sdm_gold.load_gold_dataset(json_relpath)) + sdm_gold.load_gold_dataset(json_relpath=json_relpath)) for device in gold_dataset["devices"]: for iv_curve in device["iv_curves"]: current_sum_res = sdm_gold.sum_current( - iv_curve["r_sh"], - iv_curve["r_s"], - iv_curve["nNsVth"], - iv_curve["i_gold"], - iv_curve["v_gold"], - iv_curve["i_0"], + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + iv_curve["i_gold"], iv_curve["v_gold"], iv_curve["i_0"], iv_curve["i_l"]) - # atol typically smaller that the interval tolerance for gold dataset + # atol typically smaller that the interval tolerance used for gold + # dataset generation assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) + + +# TODO test data exactness after file save and reload \ No newline at end of file From 9d03ac93e9f311f069aafab3843898bf4a7e4382 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 6 Jun 2018 22:39:01 -0600 Subject: [PATCH 29/44] Finish unit tests and file structure --- .gitignore | 6 +- pvlib/__init__.py | 1 - pvlib/data/__init__.py | 0 pvlib/data/gold/README.md | 6 ++ pvlib/data/gold/__init__.py | 0 pvlib/data/{sdm_gold.csv => gold/sdm.csv} | 14 +-- pvlib/data/gold/sdm.json | 1 + pvlib/{sdm_gold.py => data/gold/sdm.py} | 116 +++++++++++++--------- pvlib/data/sdm_gold.json | 1 - pvlib/test/data/gold/test_sdm.py | 52 ++++++++++ pvlib/test/test_sdm_gold.py | 29 ------ 11 files changed, 137 insertions(+), 89 deletions(-) create mode 100644 pvlib/data/__init__.py create mode 100644 pvlib/data/gold/README.md create mode 100644 pvlib/data/gold/__init__.py rename pvlib/data/{sdm_gold.csv => gold/sdm.csv} (99%) create mode 100644 pvlib/data/gold/sdm.json rename pvlib/{sdm_gold.py => data/gold/sdm.py} (89%) delete mode 100644 pvlib/data/sdm_gold.json create mode 100644 pvlib/test/data/gold/test_sdm.py delete mode 100644 pvlib/test/test_sdm_gold.py diff --git a/.gitignore b/.gitignore index 8f2aeff33c..c5490a9d17 100644 --- a/.gitignore +++ b/.gitignore @@ -44,9 +44,10 @@ pip-log.txt pip-delete-this-directory.txt # Unit test / coverage reports -.tox/ .coverage .cache +.pytest_cache/ +.tox/ nosetests.xml coverage.xml @@ -73,8 +74,7 @@ coverage.xml # HDF tables *.h5 - -#Datafiles +# Datafiles *.csv *.json diff --git a/pvlib/__init__.py b/pvlib/__init__.py index 042ff42d88..299f19dbd5 100644 --- a/pvlib/__init__.py +++ b/pvlib/__init__.py @@ -12,4 +12,3 @@ from pvlib import spa from pvlib import modelchain from pvlib import constants -from pvlib import sdm_gold diff --git a/pvlib/data/__init__.py b/pvlib/data/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/pvlib/data/gold/README.md b/pvlib/data/gold/README.md new file mode 100644 index 0000000000..3b790dc214 --- /dev/null +++ b/pvlib/data/gold/README.md @@ -0,0 +1,6 @@ +Gold Datasets +============ + +## Single-Diode Model (SDM) + +TODO diff --git a/pvlib/data/gold/__init__.py b/pvlib/data/gold/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/pvlib/data/sdm_gold.csv b/pvlib/data/gold/sdm.csv similarity index 99% rename from pvlib/data/sdm_gold.csv rename to pvlib/data/gold/sdm.csv index 067e121387..50684725a7 100644 --- a/pvlib/data/sdm_gold.csv +++ b/pvlib/data/gold/sdm.csv @@ -1,4 +1,4 @@ -2018-04-15T13:41:19.336496, 1.0.0 +2018-06-02T22:21:21.228040, 1.0.0 G (W/m^2), T (degC) r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A) @@ -1168,8 +1168,8 @@ inf, 42.56, 0.3083108448049574, 2.2e-08, 0.048 0.04799072097045427, 0.047961701486344696, 0.047893341116814675, 0.04776200423477903, 0.04753948307989413, 0.04719326078360263, 0.04668671494098639, 0.04597928231278054, 0.04502659627010375, 0.043780604153846464, 0.04218966927402144, 0.04019866081820452, 0.03774903401911525, 0.03477890232378017, 0.031223102889631166, 0.02701325643750486, 0.02207782227673522, 0.01634214915781189, 0.009728522486960517, 0.0021562083435776244, -0.0064585053317058536 400.0, 50.0 inf, 42.56, 0.33416283581660905, 1.072213666670876e-06, 0.09322 --0.3491272996324071, -0.0192305912871511, 0.2730938559513283, 0.543314767915525, 0.798756796307309, 1.0435052067527466, 1.280088523966266, 1.5101895101653025, 1.734989750148021, 1.9553539024653368, 2.1719358141229597, 2.3852433022442705, 2.5956796075296955, 2.803570970143419, 3.0091855818735747, 3.2127469784482647, 3.4144437326528974, 3.614436618184618, 3.8128640024374336, 4.0098459727663505, 4.205487539947432 -0.0813307680058563, 0.07633397498258938, 0.07145735039763196, 0.06666943559607388, 0.06195163171226448, 0.0572916639258111, 0.052680835032774126, 0.04811266732496016, 0.04358215376374809, 0.039085311313727396, 0.03461889809755021, 0.0301802256496453, 0.025767029449922346, 0.02137737678529303, 0.017009599412804027, 0.012662243220644506, 0.008334029852393704, 0.004023826947292808, -0.0002693752877539479, -0.004546482769521021, -0.008808312629807538 +-0.3491272996324044, -0.01923059128714799, 0.27309385595133273, 0.5433147679155286, 0.7987567963073117, 1.0435052067527502, 1.2800885239662665, 1.510189510165306, 1.7349897501480214, 1.9553539024653368, 2.1719358141229597, 2.385243302244276, 2.5956796075296955, 2.803570970143419, 3.0091855818735747, 3.2127469784482647, 3.414443732652904, 3.614436618184618, 3.8128640024374336, 4.0098459727663505, 4.205487539947432 +0.08133076800585626, 0.07633397498258933, 0.07145735039763187, 0.06666943559607383, 0.06195163171226442, 0.05729166392581104, 0.052680835032774126, 0.048112667324960084, 0.04358215376374809, 0.039085311313727396, 0.03461889809755021, 0.03018022564964519, 0.025767029449922346, 0.02137737678529303, 0.017009599412804027, 0.012662243220644506, 0.008334029852393551, 0.004023826947292808, -0.0002693752877539479, -0.004546482769521021, -0.008808312629807538 400.0, 75.0 inf, 42.56, 0.3600148268282607, 3.0407536094957474e-05, 0.13843999999999998 -0.6478096608657427, -0.18590907446561378, 0.18866965626339205, 0.5089387120866609, 0.7915330693734686, 1.0461600506569302, 1.2790403054539206, 1.4944294900265376, 1.6953833588373637, 1.884179570166431, 2.0625670220547647, 2.2319215334595, 2.3933474444255687, 2.5477463879122686, 2.6958652909532255, 2.838330766362597, 2.975674316237535, 3.1083511692865704, 3.2367546061008503, 3.361227021847413, 3.4820685875088926 @@ -1504,8 +1504,8 @@ inf, 212.8, 0.3600148268282607, 3.0407536094957474e-05, 0.38071 0.04600212821462266, 0.04550748198626365, 0.045102411110391365, 0.044707159047923814, 0.044267569939394256, 0.04373697599360162, 0.04307018218611572, 0.04222103667407015, 0.041141326199496835, 0.03978023714440204, 0.038084083875887936, 0.035996173091414195, 0.03345674122650747, 0.03040293267310252, 0.026768801384071186, 0.022485326043921235, 0.017480433081800077, 0.011679024101338257, 0.005003005636432825, -0.0026286800604309246, -0.011300024002578844 400.0, 50.0 937.5, 42.56, 0.33416283581660905, 1.072213666670876e-06, 0.09322 --0.20783671665020176, 0.12738206622948045, 0.4235550862430628, 0.69679252652822, 0.9547156233779472, 1.2015713862742454, 1.4399863242517337, 1.6717070767970936, 1.8979591953555073, 2.11963889600578, 2.337423444998804, 2.551838518588605, 2.7633012882250414, 2.9721490702905133, 3.17865900853542, 3.383061977109116, 3.585552639572735, 3.786296880474424, 3.9854373976870474, 4.183097979879978, 4.37938682624955 -0.07801097047337967, 0.07288912870635274, 0.0679220771294991, 0.06306328525273049, 0.05828718558748444, 0.05357770294081348, 0.04892383784561558, 0.04431761171801018, 0.03975298446845941, 0.03522523157828465, 0.030730560905918535, 0.02626586436335925, 0.02182855011027606, 0.017416425184092504, 0.013027611004396013, 0.008660481034064351, 0.004313613806344879, -1.4243125306018754e-05, -0.004324201303957282, -0.00861725361335626, -0.012894292101191883 +-0.2078367166501991, 0.12738206622948356, 0.42355508624306726, 0.6967925265282235, 0.9547156233779499, 1.2015713862742485, 1.4399863242517341, 1.6717070767970972, 1.8979591953555077, 2.11963889600578, 2.337423444998804, 2.5518385185886103, 2.7633012882250414, 2.9721490702905133, 3.17865900853542, 3.383061977109116, 3.585552639572742, 3.786296880474424, 3.9854373976870474, 4.183097979879978, 4.37938682624955 +0.07801097047337963, 0.07288912870635268, 0.06792207712949902, 0.06306328525273043, 0.058287185587484386, 0.05357770294081342, 0.04892383784561558, 0.0443176117180101, 0.03975298446845941, 0.03522523157828465, 0.030730560905918535, 0.026265864363359134, 0.02182855011027606, 0.017416425184092504, 0.013027611004396013, 0.008660481034064351, 0.004313613806344725, -1.4243125306018754e-05, -0.004324201303957282, -0.00861725361335626, -0.012894292101191883 400.0, 75.0 937.5, 42.56, 0.3600148268282607, 3.0407536094957474e-05, 0.13843999999999998 -0.5240271904293108, -0.05967373894193706, 0.31667874180404176, 0.6383380707163675, 0.9220759155962539, 1.1776741443171195, 1.411398565913344, 1.6275342767314487, 1.8291572948084502, 2.018559822820161, 2.19750155238979, 2.3673665334824685, 2.529265526618584, 2.6841052696218597, 2.8326368153523376, 2.9754901587935096, 3.1131996091905747, 3.246222750767361, 3.3749548599683883, 3.4997400378414985, 3.6208799248648598 @@ -1840,8 +1840,8 @@ inf, 212.8, 0.3600148268282607, 3.0407536094957474e-05, 0.38071 0.03804775719129624, 0.03569060398593947, 0.03393869108469811, 0.03248777830050294, 0.03117991737739475, 0.029911836833597605, 0.028604051166633022, 0.02718805411922859, 0.025600245917069192, 0.023778769106624367, 0.021661742283353942, 0.019186222184252887, 0.016287570056076353, 0.012899054070391925, 0.008951595361831259, 0.004373604469586727, -0.0009091236979404949, -0.006973476124556271, -0.013899061765677938, -0.021768233676465118, -0.030666098686070804 400.0, 50.0 187.5, 42.56, 0.33416283581660905, 1.072213666670876e-06, 0.09322 -0.3573256152786186, 0.7138326962960062, 1.0254000074099983, 1.310703560978999, 1.5785509316605009, 1.8338361043602398, 2.0795775253936037, 2.3177773433242583, 2.5498369761854525, 2.7767788701675533, 2.9993739685021805, 3.218219383965943, 3.433788011006425, 3.64646147087889, 3.8565527151828007, 4.064321971752522, 4.269988267252087, 4.473737929633648, 4.675730978685503, 4.876106008334489, 5.07498397145802 -0.06473178034347317, 0.05910974360140617, 0.05378098405696772, 0.04863868387935692, 0.043629401088364286, 0.038721859000823006, 0.033895849096981415, 0.029137389290210258, 0.02443630728730468, 0.019784912636513663, 0.01517721213939183, 0.010608419218215037, 0.006074632751690928, 0.0015726187792904148, -0.002900342629236049, -0.007346567712256266, -0.01176805037785042, -0.016166523415701326, -0.02054350536877062, -0.02490033698869721, -0.029238209986729262 +0.3573256152786213, 0.7138326962960098, 1.0254000074100031, 1.310703560979002, 1.5785509316605038, 1.8338361043602434, 2.0795775253936046, 2.317777343324262, 2.5498369761854534, 2.7767788701675533, 2.9993739685021805, 3.2182193839659483, 3.433788011006425, 3.64646147087889, 3.8565527151828007, 4.064321971752522, 4.269988267252094, 4.473737929633648, 4.675730978685503, 4.876106008334489, 5.07498397145802 +0.06473178034347313, 0.05910974360140611, 0.05378098405696763, 0.04863868387935687, 0.04362940108836423, 0.03872185900082294, 0.033895849096981415, 0.02913738929021018, 0.024436307287304677, 0.019784912636513663, 0.01517721213939183, 0.010608419218214923, 0.006074632751690928, 0.0015726187792904148, -0.002900342629236049, -0.007346567712256266, -0.011768050377850576, -0.016166523415701326, -0.02054350536877062, -0.02490033698869721, -0.029238209986729262 400.0, 75.0 187.5, 42.56, 0.3600148268282607, 3.0407536094957474e-05, 0.13843999999999998 -0.028897308683583756, 0.44526760315276936, 0.8287150839666404, 1.1559355052351956, 1.4442473004873952, 1.703730518957877, 1.9408316077510381, 2.1599534235510944, 2.3642530386927967, 2.55608083343508, 2.7372396737298903, 2.909146533574342, 3.072937855390645, 3.2295407964602236, 3.379722912948786, 3.5241277285171613, 3.663300781002733, 3.7977090766905244, 3.9277558754385398, 4.053792101817839, 4.1761252742887285 diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json new file mode 100644 index 0000000000..d08a5a612a --- /dev/null +++ b/pvlib/data/gold/sdm.json @@ -0,0 +1 @@ +{"timestamp_utc_iso": "2018-06-02T22:21:21.228040", "dataset_version": "1.0.0", "python_version": "3.6.5 |Anaconda, Inc.| (default, Apr 29 2018, 16:14:56) \n[GCC 7.2.0]", "numpy_version": "1.14.3", "scipy_version": "1.1.0", "pvlib_version": "0.5.2+41.g0c33a71.dirty", "platform_version": "Linux-4.15.0-22-generic-x86_64-with-debian-buster-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_1_4.0_1.5", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", "0x1.d57306bdff7adp-2", "0x1.e536ec6688d77p-2", "0x1.f408826072c7cp-2", "0x1.01019ea79be56p-1", "0x1.079f1382ebd70p-1", "0x1.0de662673e2cep-1", "0x1.13dfe2f40d4b3p-1", "0x1.1992c4d97876cp-1"], "i_gold": ["0x1.ea14099e4868fp-8", "0x1.ea1384c6da354p-8", "0x1.ea10bb469448bp-8", "0x1.ea0694fb13787p-8", "0x1.e9e9a185af720p-8", "0x1.e9a3c3db4a35dp-8", "0x1.e90e71db20482p-8", "0x1.e7eb67d664889p-8", 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"0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/sdm_gold.py b/pvlib/data/gold/sdm.py similarity index 89% rename from pvlib/sdm_gold.py rename to pvlib/data/gold/sdm.py index c1e650a111..10ce9043f3 100644 --- a/pvlib/sdm_gold.py +++ b/pvlib/data/gold/sdm.py @@ -1,11 +1,12 @@ """ -The ``sdm_gold`` module contains functions for generating gold current-voltage -(IV) data for the five-parameter single diode model (SDM) and gauging -functions that compute IV values in terms of accuracy and computation speed. - -Run this module from the command line to generate a gold dataset in -pvlib/data/sdm_gold.json and pvlib/data/sdm_gold.csv and then guage the pvlib -functions against it. +The ``sdm`` module contains functions for generating gold current-voltage +(I-V) data for the five-parameter single-diode model (SDM) and gauging +functions that compute I-V values in terms of accuracy and computation speed. + +Run this module from the command line to generate a gold dataset in two +formats, pvlib/data/gold/sdm.json (lossles, machine-interoperable) and +pvlib/data/gold/sdm.csv (human readable and lossy) and then guage functions +against it that are compatible with the pvlib API. """ import copy @@ -26,7 +27,7 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, voltage, saturation_current, photocurrent): """ - Sum the current at the diode node of the single diode model (SDM). + Sum the current at the diode node of the single-diode model (SDM). The current sum equaling zero is the fundamental invariant of the SDM, as described in, e.g., De Soto et al. 2006 [1]. Reverse-voltage breakdown and @@ -95,7 +96,7 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, voltage, def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): """ - Create x-Si device based on cell parameters in Bishop's 1988 paper Fig. 6. + Create c-Si device based on cell parameters in Bishop's 1988 paper Fig. 6. Parameters are normalized to the cell area. """ @@ -132,11 +133,11 @@ def bootstrap_si_device_pvmismatch(N_s=1, cell_area_cm2=153., ideality_factor=1.5): """ - Create a x-Si device based on default cell parameters in PVMismatch. + Create a c-Si device based on default cell parameters in PVMismatch. Parameters are not normalized to the cell area. - First diode taken from two diode model used in PVMismatch, and default + First diode taken from double-diode model used in PVMismatch, and default ideality factor is average of first and second diode ideality factors. https://github.com/SunPower/PVMismatch/blob/master/pvmismatch/pvmismatch_lib/pvcell.py """ @@ -178,10 +179,36 @@ def bootstrap_si_device_pvmismatch(N_s=1, def make_gold_dataset(): """ - TODO - Returns the dataset in lossless machine-interoperable format to a python dictionary. + Make a gold dataset of I-V curves that accurately solve single-diode model. + + The set of I-V curves are generated from a range of PV devices: small c-Si + cell, large c-Si cell, c-Si "mini-module", c-Si module, and CdTe module. + Additionally, each device is ideal, nominal, or degraded in terms of its + series and parallel resistances. I-V curves for each device are generated + over a matrix of irradiance and temperature. The I-V curve data are + returned in a python dict that is in a lossless, machine-interoperable + format, which is the expected input to most of the other functions in this + python module. (Other functions can convert this dict to a human-readable + format.) An explict method of Bishop [1] is used to compute (V, I) pairs + mostly in the first quadrant, and interval analysis guarantees the + numerical computations up to a specified tolerance. + + New gold data can be added to the returned dict. Each change should be + versioned in `dataset_version`, following SemVer and maintaining backwards + compatibility whenever possible. Be sure to update all dependent functions. + + Parameters + ---------- + + Returns + ------- + gold_dataset : dict - Follow SemVer and maintain backwards compatibility for dataset whenever possible. + References + ---------- + [1] J. W. Bishop, "Computer simulation of the effects of electrical + mismatches in photovoltaic cell interconnection circuits", Solar Cells, + vol 25, pp. 73-89, 1988. """ # Load module inside function to avoid a global dependency requirement @@ -210,7 +237,7 @@ def make_gold_dataset(): pvsystem.retrieve_sam('cecmod').First_Solar_FS_495 ] - # Initialize the output + # Initialize the output, recording metadata gold_dataset = { "timestamp_utc_iso": datetime.datetime.utcnow().isoformat(), "dataset_version": '1.0.0', # dataset follows SemVer @@ -234,7 +261,7 @@ def make_gold_dataset(): "devices": [] } - # For each ideal, normal, or degraded device, create matrix of I-V curves + # For each ideal, nominal, or degraded device, create matrix of I-V curves for device in devices: device_dict = { "name": device.name, @@ -257,13 +284,12 @@ def make_gold_dataset(): else: raise ValueError('Unsupported device technology.') - # Do all "flavor" combinations of ideal device, regular device, and + # Do all "flavor" combinations of ideal device, nominal device, and # degraded device r_s_scale_grid, g_sh_scale_grid = numpy.meshgrid([0., 1., 5.], [0., 1., 5.]) - # For all "flavors" of this device, create I-V curves over the (G,T) - # matrix + # For all "flavors" of this device, create I-V curves over (G,T) matrix for r_s_scale, g_sh_scale in zip(r_s_scale_grid.flat, g_sh_scale_grid.flat): for G in G_list: @@ -303,23 +329,16 @@ def make_gold_dataset(): i_gold = i_l - i_0 * numpy.expm1(v_d / nNsVth) - g_sh * v_d v_gold = v_d - r_s * i_gold - # Record machine-interoperable hex values for vi_pair in - # zip(v_gold, i_gold): + # Record lossless, machine-interoperable hex values for + # the (V, I) pairs device_dict["iv_curves"].append({ - "G": - G.hex(), - "T": - T.hex(), - "i_l": - i_l.hex(), - "i_0": - i_0.hex(), - "r_s": - r_s.hex(), - "g_sh": - g_sh.hex(), - "nNsVth": - nNsVth.hex(), + "G": G.hex(), + "T": T.hex(), + "i_l": i_l.hex(), + "i_0": i_0.hex(), + "r_s": r_s.hex(), + "g_sh": g_sh.hex(), + "nNsVth": nNsVth.hex(), "v_gold": [v.hex() for v in v_gold.tolist()], "i_gold": [i.hex() for i in i_gold.tolist()] }) @@ -337,15 +356,16 @@ def make_gold_dataset(): for vi_pair in zip(v_gold, i_gold)] # Make sure the computed interval is within the specified - # tolerance + # tolerance, report bad value in exception if not for v, i, current_sum_residual_interval in zip( v_gold, i_gold, current_sum_residual_interval_list): if current_sum_residual_interval not in tol_interval: + # Don't include entire curve in exception message del device_dict["iv_curves"][-1]["v_gold"] del device_dict["iv_curves"][-1]["i_gold"] raise ValueError("Residual interval {} not in {}, \ - for (V,I)=({},{}) at {}".format( + for (V, I)=({}, {}) at {}".format( current_sum_residual_interval, tol_interval, v, i, [ float.fromhex(item) @@ -379,8 +399,8 @@ def convert_gold_dataset(gold_dataset): # Convert the values for device in gold_dataset_converted["devices"]: for iv_curve in device["iv_curves"]: - # Load G, T, and 5 single diode model parameters for each I-V curve - # Floats are converted from lossless, interchangeable hex format + # Load G, T, and 5 single-diode model parameters for each I-V curve + # Floats converted from lossless, machine-interoperable hex format iv_curve["G"] = float.fromhex(iv_curve["G"]) iv_curve["T"] = float.fromhex(iv_curve["T"]) @@ -415,7 +435,7 @@ def pretty_print_gold_dataset(gold_dataset): string. """ - # Convert gold dataset (input should be the lossless version) + # Convert gold dataset from hex gold_dataset_converted = convert_gold_dataset(gold_dataset) num_pts = len( @@ -437,7 +457,7 @@ def pretty_print_gold_dataset(gold_dataset): for device in gold_dataset_converted["devices"]: for iv_curve in device["iv_curves"]: - # Load G, T, and 5 single diode model parameters for each I-V curve + # Load G, T, and 5 single-diode model parameters for each I-V curve # Floats are converted from lossless, interchangeable hex format gold_dataset_csv = gold_dataset_csv + ", ".join( map(str, [iv_curve["G"], iv_curve["T"]])) + "\n" @@ -455,10 +475,10 @@ def pretty_print_gold_dataset(gold_dataset): def save_gold_dataset(gold_dataset, - json_rel_path="data/sdm_gold.json", - csv_rel_path="data/sdm_gold.csv"): + json_rel_path="sdm.json", + csv_rel_path="sdm.csv"): """ - Save gold dataset to disk in two formats. + Save gold dataset to file in two possible formats. The gold dataset dict is saved in a lossless, machine-interoperable json file and in a lossy, but human-readable, csv file. @@ -481,7 +501,7 @@ def save_gold_dataset(gold_dataset, fp.write(pretty_print_gold_dataset(gold_dataset)) -def load_gold_dataset(json_rel_path="data/sdm.json"): +def load_gold_dataset(json_rel_path="sdm.json"): """ Load gold dataset from disk. @@ -509,7 +529,7 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): This also helps verify that a given function meets the pvlib interface. """ - # Convert gold dataset + # Convert gold dataset from hex gold_dataset = convert_gold_dataset(gold_dataset) # Follow SemVer and maintain backwards dataset compatibility whenever @@ -744,8 +764,8 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): # File locations are robust to running script from different directories rel_path = os.path.dirname(__file__) - json_rel_path = os.path.join(rel_path, "data", "sdm_gold.json") - csv_rel_path = os.path.join(rel_path, "data", "sdm_gold.csv") + json_rel_path = os.path.join(rel_path, "sdm.json") + csv_rel_path = os.path.join(rel_path, "sdm.csv") save_gold_dataset( gold_dataset, json_rel_path=json_rel_path, csv_rel_path=csv_rel_path) diff --git a/pvlib/data/sdm_gold.json b/pvlib/data/sdm_gold.json deleted file mode 100644 index a9e396bf63..0000000000 --- a/pvlib/data/sdm_gold.json +++ /dev/null @@ -1 +0,0 @@ -{"timestamp_utc_iso": "2018-04-15T13:41:19.336496", "dataset_version": "1.0.0", "python_version": "3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19) \n[GCC 7.2.0]", "numpy_version": "1.14.2", "scipy_version": "1.0.1", "pvlib_version": "0.5.1+53.gf1c04be.dirty", "platform_version": "Linux-4.13.0-38-generic-x86_64-with-debian-stretch-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_1_4.0_1.5", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", 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"0x1.1300000000000p+10", "T": "0x1.9000000000000p+5", "i_l": "0x1.bea550870110bp+0", "i_0": "0x1.756d9dc466088p-35", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.99031f4712989p+1", "v_gold": ["0x1.1242bec051c10p+3", "0x1.aedc2730d0ef4p+3", "0x1.123666bf64cdcp+4", "0x1.435f8afc8a5f0p+4", "0x1.6fe075048d8c2p+4", "0x1.9ac6742b9c0b6p+4", "0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py new file mode 100644 index 0000000000..781d3d80df --- /dev/null +++ b/pvlib/test/data/gold/test_sdm.py @@ -0,0 +1,52 @@ +import logging +import os +import pprint +import uuid + +from numpy.testing import assert_allclose + +from pvlib import pvsystem +from pvlib.data.gold import sdm + + +def test_sum_current(): + # Test sum_current computation against comitted gold dataset + gold_dataset = sdm.convert_gold_dataset( + sdm.load_gold_dataset(json_rel_path=os.path.join( + os.path.dirname(sdm.__file__), "sdm.json"))) + + for device in gold_dataset["devices"]: + for iv_curve in device["iv_curves"]: + current_sum_res = sdm.sum_current( + iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], + iv_curve["i_gold"], iv_curve["v_gold"], iv_curve["i_0"], + iv_curve["i_l"]) + + # atol typically smaller that the interval tolerance used for gold + # dataset generation + assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) + + +def test_file_operations(): + # Test file saves and data exactness after json file save and reload + gold_dataset = sdm.make_gold_dataset() + file_name_json = "sdm_test_" + str(uuid.uuid4()) + ".json" + file_name_csv = "sdm_test_" + str(uuid.uuid4()) + ".csv" + sdm.save_gold_dataset(gold_dataset, json_rel_path=file_name_json, + csv_rel_path=file_name_csv) + gold_dataset_reloaded = sdm.load_gold_dataset(json_rel_path=file_name_json) + assert gold_dataset == gold_dataset_reloaded + os.remove(file_name_json) + os.remove(file_name_csv) + + +def test_gauge_gold_dataset(): + # Test that pvsystem functions can be guaged and (crudely) logs results + # FUTURE Report results somewhere using Air Speed Velocity or the like + json_rel_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") + gold_dataset = sdm.load_gold_dataset(json_rel_path=json_rel_path) + pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { + "i_from_v": pvsystem.i_from_v, + "v_from_i": pvsystem.v_from_i, + })) + logging.warn("blah") diff --git a/pvlib/test/test_sdm_gold.py b/pvlib/test/test_sdm_gold.py deleted file mode 100644 index b3b47312f4..0000000000 --- a/pvlib/test/test_sdm_gold.py +++ /dev/null @@ -1,29 +0,0 @@ -import os - -from numpy.testing import assert_allclose - -from pvlib import sdm_gold - - -def test_sum_current(): - - # Do this so test runs using pytest command from different directories - json_relpath = os.path.join( - os.path.dirname(__file__), "../data/sdm_gold.json") - - gold_dataset = sdm_gold.convert_gold_dataset( - sdm_gold.load_gold_dataset(json_relpath=json_relpath)) - - for device in gold_dataset["devices"]: - for iv_curve in device["iv_curves"]: - current_sum_res = sdm_gold.sum_current( - iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], - iv_curve["i_gold"], iv_curve["v_gold"], iv_curve["i_0"], - iv_curve["i_l"]) - - # atol typically smaller that the interval tolerance used for gold - # dataset generation - assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) - - -# TODO test data exactness after file save and reload \ No newline at end of file From 229c86fde2481ce48fc6746e95dc11c0200726d2 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 6 Jun 2018 22:42:16 -0600 Subject: [PATCH 30/44] Fix comment and tidy .gitignore --- .gitignore | 4 ++-- pvlib/test/data/gold/test_sdm.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index c5490a9d17..4c52bfeb7e 100644 --- a/.gitignore +++ b/.gitignore @@ -44,12 +44,12 @@ pip-log.txt pip-delete-this-directory.txt # Unit test / coverage reports -.coverage .cache +.coverage .pytest_cache/ .tox/ -nosetests.xml coverage.xml +nosetests.xml # Translations *.mo diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py index 781d3d80df..d458d6d930 100644 --- a/pvlib/test/data/gold/test_sdm.py +++ b/pvlib/test/data/gold/test_sdm.py @@ -41,7 +41,7 @@ def test_file_operations(): def test_gauge_gold_dataset(): - # Test that pvsystem functions can be guaged and (crudely) logs results + # Test that pvsystem functions can be guaged # FUTURE Report results somewhere using Air Speed Velocity or the like json_rel_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") gold_dataset = sdm.load_gold_dataset(json_rel_path=json_rel_path) From 054a537c8efdb4f44989b303bd382ea92701f7f1 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 7 Jun 2018 04:27:58 -0600 Subject: [PATCH 31/44] Add test skip decorator for pyinterval --- ci/requirements-py27.yml | 1 + ci/requirements-py34.yml | 1 + ci/requirements-py35.yml | 2 ++ ci/requirements-py36.yml | 1 + pvlib/test/conftest.py | 10 ++++++++++ pvlib/test/data/gold/test_sdm.py | 6 +++--- 6 files changed, 18 insertions(+), 3 deletions(-) diff --git a/ci/requirements-py27.yml b/ci/requirements-py27.yml index e6189d073b..34526c20ab 100644 --- a/ci/requirements-py27.yml +++ b/ci/requirements-py27.yml @@ -18,3 +18,4 @@ dependencies: - pip: - coveralls - pytest-timeout + - pyinterval diff --git a/ci/requirements-py34.yml b/ci/requirements-py34.yml index 3ad4dd7e65..140ba0954a 100644 --- a/ci/requirements-py34.yml +++ b/ci/requirements-py34.yml @@ -18,3 +18,4 @@ dependencies: - pip: - coveralls - pytest-timeout + - pyinterval diff --git a/ci/requirements-py35.yml b/ci/requirements-py35.yml index 8e7678fab0..6f4827accb 100644 --- a/ci/requirements-py35.yml +++ b/ci/requirements-py35.yml @@ -18,3 +18,5 @@ dependencies: - pip: - coveralls - pytest-timeout + - pyinterval + diff --git a/ci/requirements-py36.yml b/ci/requirements-py36.yml index ba8e9cdda5..afd8110460 100644 --- a/ci/requirements-py36.yml +++ b/ci/requirements-py36.yml @@ -17,3 +17,4 @@ dependencies: - nose - pip: - coveralls + - pyinterval diff --git a/pvlib/test/conftest.py b/pvlib/test/conftest.py index acfa06e489..b330977e84 100644 --- a/pvlib/test/conftest.py +++ b/pvlib/test/conftest.py @@ -87,3 +87,13 @@ def has_numba(): requires_siphon = pytest.mark.skipif(not has_siphon, reason='requires siphon') + + +try: + import interval # noqa + has_interval = True +except ImportError: + has_interval = False + +requires_interval = pytest.mark.skipif(not has_interval, + reason='requires interval') diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py index d458d6d930..880976597c 100644 --- a/pvlib/test/data/gold/test_sdm.py +++ b/pvlib/test/data/gold/test_sdm.py @@ -1,10 +1,10 @@ -import logging import os import pprint import uuid from numpy.testing import assert_allclose +from conftest import requires_interval from pvlib import pvsystem from pvlib.data.gold import sdm @@ -27,6 +27,7 @@ def test_sum_current(): assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) +@requires_interval def test_file_operations(): # Test file saves and data exactness after json file save and reload gold_dataset = sdm.make_gold_dataset() @@ -42,11 +43,10 @@ def test_file_operations(): def test_gauge_gold_dataset(): # Test that pvsystem functions can be guaged - # FUTURE Report results somewhere using Air Speed Velocity or the like + # FUTURE Report results somewhere using Airspeed Velocity or the like json_rel_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") gold_dataset = sdm.load_gold_dataset(json_rel_path=json_rel_path) pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { "i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i, })) - logging.warn("blah") From 05de14c034144614f1599dbfd7ec5f2a59e7d569 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 7 Jun 2018 04:53:23 -0600 Subject: [PATCH 32/44] Add scipy test skips for minimal python 2.7 build --- pvlib/test/test_constants.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/pvlib/test/test_constants.py b/pvlib/test/test_constants.py index 048e8051a4..831271dc5c 100644 --- a/pvlib/test/test_constants.py +++ b/pvlib/test/test_constants.py @@ -1,21 +1,26 @@ +from conftest import requires_scipy from pvlib import constants +@requires_scipy def test_elementary_charge(): # This catches when the value provided by scipy changes assert constants.elementary_charge_C == 1.6021766208e-19 +@requires_scipy def test_boltzmann(): # This catches when the value provided by scipy changes assert constants.boltzmann_J_per_K == 1.38064852e-23 +@requires_scipy def test_T_stc_C(): # This catches when the standard value changes assert constants.T_stc_C == 25. +@requires_scipy def test_T_stc_K(): # This catches when the value converted by scipy changes assert constants.T_stc_K == 298.15 From 1bdeb45620f5489481488daf4919ed0921f2656b Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 7 Jun 2018 13:16:55 -0600 Subject: [PATCH 33/44] Remove scipy dependencies --- pvlib/constants.py | 23 ++++++++++------------- pvlib/data/gold/sdm.py | 4 ++-- pvlib/test/test_constants.py | 15 +++++---------- 3 files changed, 17 insertions(+), 25 deletions(-) diff --git a/pvlib/constants.py b/pvlib/constants.py index e867971a11..7a46afd169 100644 --- a/pvlib/constants.py +++ b/pvlib/constants.py @@ -1,23 +1,20 @@ """ Useful constants for photovoltaic modeling. -Several constants are derived from scipy.constants, which are derived from -standardized CODATA. See https://physics.nist.gov/cuu/Constants/. +Several constants are derived from scipy.constants v1.1.0, which are derived +from standardized CODATA. See https://physics.nist.gov/cuu/Constants/. Units appear in the variable suffix to eliminate ambiguity. """ -import scipy.constants as constants +# elementary charge, from scipy.constants.value('elementary charge') +elementary_charge_C = 1.6021766208e-19 -# elementary charge, 1.6021766208e-19 C -elementary_charge_C = constants.value('elementary charge') +# Boltzmann constant, from scipy.constants.value('Boltzmann constant') +boltzmann_J_per_K = 1.38064852e-23 -# Boltzmann constant, 1.38064852e-23 J/K -boltzmann_J_per_K = constants.value('Boltzmann constant') +# Define standard test condition (STC) temperature in degrees Celsius +T_stc_degC = 25. -# Define standard test condition (STC) temperature -T_stc_C = 25. # degC - -# Define standard test condition (STC) temperature -T_stc_K = constants.convert_temperature(T_stc_C, 'Celsius', - 'Kelvin') # 298.15 K +# Define standard test condition (STC) temperature in Kelvin +T_stc_K = 273.15 + T_stc_degC diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index 10ce9043f3..885c5c8963 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -18,8 +18,9 @@ from timeit import default_timer as timer import numpy -import scipy # constants depends on scipy version +# constants is tied to a specific scipy.constants version, but they rarely +# change, and this can be traced through pvlib.version from pvlib import constants, pvsystem import pvlib.version @@ -243,7 +244,6 @@ def make_gold_dataset(): "dataset_version": '1.0.0', # dataset follows SemVer "python_version": sys.version, "numpy_version": numpy.__version__, - "scipy_version": scipy.__version__, "pvlib_version": pvlib.version.__version__, "platform_version": platform.platform(), "residual_interval_tolerance": tol, diff --git a/pvlib/test/test_constants.py b/pvlib/test/test_constants.py index 831271dc5c..ad4deda2fc 100644 --- a/pvlib/test/test_constants.py +++ b/pvlib/test/test_constants.py @@ -1,26 +1,21 @@ -from conftest import requires_scipy from pvlib import constants -@requires_scipy def test_elementary_charge(): - # This catches when the value provided by scipy changes + # This catches when the value changes assert constants.elementary_charge_C == 1.6021766208e-19 -@requires_scipy def test_boltzmann(): - # This catches when the value provided by scipy changes + # This catches when the value changes assert constants.boltzmann_J_per_K == 1.38064852e-23 -@requires_scipy -def test_T_stc_C(): +def test_T_stc_degC(): # This catches when the standard value changes - assert constants.T_stc_C == 25. + assert constants.T_stc_degC == 25. -@requires_scipy def test_T_stc_K(): - # This catches when the value converted by scipy changes + # This catches when the standard value changes assert constants.T_stc_K == 298.15 From 599f48be4a0207209ec0a11523a7d3125c008bca Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 7 Jun 2018 18:11:37 -0600 Subject: [PATCH 34/44] Add scipy test skip filter --- pvlib/test/data/gold/test_sdm.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py index 880976597c..f591c19fdd 100644 --- a/pvlib/test/data/gold/test_sdm.py +++ b/pvlib/test/data/gold/test_sdm.py @@ -4,7 +4,7 @@ from numpy.testing import assert_allclose -from conftest import requires_interval +from conftest import requires_interval, requires_scipy from pvlib import pvsystem from pvlib.data.gold import sdm @@ -41,6 +41,7 @@ def test_file_operations(): os.remove(file_name_csv) +@requires_scipy def test_gauge_gold_dataset(): # Test that pvsystem functions can be guaged # FUTURE Report results somewhere using Airspeed Velocity or the like From cb01100ea7042657d35c3b0f28d9e3c7bffd16cb Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 7 Jun 2018 18:46:54 -0600 Subject: [PATCH 35/44] Update for new pvsystem.calcparams_desoto API --- pvlib/data/gold/sdm.csv | 2 +- pvlib/data/gold/sdm.json | 2 +- pvlib/data/gold/sdm.py | 10 +++++++--- pvlib/pvsystem.py | 14 +++++++------- 4 files changed, 16 insertions(+), 12 deletions(-) diff --git a/pvlib/data/gold/sdm.csv b/pvlib/data/gold/sdm.csv index 50684725a7..3f9cc8de41 100644 --- a/pvlib/data/gold/sdm.csv +++ b/pvlib/data/gold/sdm.csv @@ -1,4 +1,4 @@ -2018-06-02T22:21:21.228040, 1.0.0 +2018-06-08T00:42:29.366402, 1.0.0 G (W/m^2), T (degC) r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A) diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json index d08a5a612a..396ea20059 100644 --- a/pvlib/data/gold/sdm.json +++ b/pvlib/data/gold/sdm.json @@ -1 +1 @@ -{"timestamp_utc_iso": "2018-06-02T22:21:21.228040", "dataset_version": "1.0.0", "python_version": "3.6.5 |Anaconda, Inc.| (default, Apr 29 2018, 16:14:56) \n[GCC 7.2.0]", "numpy_version": "1.14.3", "scipy_version": "1.1.0", "pvlib_version": "0.5.2+41.g0c33a71.dirty", "platform_version": "Linux-4.15.0-22-generic-x86_64-with-debian-buster-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, 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"0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index 885c5c8963..80432778f2 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -297,10 +297,14 @@ def make_gold_dataset(): # Compute the model parameters at each # irradiance-temperature combo device_params = pvsystem.calcparams_desoto( - poa_global=G, + effective_irradiance=G, temp_cell=T, - alpha_isc=device.alpha_sc, - module_parameters=device, + alpha_sc=device.alpha_sc, + a_ref=device.a_ref, + I_L_ref=device.I_L_ref, + I_o_ref=device.I_o_ref, + R_sh_ref=device.R_sh_ref, + R_s=device.R_s, EgRef=EgRef, dEgdT=dEgdT) # More convienent variable names diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index ea374fab22..b1cb1be42a 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -947,12 +947,12 @@ def physicaliam(aoi, n=1.526, K=4., L=0.002): def calcparams_desoto(effective_irradiance, temp_cell, - alpha_sc, a_ref, I_L_ref, I_o_ref, R_sh_ref, R_s, + alpha_sc, a_ref, I_L_ref, I_o_ref, R_sh_ref, R_s, EgRef=1.121, dEgdT=-0.0002677, irrad_ref=1000, temp_ref=25): ''' - Calculates five parameter values for the single diode equation at - effective irradiance and cell temperature using the De Soto et al. + Calculates five parameter values for the single diode equation at + effective irradiance and cell temperature using the De Soto et al. model described in [1]. The five values returned by calcparams_desoto can be used by singlediode to calculate an IV curve. @@ -969,7 +969,7 @@ def calcparams_desoto(effective_irradiance, temp_cell, module in units of A/C. a_ref : float - The product of the usual diode ideality factor (n, unitless), + The product of the usual diode ideality factor (n, unitless), number of cells in series (Ns), and cell thermal voltage at reference conditions, in units of V. @@ -989,14 +989,14 @@ def calcparams_desoto(effective_irradiance, temp_cell, EgRef : float The energy bandgap at reference temperature in units of eV. - 1.121 eV for crystalline silicon. EgRef must be >0. For parameters + 1.121 eV for crystalline silicon. EgRef must be >0. For parameters from the SAM CEC module database, EgRef=1.121 is implicit for all cell types in the parameter estimation algorithm used by NREL. dEgdT : float The temperature dependence of the energy bandgap at reference - conditions in units of 1/K. May be either a scalar value - (e.g. -0.0002677 as in [1]) or a DataFrame (this may be useful if + conditions in units of 1/K. May be either a scalar value + (e.g. -0.0002677 as in [1]) or a DataFrame (this may be useful if dEgdT is a modeled as a function of temperature). For parameters from the SAM CEC module database, dEgdT=-0.0002677 is implicit for all cell types in the parameter estimation algorithm used by NREL. From 0c527e16709b2e96d1d46886d9ab9c626fe1d843 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sat, 9 Jun 2018 18:19:07 -0600 Subject: [PATCH 36/44] Add README documentation and whatsnew --- docs/sphinx/source/whatsnew/v0.6.0.rst | 5 +- pvlib/data/gold/README.md | 52 +++++++++- pvlib/data/gold/sdm.py | 126 +++++++++++++++++-------- pvlib/pvsystem.py | 66 ++++++------- 4 files changed, 170 insertions(+), 79 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.6.0.rst b/docs/sphinx/source/whatsnew/v0.6.0.rst index df86228739..38651090d2 100644 --- a/docs/sphinx/source/whatsnew/v0.6.0.rst +++ b/docs/sphinx/source/whatsnew/v0.6.0.rst @@ -13,7 +13,8 @@ Enhancements * Add sea surface albedo in irradiance.py (:issue:`458`) * Implement first_solar_spectral_loss in modelchain.py (:issue:`359`) * Clarify arguments Egref and dEgdT for calcparams_desoto (:issue:`462`) - +* Add gold I-V data set for the single-diode model, along with ``i_from_v()`` +and ``v_from_i()`` performance benchmarking Bug fixes ~~~~~~~~~ @@ -35,4 +36,4 @@ Contributors * Will Holmgren * Yu Cao * Cliff Hansen - +* Mark Campanelli diff --git a/pvlib/data/gold/README.md b/pvlib/data/gold/README.md index 3b790dc214..9d007a9aca 100644 --- a/pvlib/data/gold/README.md +++ b/pvlib/data/gold/README.md @@ -1,6 +1,56 @@ Gold Datasets ============ +This directory contains gold datasets and modules for algorithm testing and +benchmarking. + ## Single-Diode Model (SDM) -TODO +### Gold Dataset creation + +The I-V curve gold dataset for the SDM is generated by runnning the following +python script in this directory + +```console +$ python sdm.py +``` + +which will overwrite the existing `sdm.json` and `sdm.csv` files. `sdm.json` is +the lossles, machine-interoperable format, and `sdm.csv` is formatted to be +human-readable and to be easily viewed in a spreadsheet program. + +NOTES: +- You will need to `pip install pyinterval` in order to generate gold +datasets, because interval arithmetic is used to ensure computational accuracy. +- I-V curves are generated over a range of device types and operating +conditions. +- See the `sdm.py` and `test_sdm.py` source code for details/examples. + +### Benchmarking SDM Functions + +Using an existing `sdm.json` gold dataset, you can test/benchmark various +`i_from_v()` and `v_from_i()` implementations for accuracy/performance using a +python script such as + +```python +import os +import pprint + +from pvlib import pvsystem +from pvlib.data.gold import sdm + +json_rel_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") +gold_dataset = sdm.load_gold_dataset(json_rel_path=json_rel_path) +pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { + "i_from_v": pvsystem.i_from_v, + "v_from_i": pvsystem.v_from_i, + })) +``` + +NOTES: +- Any functions compatible with the `pvsystem.i_from_v` and `pvsystem.v_from_i` +APIs can be tested/benchmarked against the gold dataset. +- For each function tested/benchmarked, the worst computed I-V curve for each device is returned along with performance timing information and statistics for +the ensemble of I-V curve computations for that device (without any +repetitions). +- See the `sdm.py` and `test_sdm.py` source code for details/examples. diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index 80432778f2..ef8bfc733c 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -43,40 +43,35 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, voltage, Parameters ---------- resistance_shunt : numeric - Shunt resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rsh``. - 0 < resistance_shunt <= numpy.inf + Shunt resistance in ohms under desired I-V curve conditions. + Often abbreviated ``Rsh``. ``0 < Rsh <= numpy.inf`` resistance_series : numeric - Series resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rs``. - 0 <= resistance_series < numpy.inf + Series resistance in ohms under desired I-V curve conditions. + Often abbreviated ``Rs``. ``0 <= Rs < numpy.inf`` nNsVth : numeric The product of three components. 1) The usual diode ideal factor - (n), 2) the number of cells in series (Ns), and 3) the cell - thermal voltage under the desired IV curve conditions (Vth). The + (``n``), 2) the number of cells in series (``Ns``), and 3) the cell + thermal voltage under the desired I-V curve conditions (``Vth``). The thermal voltage of the cell (in volts) may be calculated as - ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), - temp_cell is the temperature of the p-n junction in Kelvin, and - q is the charge of an electron (coulombs). - 0 < nNsVth + ``k*temp_cell/q``, where ``k`` is Boltzmann's constant (J/K), + ``temp_cell`` is the temperature of the p-n junction in Kelvin, and + ``q`` is the charge of an electron (coulombs). ``0 < nNsVth`` current : numeric - The terminal current in amperes under desired IV curve conditions. + The terminal current in amperes under desired I-V curve conditions. voltage : numeric - The terminal voltage in volts under desired IV curve conditions. + The terminal voltage in volts under desired I-V curve conditions. saturation_current : numeric - Diode saturation current in amperes under desired IV curve - conditions. Often abbreviated ``I_0``. - 0 < saturation_current + Diode saturation current in amperes under desired I-V curve + conditions. Often abbreviated ``I_0``. ``0 < I_0`` photocurrent : numeric Light-generated current (photocurrent) in amperes under desired - IV curve conditions. Often abbreviated ``I_L``. - 0 <= photocurrent + I-V curve conditions. Often abbreviated ``I_L``. ``0 <= I_L`` Returns ------- @@ -195,8 +190,9 @@ def make_gold_dataset(): numerical computations up to a specified tolerance. New gold data can be added to the returned dict. Each change should be - versioned in `dataset_version`, following SemVer and maintaining backwards - compatibility whenever possible. Be sure to update all dependent functions. + versioned in ``dataset_version``, following SemVer and maintaining + backwards compatibility whenever possible. Be sure to update all dependent + functions. Parameters ---------- @@ -390,6 +386,14 @@ def convert_gold_dataset(gold_dataset): From a gold dataset in the lossless, machine-interoperable format, create and return a copy in a numpy-based machine-specific format for the current architecture that is compatible with the pvlib API. + + Parameters + ---------- + gold_dataset : dict + + Returns + ------- + gold_dataset_converted : dict """ # Return a new dict instead of clobbering existing (uses more memory) @@ -437,6 +441,15 @@ def pretty_print_gold_dataset(gold_dataset): From a gold dataset in the lossless, machine-interoperable format, create and return the dataset as a human-readale, comma-separated-value (csv) string. + + Parameters + ---------- + gold_dataset : dict + + Returns + ------- + gold_dataset_csv : str + """ # Convert gold dataset from hex @@ -490,6 +503,20 @@ def save_gold_dataset(gold_dataset, Relative file paths are used, which are relative to the current directory. Defaults are customizable. Set a file path to None to skip saving that file. + + Parameters + ---------- + gold_dataset : dict + + json_rel_path : str + Pass ``None`` to skip writing this file. + + csv_rel_path :str + Pass ``None`` to skip writing this file. + + Returns + ------- + """ # When requested, write dataset in json file, skips when empty path string @@ -512,6 +539,14 @@ def load_gold_dataset(json_rel_path="sdm.json"): The gold dataset is loaded from a json file into a dict in lossless, machine-interoperable format. Pass this to convert_gold_dataset() in order to use the data with pvlib on a specific machine. + + Parameters + ---------- + json_rel_path : str + + Returns + ------- + gold_dataset : dict """ # This should normalize the path for the particular OS @@ -519,18 +554,32 @@ def load_gold_dataset(json_rel_path="sdm.json"): return json.load(fp) -def gauge_gold_dataset(gold_dataset, test_func_dict): +def gauge_gold_dataset(gold_dataset, test_func): """ Gauge modeling functions for accuracy and speed against the gold dataset. - For each modeling function passed in the dictionary, this gauges and - returns the IV curve for each device with the least accuracy as compared - to the gold dataset. Gauges are for both the residual of the current sum - at the diode node and the residual in terminal I or V. Timing data and - summary statistics are also returned for the ensemble of computations per - function and per device. + For each modeling function passed in the test_func dictionary, this gauges + and returns the I-V curve for each device with the least accuracy as + compared to the gold dataset. Gauges are for both the residual of the + current sum at the diode node and the residual in terminal I or V. Timing + data and summary statistics are also returned for the ensemble of + computations per function and per device. This also helps verify that a given function meets the pvlib interface. + + Parameters + ---------- + gold_dataset : dict + + test_func : dict + + Returns + ------- + results : list + A per-device list of results with each function tested/benchmarked. The +worst computed I-V curve is returned along with performance timing information +and statistics for the device-ensemble of I-V curve computations (without any +repetitions). """ # Convert gold dataset from hex @@ -550,7 +599,7 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): worst_v_test_current_sum_max_abs_res = 0. worst_v_test_terminal_max_abs_res = 0. - # Initialize the worst results for this device + # Initialize the worst results and benchmarks for this device # Note that a caller may choose not to test all the possible functions # FUTURE This dictionary can be expanded in a backwards compatible # manner to support additional gold values and residuals for @@ -559,7 +608,7 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): {"name": device["name"], "Technology": device["Technology"], "N_s": device["N_s"]} - if "i_from_v" in test_func_dict: + if "i_from_v" in test_func: device_dict["i_from_v"] = { "current_sum": None, "terminal": None, @@ -572,7 +621,7 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): } } } - if "v_from_i" in test_func_dict: + if "v_from_i" in test_func: device_dict["v_from_i"] = { "current_sum": None, "terminal": None, @@ -589,11 +638,11 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): # Gauge each I-V curve for current sum and terminal residuals for iv_curve in device["iv_curves"]: # Check if caller wants to test an i_from_v function - if "i_from_v" in test_func_dict: + if "i_from_v" in test_func: # Compute test values using provided test function that meets # pvlib API start = timer() - i_test = test_func_dict["i_from_v"]( + i_test = test_func["i_from_v"]( iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], iv_curve["v_gold"], iv_curve["i_0"], iv_curve["i_l"]) device_dict["i_from_v"]["performance"]["time_s"][ @@ -655,11 +704,11 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): } # Check if caller wants to test a v_from_i function - if "v_from_i" in test_func_dict: + if "v_from_i" in test_func: # Compute test values using provided test function that meets # pvlib API start = timer() - v_test = test_func_dict["v_from_i"]( + v_test = test_func["v_from_i"]( iv_curve["r_sh"], iv_curve["r_s"], iv_curve["nNsVth"], iv_curve["i_gold"], iv_curve["i_0"], iv_curve["i_l"]) device_dict["v_from_i"]["performance"]["time_s"][ @@ -721,7 +770,7 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): } # Compute summary performance statistics for this device - if "i_from_v" in test_func_dict: + if "i_from_v" in test_func: device_dict["i_from_v"]["performance"]["time_s"]["min"] = \ min(device_dict["i_from_v"]["performance"]["time_s"]["data"]) device_dict["i_from_v"]["performance"]["time_s"]["med"] = \ @@ -736,7 +785,7 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): numpy.std(device_dict["i_from_v"] ["performance"]["time_s"]["data"], ddof=1) - if "v_from_i" in test_func_dict: + if "v_from_i" in test_func: device_dict["v_from_i"]["performance"]["time_s"]["min"] = \ min(device_dict["v_from_i"]["performance"]["time_s"]["data"]) device_dict["v_from_i"]["performance"]["time_s"]["med"] = \ @@ -751,7 +800,8 @@ def gauge_gold_dataset(gold_dataset, test_func_dict): numpy.std(device_dict["v_from_i"] ["performance"]["time_s"]["data"], ddof=1) - # Append the worst results found for this device to the output dict + # Append the worst results and the benchmarking for this device to the + # output list of devices # For convienent post processing and analysis, floats are NOT in hex # format results.append(device_dict) diff --git a/pvlib/pvsystem.py b/pvlib/pvsystem.py index b1cb1be42a..b053e571be 100644 --- a/pvlib/pvsystem.py +++ b/pvlib/pvsystem.py @@ -1944,49 +1944,44 @@ def v_from_i(resistance_shunt, resistance_series, nNsVth, current, Device voltage at the given device current for the single diode model. Uses the single diode model (SDM) as described in, e.g., - Jain and Kapoor 2004 [1]. + Jain and Kapoor 2004 [1]. The solution is per Eq 3 of [1] except when resistance_shunt=numpy.inf, - in which case the explict solution for voltage is used. + in which case the explict solution for voltage is used. Ideal device parameters are specified by resistance_shunt=np.inf and - resistance_series=0. + resistance_series=0. Inputs to this function can include scalars and pandas.Series, but it is - the caller's responsibility to ensure that the arguments are all float64 - and within the proper ranges. + the caller's responsibility to ensure that the arguments are all float64 + and within the proper ranges. Parameters ---------- resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rsh``. - 0 < resistance_shunt <= numpy.inf + Often abbreviated ``Rsh``. ``0 < Rsh <= numpy.inf`` resistance_series : numeric Series resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rs``. - 0 <= resistance_series < numpy.inf + Often abbreviated ``Rs``. ``0 <= Rs < numpy.inf`` nNsVth : numeric The product of three components. 1) The usual diode ideal factor - (n), 2) the number of cells in series (Ns), and 3) the cell - thermal voltage under the desired IV curve conditions (Vth). The + (``n``), 2) the number of cells in series (``Ns``), and 3) the cell + thermal voltage under the desired IV curve conditions (``Vth``). The thermal voltage of the cell (in volts) may be calculated as - ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), - temp_cell is the temperature of the p-n junction in Kelvin, and - q is the charge of an electron (coulombs). - 0 < nNsVth + ``k*temp_cell/q``, where ``k`` is Boltzmann's constant (J/K), + ``temp_cell`` is the temperature of the p-n junction in Kelvin, and + ``q`` is the charge of an electron (coulombs). ``0 < nNsVth`` current : numeric The current in amperes under desired IV curve conditions. saturation_current : numeric Diode saturation current in amperes under desired IV curve - conditions. Often abbreviated ``I_0``. - 0 < saturation_current + conditions. Often abbreviated ``I_0``. ``0 < I_0`` photocurrent : numeric Light-generated current (photocurrent) in amperes under desired - IV curve conditions. Often abbreviated ``I_L``. - 0 <= photocurrent + IV curve conditions. Often abbreviated ``I_L``. ``0 <= I_L`` Returns ------- @@ -2084,49 +2079,44 @@ def i_from_v(resistance_shunt, resistance_series, nNsVth, voltage, Device current at the given device voltage for the single diode model. Uses the single diode model (SDM) as described in, e.g., - Jain and Kapoor 2004 [1]. + Jain and Kapoor 2004 [1]. The solution is per Eq 2 of [1] except when resistance_series=0, - in which case the explict solution for current is used. + in which case the explict solution for current is used. Ideal device parameters are specified by resistance_shunt=np.inf and - resistance_series=0. + resistance_series=0. Inputs to this function can include scalars and pandas.Series, but it is - the caller's responsibility to ensure that the arguments are all float64 - and within the proper ranges. + the caller's responsibility to ensure that the arguments are all float64 + and within the proper ranges. Parameters ---------- resistance_shunt : numeric Shunt resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rsh``. - 0 < resistance_shunt <= numpy.inf + Often abbreviated ``Rsh``. ``0 < Rsh <= numpy.inf`` resistance_series : numeric Series resistance in ohms under desired IV curve conditions. - Often abbreviated ``Rs``. - 0 <= resistance_series < numpy.inf + Often abbreviated ``Rs``. ``0 <= Rs < numpy.inf`` nNsVth : numeric The product of three components. 1) The usual diode ideal factor - (n), 2) the number of cells in series (Ns), and 3) the cell - thermal voltage under the desired IV curve conditions (Vth). The + (``n``), 2) the number of cells in series (``Ns``), and 3) the cell + thermal voltage under the desired IV curve conditions (``Vth``). The thermal voltage of the cell (in volts) may be calculated as - ``k*temp_cell/q``, where k is Boltzmann's constant (J/K), - temp_cell is the temperature of the p-n junction in Kelvin, and - q is the charge of an electron (coulombs). - 0 < nNsVth + ``k*temp_cell/q``, where ``k`` is Boltzmann's constant (J/K), + ``temp_cell`` is the temperature of the p-n junction in Kelvin, and + ``q`` is the charge of an electron (coulombs). ``0 < nNsVth`` voltage : numeric The voltage in volts under desired IV curve conditions. saturation_current : numeric Diode saturation current in amperes under desired IV curve - conditions. Often abbreviated ``I_0``. - 0 < saturation_current + conditions. Often abbreviated ``I_0``. ``0 < I_0`` photocurrent : numeric Light-generated current (photocurrent) in amperes under desired - IV curve conditions. Often abbreviated ``I_L``. - 0 <= photocurrent + IV curve conditions. Often abbreviated ``I_L``. ``0 <= I_L`` Returns ------- From 0ad15d136c42f40a1f46a8884c06bac74703ba83 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sat, 16 Jun 2018 16:51:36 -0600 Subject: [PATCH 37/44] Remove constants.py and move constants into sdm.py --- pvlib/__init__.py | 1 - pvlib/constants.py | 20 ------------------- pvlib/data/gold/README.md | 2 +- pvlib/data/gold/sdm.py | 33 +++++++++++++++++++++++++------- pvlib/test/data/gold/test_sdm.py | 8 ++++++++ pvlib/test/test_constants.py | 21 -------------------- 6 files changed, 35 insertions(+), 50 deletions(-) delete mode 100644 pvlib/constants.py delete mode 100644 pvlib/test/test_constants.py diff --git a/pvlib/__init__.py b/pvlib/__init__.py index 299f19dbd5..b756147eba 100644 --- a/pvlib/__init__.py +++ b/pvlib/__init__.py @@ -11,4 +11,3 @@ from pvlib import pvsystem from pvlib import spa from pvlib import modelchain -from pvlib import constants diff --git a/pvlib/constants.py b/pvlib/constants.py deleted file mode 100644 index 7a46afd169..0000000000 --- a/pvlib/constants.py +++ /dev/null @@ -1,20 +0,0 @@ -""" -Useful constants for photovoltaic modeling. - -Several constants are derived from scipy.constants v1.1.0, which are derived -from standardized CODATA. See https://physics.nist.gov/cuu/Constants/. - -Units appear in the variable suffix to eliminate ambiguity. -""" - -# elementary charge, from scipy.constants.value('elementary charge') -elementary_charge_C = 1.6021766208e-19 - -# Boltzmann constant, from scipy.constants.value('Boltzmann constant') -boltzmann_J_per_K = 1.38064852e-23 - -# Define standard test condition (STC) temperature in degrees Celsius -T_stc_degC = 25. - -# Define standard test condition (STC) temperature in Kelvin -T_stc_K = 273.15 + T_stc_degC diff --git a/pvlib/data/gold/README.md b/pvlib/data/gold/README.md index 9d007a9aca..333eb80367 100644 --- a/pvlib/data/gold/README.md +++ b/pvlib/data/gold/README.md @@ -16,7 +16,7 @@ $ python sdm.py ``` which will overwrite the existing `sdm.json` and `sdm.csv` files. `sdm.json` is -the lossles, machine-interoperable format, and `sdm.csv` is formatted to be +the lossless, machine-interoperable format, and `sdm.csv` is formatted to be human-readable and to be easily viewed in a spreadsheet program. NOTES: diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index ef8bfc733c..20a20fcf56 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -19,12 +19,29 @@ import numpy -# constants is tied to a specific scipy.constants version, but they rarely -# change, and this can be traced through pvlib.version -from pvlib import constants, pvsystem +from pvlib import pvsystem import pvlib.version +# Useful constants for photovoltaic modeling that are versioned. Several +# constants are derived from scipy.constants v1.1.0, which are from +# standardized CODATA. See https://physics.nist.gov/cuu/Constants/. We do not +# import scipy because it is not required in the base pvlib installation. Units +# appear in the variable suffix to eliminate ambiguity. + +# elementary charge, from scipy.constants.value('elementary charge') +elementary_charge_C = 1.6021766208e-19 + +# Boltzmann constant, from scipy.constants.value('Boltzmann constant') +boltzmann_J_per_K = 1.38064852e-23 + +# Define standard test condition (STC) temperature in degrees Celsius +T_stc_degC = 25. + +# Define standard test condition (STC) temperature in Kelvin +T_stc_K = 273.15 + T_stc_degC + + def sum_current(resistance_shunt, resistance_series, nNsVth, current, voltage, saturation_current, photocurrent): """ @@ -111,8 +128,8 @@ def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): device.I_mp_ref = None device.V_mp_ref = None device.beta_oc = None - device.a_ref = N_s * ideality_factor * constants.boltzmann_J_per_K * \ - constants.T_stc_K / constants.elementary_charge_C # Volt + device.a_ref = N_s * ideality_factor * boltzmann_J_per_K * T_stc_K / \ + elementary_charge_C # Volt device.I_L_ref = cell_area_cm2 * 30.e-3 # Amp device.I_o_ref = cell_area_cm2 * 5500.e-12 # Amp device.R_s = N_s * cell_area_cm2 * 1.33 # Ohm @@ -138,6 +155,8 @@ def bootstrap_si_device_pvmismatch(N_s=1, https://github.com/SunPower/PVMismatch/blob/master/pvmismatch/pvmismatch_lib/pvcell.py """ + # TODO Check into normalizing for Ns + # This should match the default value for cell_area_cm2 argument default_cell_area_cm2 = 153. @@ -156,8 +175,8 @@ def bootstrap_si_device_pvmismatch(N_s=1, device.I_mp_ref = None device.V_mp_ref = None device.beta_oc = None - device.a_ref = N_s * ideality_factor * constants.boltzmann_J_per_K * \ - constants.T_stc_K / constants.elementary_charge_C # Volt + device.a_ref = N_s * ideality_factor * boltzmann_J_per_K * \ + T_stc_K / elementary_charge_C # Volt device.I_L_ref = cell_area_cm2 * 6.3056 / default_cell_area_cm2 # Amp device.I_o_ref = cell_area_cm2 * 2.286188161253440e-11 / \ default_cell_area_cm2 # Amp diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py index f591c19fdd..fcccf68113 100644 --- a/pvlib/test/data/gold/test_sdm.py +++ b/pvlib/test/data/gold/test_sdm.py @@ -9,6 +9,14 @@ from pvlib.data.gold import sdm +def test_constants(): + # This catches an unexpected change in any of the values + assert sdm.elementary_charge_C == 1.6021766208e-19 + assert sdm.boltzmann_J_per_K == 1.38064852e-23 + assert sdm.T_stc_degC == 25. + assert sdm.T_stc_K == 298.15 + + def test_sum_current(): # Test sum_current computation against comitted gold dataset gold_dataset = sdm.convert_gold_dataset( diff --git a/pvlib/test/test_constants.py b/pvlib/test/test_constants.py deleted file mode 100644 index ad4deda2fc..0000000000 --- a/pvlib/test/test_constants.py +++ /dev/null @@ -1,21 +0,0 @@ -from pvlib import constants - - -def test_elementary_charge(): - # This catches when the value changes - assert constants.elementary_charge_C == 1.6021766208e-19 - - -def test_boltzmann(): - # This catches when the value changes - assert constants.boltzmann_J_per_K == 1.38064852e-23 - - -def test_T_stc_degC(): - # This catches when the standard value changes - assert constants.T_stc_degC == 25. - - -def test_T_stc_K(): - # This catches when the standard value changes - assert constants.T_stc_K == 298.15 From 71661947361ac2e85838cfc23a654375a576410c Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Sat, 16 Jun 2018 18:35:50 -0600 Subject: [PATCH 38/44] Simplify large cell device bootstrapping --- docs/sphinx/source/whatsnew/v0.6.0.rst | 2 +- pvlib/data/gold/README.md | 10 +- pvlib/data/gold/sdm.csv | 1514 ++++++++++++------------ pvlib/data/gold/sdm.json | 2 +- pvlib/data/gold/sdm.py | 62 +- 5 files changed, 782 insertions(+), 808 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.6.0.rst b/docs/sphinx/source/whatsnew/v0.6.0.rst index 38651090d2..c686fc5846 100644 --- a/docs/sphinx/source/whatsnew/v0.6.0.rst +++ b/docs/sphinx/source/whatsnew/v0.6.0.rst @@ -14,7 +14,7 @@ Enhancements * Implement first_solar_spectral_loss in modelchain.py (:issue:`359`) * Clarify arguments Egref and dEgdT for calcparams_desoto (:issue:`462`) * Add gold I-V data set for the single-diode model, along with ``i_from_v()`` -and ``v_from_i()`` performance benchmarking +and ``v_from_i()`` accuracy and performance benchmarking Bug fixes ~~~~~~~~~ diff --git a/pvlib/data/gold/README.md b/pvlib/data/gold/README.md index 333eb80367..cd9a206396 100644 --- a/pvlib/data/gold/README.md +++ b/pvlib/data/gold/README.md @@ -1,8 +1,8 @@ Gold Datasets ============ -This directory contains gold datasets and modules for algorithm testing and -benchmarking. +This directory contains gold datasets and modules for algorithm verification +and benchmarking. ## Single-Diode Model (SDM) @@ -28,7 +28,7 @@ conditions. ### Benchmarking SDM Functions -Using an existing `sdm.json` gold dataset, you can test/benchmark various +Using an existing `sdm.json` gold dataset, you can verify/benchmark various `i_from_v()` and `v_from_i()` implementations for accuracy/performance using a python script such as @@ -49,8 +49,8 @@ pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { NOTES: - Any functions compatible with the `pvsystem.i_from_v` and `pvsystem.v_from_i` -APIs can be tested/benchmarked against the gold dataset. -- For each function tested/benchmarked, the worst computed I-V curve for each device is returned along with performance timing information and statistics for +APIs can be verified/benchmarked against the gold dataset. +- For each function verified/benchmarked, the worst computed I-V curve for each device is returned along with performance timing information and statistics for the ensemble of I-V curve computations for that device (without any repetitions). - See the `sdm.py` and `test_sdm.py` source code for details/examples. diff --git a/pvlib/data/gold/sdm.csv b/pvlib/data/gold/sdm.csv index 3f9cc8de41..38b9a12340 100644 --- a/pvlib/data/gold/sdm.csv +++ b/pvlib/data/gold/sdm.csv @@ -1,4 +1,4 @@ -2018-06-08T00:42:29.366402, 1.0.0 +2018-06-17T00:12:22.747387, 1.0.0 G (W/m^2), T (degC) r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A) @@ -2023,1013 +2023,1013 @@ inf, 212.8, 0.3600148268282607, 3.0407536094957474e-05, 0.38071 -4.8190676703604325, -1.2861993619541177, 1.386647174762323, 3.553831339202409, 5.385390160315392, 6.976752331494165, 8.387103663120579, 9.655806484493727, 10.810428950863496, 11.871065558120794, 12.852836447586533, 13.767417748507572, 14.62402265022858, 15.430054655400394, 16.191556638785386, 16.913528043688487, 17.60015425524316, 18.25497589603669, 18.88101605101615, 19.48087741666572, 20.056817550956765 0.038171677382628236, 0.02166071211210735, 0.009166046628251184, -0.000966590727218157, -0.009531182793401136, -0.01697341135591819, -0.02356973241566654, -0.029504028799505734, -0.034905099502062296, -0.03986683478915299, -0.04445988813857009, -0.04873882368419265, -0.052746698660278674, -0.05651811486740157, -0.06008131644379637, -0.06345967173106765, -0.06667274490953395, -0.06973708698979533, -0.0726668302673332, -0.07547414226915294, -0.07816957738697972 100.0, 15.0 -inf, 0.0, 0.0372462560500371, 4.0232240927128185e-12, 0.6260380000000001 --0.01918567363022362, 0.1436888198581578, 0.2614688955303888, 0.3537854384859078, 0.42971499674060587, 0.4942075101045432, 0.5502616488176523, 0.5998322855158891, 0.6442649566657059, 0.6845254353575827, 0.7213304341576879, 0.7552265062642562, 0.7866399823765147, 0.8159098343408772, 0.8433100241829166, 0.8690651338089646, 0.8933615627150707, 0.9163557212000228, 0.9381801373872135, 0.9589480847189344, 0.9787571402458579 -0.6260380000016197, 0.6260379998134782, 0.6260379955028725, 0.6260379463327095, 0.6260375878236863, 0.6260356715085047, 0.6260275125182687, 0.6259983110930923, 0.6259071547818138, 0.6256523454707067, 0.6250020284609451, 0.6234641757976265, 0.6200557761849538, 0.6129114198047854, 0.5986449672287453, 0.5713430960415201, 0.5210244667052487, 0.4313410737437149, 0.27622686811793346, 0.015110548250863998, -0.41379811225674734 +inf, 0.0, 0.027048794650343787, 3.308415913654805e-11, 0.6422780000000001 +-0.012815301808295772, 0.09597867807254429, 0.17465129837427737, 0.2363152452689941, 0.28703330833828594, 0.33011185950431937, 0.3675538966752704, 0.40066520057635124, 0.43034453849840587, 0.45723701021073987, 0.48182135250530933, 0.5044626421745512, 0.525445651944513, 0.5449968021431976, 0.5632990890056809, 0.5805025247215684, 0.5967316170795792, 0.6120908422228776, 0.6266687239078922, 0.6405409244948721, 0.6537726217502088 +0.6422780000124847, 0.6422779988832101, 0.6422779789557775, 0.6422777940226354, 0.6422766565980815, 0.6422713948579066, 0.6422516335409996, 0.6421883219601391, 0.6420093315902978, 0.6415518920283342, 0.6404761172014858, 0.6381164579906466, 0.6332382433137541, 0.6236541565620228, 0.6056401333729814, 0.5730713340260799, 0.5161760926181113, 0.41977860899472635, 0.26086914214225954, 0.005303080438148089, -0.3966130185601453 100.0, 25.0 -inf, 0.0, 0.038538855600619676, 2.28618816125344e-11, 0.63056 --0.01851840452387208, 0.13869138728073604, 0.25237512485431307, 0.34148093993513534, 0.4147697022783223, 0.47701919501196366, 0.5311237959727219, 0.5789703882048419, 0.6218577110211896, 0.6607179483581996, 0.6962428858410975, 0.7289600677935173, 0.7592809973245704, 0.7875328569921947, 0.8139800805458386, 0.8388394390340644, 0.8622908490622213, 0.8844852810492, 0.9055506538498229, 0.9255963013069664, 0.9447164067853341 -0.6305600000087226, 0.6305599991872095, 0.6305599840593652, 0.6305598388612025, 0.6305589206959201, 0.6305545719865742, 0.6305379022931887, 0.630483522986295, 0.6303272828548374, 0.6299221118397076, 0.6289564770495885, 0.6268122966459433, 0.6223290141198121, 0.6134274443760749, 0.5965304666127058, 0.5656971269878843, 0.5113616639776442, 0.4185387869468115, 0.2643205984903361, 0.014448197669775342, -0.3813084516183787 +inf, 0.0, 0.0279875, 1.88e-10, 0.6468 +-0.012291470588534139, 0.09205550647987028, 0.16751234807650697, 0.22665575343421007, 0.27530069288620745, 0.31661838891668254, 0.3525299659943002, 0.3842878304703982, 0.41275401211896084, 0.4385472419663582, 0.4621266882230626, 0.4838425050035788, 0.503967824820819, 0.5227198129701408, 0.5402739856332851, 0.5567742231842016, 0.5723399440997998, 0.5870713540139476, 0.6010533582347531, 0.6143585263894925, 0.6270493720740692 +0.6468000000668215, 0.6467999951457535, 0.6467999254534478, 0.6467993817787802, 0.6467964836030681, 0.6467846092116176, 0.646744470903058, 0.6466272880004288, 0.6463224210109236, 0.6455996985489342, 0.644012703805715, 0.6407444008079193, 0.6343705856663295, 0.6225096592809799, 0.6013190517629217, 0.5647892026530918, 0.5037752335165144, 0.4046942603713781, 0.24780260335296933, 0.004951881584080664, -0.3632939451684458 100.0, 50.0 -inf, 0.0, 0.04177035447707613, 1.1142191777623178e-09, 0.6418650000000001 --0.01684059197630063, 0.12612560983917842, 0.22950932393557716, 0.3105419351714645, 0.37719055716687655, 0.43380009426320454, 0.48300268661645634, 0.5265142610719585, 0.5655158879980229, 0.6008552931963036, 0.6331615848296812, 0.6629145104213446, 0.6904882898965896, 0.7161804622768202, 0.7402315029698118, 0.7628385430392259, 0.784165198207818, 0.8043487606068702, 0.8235055593314384, 0.8417350223119747, 0.8591227996709766 -0.6418650003697004, 0.6418649782938288, 0.6418647299554768, 0.6418631142728212, 0.6418556965925056, 0.6418289204605365, 0.6417478238649758, 0.6415329219842125, 0.6410202105258843, 0.6398963002995433, 0.6375984740504427, 0.6331669601961616, 0.6250339444213995, 0.6107307886206165, 0.5864915969974697, 0.5467276608340728, 0.48334342616200887, 0.3848604619567233, 0.23531146021581362, 0.012861573067937226, -0.311890614391941 +inf, 0.0, 0.03033426337414053, 9.162553151551122e-09, 0.658105 +-0.010974783169804141, 0.08219433272252265, 0.14956808342521266, 0.20237592647778532, 0.24580992072188582, 0.28270158081610886, 0.31476623645464663, 0.34312213366407623, 0.36853895982942203, 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57.20739329398862, 58.679849601505516, 60.07740017043515, 61.40729859062667, 62.67579331617443 diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json index 396ea20059..9f2ec7567b 100644 --- a/pvlib/data/gold/sdm.json +++ b/pvlib/data/gold/sdm.json @@ -1 +1 @@ -{"timestamp_utc_iso": "2018-06-08T00:42:29.366402", "dataset_version": "1.0.0", "python_version": "3.6.5 |Anaconda, Inc.| (default, Apr 29 2018, 16:14:56) \n[GCC 7.2.0]", "numpy_version": "1.14.3", "pvlib_version": "0.5.2+49.g3b825e2.dirty", "platform_version": "Linux-4.15.0-22-generic-x86_64-with-debian-buster-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_1_4.0_1.5", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", 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"0x1.5d143ab5670b9p+6", "0x1.8e4ff302a4141p+6", "0x1.c92e4594f3bcbp+6", "0x1.07990a5d7e09cp+7"], "i_gold": ["0x1.598e2ba67e22bp+0", "0x1.4fe18d1e17be0p+0", "0x1.48ca71a8008dfp+0", "0x1.43058fa25a49bp+0", "0x1.3de068d353a54p+0", "0x1.38d48ce5a98d5p+0", "0x1.336353e36e015p+0", "0x1.2d04d765660d1p+0", "0x1.251e1e4015839p+0", "0x1.1afa69bc9ed07p+0", "0x1.0dc6085e28396p+0", "0x1.f913ee03c287ap-1", "0x1.cc4fee81c359dp-1", "0x1.92add90cec3afp-1", "0x1.493ecc1af1ce6p-1", "0x1.d9611af2cd48cp-2", "0x1.e51c0df331224p-3", "-0x1.52a33e4b2ca60p-5", "-0x1.868c2b2bc6b9cp-2", "-0x1.962c7a94a4c58p-1", "-0x1.49c025aad0e3cp+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.9000000000000p+5", "i_l": "0x1.bea550870110bp+0", "i_0": "0x1.756d9dc466088p-35", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.99031f4712989p+1", "v_gold": ["0x1.1242bec051c10p+3", "0x1.aedc2730d0ef4p+3", "0x1.123666bf64cdcp+4", "0x1.435f8afc8a5f0p+4", "0x1.6fe075048d8c2p+4", "0x1.9ac6742b9c0b6p+4", "0x1.c63a2b411111ep+4", "0x1.f3ec1e9fa9628p+4", "0x1.12a43b65f91c3p+5", "0x1.2dc919d872668p+5", "0x1.4bf946494cce8p+5", "0x1.6dc11133b9c08p+5", "0x1.93a76081795f7p+5", "0x1.be2f8d8d8c06fp+5", "0x1.eddaa4c00fa7bp+5", "0x1.11942049b94e6p+6", "0x1.2f4b915f6cb71p+6", "0x1.5052d08f5dba1p+6", "0x1.74e8fa18bbb4fp+6", "0x1.9d4d382027ad8p+6", "0x1.c9bed7a977823p+6"], "i_gold": ["0x1.5e18fe131dd8cp+0", "0x1.56845213dd049p+0", "0x1.5004b8feb6b1cp+0", "0x1.497925d94e477p+0", "0x1.422d0ec9a0745p+0", "0x1.399484e15b2e2p+0", "0x1.2f3574a231793p+0", "0x1.229e4e586829ep+0", "0x1.1361a68ce1521p+0", "0x1.0113f88adbf76p+0", "0x1.d694da8049cf2p-1", "0x1.a33450cda6dfep-1", "0x1.672fbe92cf8a0p-1", "0x1.21af33b020fdcp-1", "0x1.a3b2340ba636ap-2", "0x1.db48250583184p-3", "0x1.f795c818170c0p-6", "-0x1.911903f6a9800p-3", "-0x1.cc30129180a8ep-2", "-0x1.769be8dd4a4aap-1", "-0x1.0b5b8949e51f6p+0"]}, {"G": "0x1.1300000000000p+10", "T": "0x1.2c00000000000p+6", "i_l": "0x1.c5269595feda8p+0", "i_0": "0x1.cbf69ba085a6dp-29", "r_s": "0x1.1028f5c28f5c2p+5", "g_sh": "0x1.bf0e62ee23d5ap-8", "nNsVth": "0x1.b8a7a0731c973p+1", "v_gold": ["0x1.08ba68311f22cp+3", "0x1.8825beda91004p+3", "0x1.f6d50493eafc8p+3", "0x1.30050e74488e0p+4", "0x1.646f877d2c962p+4", "0x1.9a05617e38f00p+4", "0x1.d192fab0879d4p+4", "0x1.05cc817f3a27cp+5", "0x1.2436469a73aeep+5", "0x1.4423f1043898fp+5", "0x1.65aa006c4cbbep+5", "0x1.88d727befbda8p+5", "0x1.adb61573e4a40p+5", "0x1.d44e9cbe98439p+5", "0x1.fca67d661514ep+5", "0x1.1360f6eb98a81p+6", "0x1.2951fe63f854fp+6", "0x1.40276bd53bbd5p+6", "0x1.57e1ff3447f13p+6", "0x1.708234fc0cdd8p+6", "0x1.8a0854c2d998dp+6"], "i_gold": ["0x1.5e549630e24c0p+0", "0x1.52c0f55da839ep+0", "0x1.46058b93ac57dp+0", "0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index 20a20fcf56..a3731cad50 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -107,11 +107,12 @@ def sum_current(resistance_shunt, resistance_series, nNsVth, current, voltage, current -def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): +def bootstrap_si_device_bishop(cell_area_cm2=4., N_s=1, ideality_factor=1.5): """ Create c-Si device based on cell parameters in Bishop's 1988 paper Fig. 6. - Parameters are normalized to the cell area. + Parameters are adjusted for the cell area and the number of series cells in + the device. """ # Copy an existing mono-Si device and None entries we don't know or need @@ -142,52 +143,25 @@ def bootstrap_si_device_bishop(N_s=1, cell_area_cm2=4., ideality_factor=1.5): return device -def bootstrap_si_device_pvmismatch(N_s=1, - cell_area_cm2=153., - ideality_factor=1.5): +def bootstrap_si_cell_large(): """ - Create a c-Si device based on default cell parameters in PVMismatch. - - Parameters are not normalized to the cell area. - - First diode taken from double-diode model used in PVMismatch, and default - ideality factor is average of first and second diode ideality factors. - https://github.com/SunPower/PVMismatch/blob/master/pvmismatch/pvmismatch_lib/pvcell.py + Create a single-large-area-cell c-Si device based on a SunPower module. """ - # TODO Check into normalizing for Ns - - # This should match the default value for cell_area_cm2 argument - default_cell_area_cm2 = 153. - - # Copy an existing mono-Si device and None entries we don't know or need + # Use a single cell from an existing mono-Si module device = copy.deepcopy( pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) - device.name = 'PVMismatch_{}_{}_{}'.format(N_s, cell_area_cm2, - ideality_factor) - device.BIPV = 'N' - device.Date = '2/20/2018' - device.T_NOCT = None - device.A_c = None - device.N_s = N_s - device.I_sc_ref = None - device.V_oc_ref = None - device.I_mp_ref = None - device.V_mp_ref = None - device.beta_oc = None - device.a_ref = N_s * ideality_factor * boltzmann_J_per_K * \ - T_stc_K / elementary_charge_C # Volt - device.I_L_ref = cell_area_cm2 * 6.3056 / default_cell_area_cm2 # Amp - device.I_o_ref = cell_area_cm2 * 2.286188161253440e-11 / \ - default_cell_area_cm2 # Amp - device.R_s = N_s * cell_area_cm2 * \ - 0.004267236774264931/default_cell_area_cm2 # Ohm - device.R_sh_ref = cell_area_cm2 * 10.01226369025448 / \ - default_cell_area_cm2 / N_s # Ohm - device.Adjust = None - device.gamma_r = None - device.Version = None - device.PTC = None + Ns_module = device.N_s + + # Scale relevant module parameters to single cell values + device.name = 'Si_cell_large' + device.Date = '6/16/2018' + device.N_s = 1 # Single large cell + device.V_oc_ref = device.V_oc_ref / Ns_module + device.V_mp_ref = device.V_mp_ref / Ns_module + device.a_ref = device.a_ref / Ns_module + device.R_s = device.R_s / Ns_module + device.R_sh_ref = Ns_module * device.R_sh_ref return device @@ -248,7 +222,7 @@ def make_gold_dataset(): devices = [ bootstrap_si_device_bishop(), bootstrap_si_device_bishop(N_s=8), - bootstrap_si_device_pvmismatch(), + bootstrap_si_cell_large(), pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327, pvsystem.retrieve_sam('cecmod').First_Solar_FS_495 ] From 39d1d5b1dadc3daae08c93c8c16043706424fb22 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 20 Jun 2018 12:13:19 -0600 Subject: [PATCH 39/44] Improve documentation --- pvlib/data/gold/README.md | 24 +++--- pvlib/data/gold/sdm.csv | 2 +- pvlib/data/gold/sdm.json | 2 +- pvlib/data/gold/sdm.py | 136 ++++++++++++++++++------------- pvlib/test/data/gold/test_sdm.py | 28 ++++--- 5 files changed, 108 insertions(+), 84 deletions(-) diff --git a/pvlib/data/gold/README.md b/pvlib/data/gold/README.md index cd9a206396..79e3b8bbb7 100644 --- a/pvlib/data/gold/README.md +++ b/pvlib/data/gold/README.md @@ -1,12 +1,12 @@ Gold Datasets ============ -This directory contains gold datasets and modules for algorithm verification -and benchmarking. +This directory contains gold datasets and python modules for gauging various +algorithms, enabling verification and benchmarking. ## Single-Diode Model (SDM) -### Gold Dataset creation +### Gold Dataset Creation The I-V curve gold dataset for the SDM is generated by runnning the following python script in this directory @@ -26,11 +26,11 @@ datasets, because interval arithmetic is used to ensure computational accuracy. conditions. - See the `sdm.py` and `test_sdm.py` source code for details/examples. -### Benchmarking SDM Functions +### Gauging SDM Functions Against a Gold Dataset -Using an existing `sdm.json` gold dataset, you can verify/benchmark various -`i_from_v()` and `v_from_i()` implementations for accuracy/performance using a -python script such as +Using an existing `sdm.json` gold dataset, you can guage various `i_from_v()` +and `v_from_i()` implementations for accuracy/performance using a python script +such as ```python import os @@ -39,9 +39,9 @@ import pprint from pvlib import pvsystem from pvlib.data.gold import sdm -json_rel_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") -gold_dataset = sdm.load_gold_dataset(json_rel_path=json_rel_path) -pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { +json_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") +gold_dataset = sdm.load_gold_dataset(json_path=json_path) +pprint.pprint(sdm.gauge_functions(gold_dataset, { "i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i, })) @@ -49,8 +49,8 @@ pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { NOTES: - Any functions compatible with the `pvsystem.i_from_v` and `pvsystem.v_from_i` -APIs can be verified/benchmarked against the gold dataset. -- For each function verified/benchmarked, the worst computed I-V curve for each device is returned along with performance timing information and statistics for +APIs can be guaged against the gold dataset. +- For each function guaged, the worst computed I-V curve for each device is returned along with performance timing information and statistics for the ensemble of I-V curve computations for that device (without any repetitions). - See the `sdm.py` and `test_sdm.py` source code for details/examples. diff --git a/pvlib/data/gold/sdm.csv b/pvlib/data/gold/sdm.csv index 38b9a12340..4f9483224d 100644 --- a/pvlib/data/gold/sdm.csv +++ b/pvlib/data/gold/sdm.csv @@ -1,4 +1,4 @@ -2018-06-17T00:12:22.747387, 1.0.0 +2018-06-19T02:55:00.765187, 1.0.0 G (W/m^2), T (degC) r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A) diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json index 9f2ec7567b..3d533a0de1 100644 --- a/pvlib/data/gold/sdm.json +++ b/pvlib/data/gold/sdm.json @@ -1 +1 @@ -{"timestamp_utc_iso": "2018-06-17T00:12:22.747387", "dataset_version": "1.0.0", "python_version": "3.6.5 |Anaconda, Inc.| (default, Apr 29 2018, 16:14:56) \n[GCC 7.2.0]", "numpy_version": "1.14.3", "pvlib_version": "0.5.2+52.g0ad15d1.dirty", "platform_version": "Linux-4.15.0-23-generic-x86_64-with-debian-buster-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_1_4.0_1.5", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", "0x1.d57306bdff7adp-2", "0x1.e536ec6688d77p-2", "0x1.f408826072c7cp-2", "0x1.01019ea79be56p-1", "0x1.079f1382ebd70p-1", "0x1.0de662673e2cep-1", "0x1.13dfe2f40d4b3p-1", "0x1.1992c4d97876cp-1"], "i_gold": ["0x1.ea14099e4868fp-8", "0x1.ea1384c6da354p-8", "0x1.ea10bb469448bp-8", "0x1.ea0694fb13787p-8", "0x1.e9e9a185af720p-8", "0x1.e9a3c3db4a35dp-8", "0x1.e90e71db20482p-8", "0x1.e7eb67d664889p-8", "0x1.e5dbb2a4831b0p-8", "0x1.e254f4ff39b9ep-8", "0x1.dc94ce9c0f8a2p-8", 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"0x1.37b3fa49d71bap+0", "0x1.279f71a4c07e7p+0", "0x1.15b3955fb486dp+0", "0x1.01e6f09f6996cp+0", "0x1.d86af85ed3f05p-1", "0x1.a93c2fcbe3df4p-1", "0x1.764286e30538bp-1", "0x1.3f80da55a0b85p-1", "0x1.04fb1a43aac70p-1", "0x1.8d6ba56645749p-2", "0x1.096bc57d2119cp-2", "0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index a3731cad50..46e61dd9ee 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -19,8 +19,7 @@ import numpy -from pvlib import pvsystem -import pvlib.version +import pvlib # Useful constants for photovoltaic modeling that are versioned. Several @@ -117,7 +116,7 @@ def bootstrap_si_device_bishop(cell_area_cm2=4., N_s=1, ideality_factor=1.5): # Copy an existing mono-Si device and None entries we don't know or need device = copy.deepcopy( - pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) + pvlib.pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) device.name = 'Bishop_{}_{}_{}'.format(N_s, cell_area_cm2, ideality_factor) device.BIPV = 'N' device.Date = '6/20/1988' @@ -148,9 +147,9 @@ def bootstrap_si_cell_large(): Create a single-large-area-cell c-Si device based on a SunPower module. """ - # Use a single cell from an existing mono-Si module + # Use a large single cell from an existing mono-Si module device = copy.deepcopy( - pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) + pvlib.pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327) Ns_module = device.N_s # Scale relevant module parameters to single cell values @@ -193,6 +192,10 @@ def make_gold_dataset(): Returns ------- gold_dataset : dict + The gold data are returned in a dict with metadata (e.g., timestamp, + versions, units) and a list of representative PV devices, where each + device is a dict that includes a list of dict containing the diode + equation coefficients and corresponding gold I-V curve data. References ---------- @@ -223,8 +226,8 @@ def make_gold_dataset(): bootstrap_si_device_bishop(), bootstrap_si_device_bishop(N_s=8), bootstrap_si_cell_large(), - pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327, - pvsystem.retrieve_sam('cecmod').First_Solar_FS_495 + pvlib.pvsystem.retrieve_sam('cecmod').SunPower_SPR_E20_327, + pvlib.pvsystem.retrieve_sam('cecmod').First_Solar_FS_495 ] # Initialize the output, recording metadata @@ -233,7 +236,7 @@ def make_gold_dataset(): "dataset_version": '1.0.0', # dataset follows SemVer "python_version": sys.version, "numpy_version": numpy.__version__, - "pvlib_version": pvlib.version.__version__, + "pvlib_version": pvlib.__version__, "platform_version": platform.platform(), "residual_interval_tolerance": tol, "units": { @@ -285,7 +288,7 @@ def make_gold_dataset(): for T in T_list: # Compute the model parameters at each # irradiance-temperature combo - device_params = pvsystem.calcparams_desoto( + device_params = pvlib.pvsystem.calcparams_desoto( effective_irradiance=G, temp_cell=T, alpha_sc=device.alpha_sc, @@ -305,10 +308,10 @@ def make_gold_dataset(): # conductance instead of shunt resistance g_sh = g_sh_scale / r_sh # Reverse engineer the diode voltage range - i_sc = pvsystem.i_from_v(r_sh, r_s, nNsVth, 0., i_0, - i_l) # Not a gold value - v_oc = pvsystem.v_from_i(r_sh, r_s, nNsVth, 0., i_0, - i_l) # Not a gold value + i_sc = pvlib.pvsystem.i_from_v(r_sh, r_s, nNsVth, 0., i_0, + i_l) # Not a gold value + v_oc = pvlib.pvsystem.v_from_i(r_sh, r_s, nNsVth, 0., i_0, + i_l) # Not a gold value # For min diode voltage, go slightly less than Isc, even # when r_s==0 v_d_min = i_sc * r_s - 0.02 * v_oc @@ -339,14 +342,11 @@ def make_gold_dataset(): # Solve the current sum at diode node residual as a # numerically reliable interval current_sum_residual_interval_list = \ - [interval(i_l) - interval(i_0) * - imath.expm1((interval(vi_pair[0]) + - interval(vi_pair[1])*interval(r_s)) / - interval(nNsVth)) - - interval(g_sh)*(interval(vi_pair[0]) + - interval(vi_pair[1])*interval(r_s)) - - interval(vi_pair[1]) - for vi_pair in zip(v_gold, i_gold)] + [interval(i_l) - interval(i_0) * imath.expm1( + (interval(v) + interval(i)*interval(r_s)) / + interval(nNsVth)) - interval(g_sh) * + (interval(v) + interval(i)*interval(r_s)) - + interval(i) for v, i in zip(v_gold, i_gold)] # Make sure the computed interval is within the specified # tolerance, report bad value in exception if not @@ -368,7 +368,7 @@ def make_gold_dataset(): # Append this I-V curve to the list for this device gold_dataset["devices"].append(device_dict) - # Return the dictionary, with floating point values in hex format + # Return the list of devices' gold data with floats in hex format return gold_dataset @@ -383,13 +383,16 @@ def convert_gold_dataset(gold_dataset): Parameters ---------- gold_dataset : dict + See ``make_gold_dataset()``. Returns ------- - gold_dataset_converted : dict + gold_dataset_converted : list + The gold dataset with floats converted from hex format, and shunt (or + parallel) conductance converted to shunt resistance. """ - # Return a new dict instead of clobbering existing (uses more memory) + # Return a new list instead of clobbering existing (uses more memory) gold_dataset_converted = copy.deepcopy(gold_dataset) # Convert the relevant header items @@ -438,10 +441,12 @@ def pretty_print_gold_dataset(gold_dataset): Parameters ---------- gold_dataset : dict + See ``make_gold_dataset()``. Returns ------- gold_dataset_csv : str + A csv string version of the output from ``convert_gold_dataset()``. """ @@ -484,28 +489,26 @@ def pretty_print_gold_dataset(gold_dataset): return gold_dataset_csv -def save_gold_dataset(gold_dataset, - json_rel_path="sdm.json", - csv_rel_path="sdm.csv"): +def save_gold_dataset(gold_dataset, json_path="sdm.json", csv_path="sdm.csv"): """ - Save gold dataset to file in two possible formats. + Save gold dataset in two possible file formats. The gold dataset dict is saved in a lossless, machine-interoperable json file and in a lossy, but human-readable, csv file. - Relative file paths are used, which are relative to the current directory. - Defaults are customizable. Set a file path to None to skip saving that - file. + If relative file paths are specified, then they should be relative to the + current working directory. Set a file path to "" or None to skip saving + that file. Parameters ---------- gold_dataset : dict - json_rel_path : str - Pass ``None`` to skip writing this file. + json_path : str + Pass an empty string or `None`` to skip writing this file. - csv_rel_path :str - Pass ``None`` to skip writing this file. + csv_path :str + Pass an empty string or ``None`` to skip writing this file. Returns ------- @@ -513,19 +516,19 @@ def save_gold_dataset(gold_dataset, """ # When requested, write dataset in json file, skips when empty path string - if json_rel_path: + if json_path: # This should normalize the path for the particular OS - with open(os.path.abspath(json_rel_path), 'w') as fp: + with open(os.path.normpath(json_path), 'w') as fp: json.dump(gold_dataset, fp) # When requested, write dataset in csv file, skips when empty path string - if csv_rel_path: + if csv_path: # This should normalize the path for the particular OS - with open(os.path.abspath(csv_rel_path), 'w') as fp: + with open(os.path.normpath(csv_path), 'w') as fp: fp.write(pretty_print_gold_dataset(gold_dataset)) -def load_gold_dataset(json_rel_path="sdm.json"): +def load_gold_dataset(json_path="sdm.json"): """ Load gold dataset from disk. @@ -533,21 +536,25 @@ def load_gold_dataset(json_rel_path="sdm.json"): machine-interoperable format. Pass this to convert_gold_dataset() in order to use the data with pvlib on a specific machine. + If a relative file path is specified, then it should be relative to the + current working directory. + Parameters ---------- - json_rel_path : str + json_path : str Returns ------- gold_dataset : dict + See ``make_gold_dataset()``. """ # This should normalize the path for the particular OS - with open(os.path.abspath(json_rel_path), 'r') as fp: + with open(os.path.normpath(json_path), 'r') as fp: return json.load(fp) -def gauge_gold_dataset(gold_dataset, test_func): +def gauge_functions(gold_dataset, test_func): """ Gauge modeling functions for accuracy and speed against the gold dataset. @@ -558,21 +565,25 @@ def gauge_gold_dataset(gold_dataset, test_func): data and summary statistics are also returned for the ensemble of computations per function and per device. - This also helps verify that a given function meets the pvlib interface. + This also helps verify that a given function meets the pvlib interface, but + note that no assertions are made about the quality of the gauged functions. Parameters ---------- gold_dataset : dict + See ``make_gold_dataset()``. test_func : dict + A dictionary of functions to guage. Supported keys to functions are + 'i_from_v' and 'v_from_i'. Returns ------- results : list A per-device list of results with each function tested/benchmarked. The -worst computed I-V curve is returned along with performance timing information -and statistics for the device-ensemble of I-V curve computations (without any -repetitions). + worst computed I-V curve is returned along with performance timing + information and statistics for the device-ensemble of I-V curve + computations (without any repetitions). """ # Convert gold dataset from hex @@ -807,19 +818,30 @@ def gauge_gold_dataset(gold_dataset, test_func): # Command line option if __name__ == '__main__': - gold_dataset = make_gold_dataset() + import argparse + import pprint # File locations are robust to running script from different directories - rel_path = os.path.dirname(__file__) - json_rel_path = os.path.join(rel_path, "sdm.json") - csv_rel_path = os.path.join(rel_path, "sdm.csv") + parser = argparse.ArgumentParser(description="Create a gold dataset in \ +both json and csv formats and gauge I-V functions against it.") + parser.add_argument('-p', '--path', type=str, + default=os.path.dirname(__file__), + help="directory path to write json and csv gold \ +dataset files to; OPTIONAL: defaults to this module's directory") + parser.add_argument('-n', '--name', type=str, default="sdm", + help="the extensionless file name to use for json and \ +csv gold dataset files; OPTIONAL: defaults to 'sdm'") + args = parser.parse_args() - save_gold_dataset( - gold_dataset, json_rel_path=json_rel_path, csv_rel_path=csv_rel_path) + gold_dataset = make_gold_dataset() + + json_path = os.path.join(os.path.normpath(args.path), args.name + ".json") + csv_path = os.path.join(os.path.normpath(args.path), args.name + ".csv") + + save_gold_dataset(gold_dataset, json_path=json_path, csv_path=csv_path) - import pprint pprint.pprint( - gauge_gold_dataset(gold_dataset, { - "i_from_v": pvsystem.i_from_v, - "v_from_i": pvsystem.v_from_i, + gauge_functions(gold_dataset, { + "i_from_v": pvlib.pvsystem.i_from_v, + "v_from_i": pvlib.pvsystem.v_from_i, })) diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py index fcccf68113..2f339886e2 100644 --- a/pvlib/test/data/gold/test_sdm.py +++ b/pvlib/test/data/gold/test_sdm.py @@ -10,7 +10,7 @@ def test_constants(): - # This catches an unexpected change in any of the values + # This catches an unexpected value change in any of the constants assert sdm.elementary_charge_C == 1.6021766208e-19 assert sdm.boltzmann_J_per_K == 1.38064852e-23 assert sdm.T_stc_degC == 25. @@ -18,9 +18,9 @@ def test_constants(): def test_sum_current(): - # Test sum_current computation against comitted gold dataset + # Test sum_current computation against committed gold dataset gold_dataset = sdm.convert_gold_dataset( - sdm.load_gold_dataset(json_rel_path=os.path.join( + sdm.load_gold_dataset(json_path=os.path.join( os.path.dirname(sdm.__file__), "sdm.json"))) for device in gold_dataset["devices"]: @@ -30,32 +30,34 @@ def test_sum_current(): iv_curve["i_gold"], iv_curve["v_gold"], iv_curve["i_0"], iv_curve["i_l"]) - # atol typically smaller that the interval tolerance used for gold - # dataset generation + # Because interval computations are conservative, the atol here + # should be no larger than the interval tolerance used for gold + # dataset generation. assert_allclose(current_sum_res, 0., rtol=0., atol=1.e-13) @requires_interval def test_file_operations(): - # Test file saves and data exactness after json file save and reload + # Test file saving and data exactness after json file save and reload gold_dataset = sdm.make_gold_dataset() + # Use unique file names for saved test files file_name_json = "sdm_test_" + str(uuid.uuid4()) + ".json" file_name_csv = "sdm_test_" + str(uuid.uuid4()) + ".csv" - sdm.save_gold_dataset(gold_dataset, json_rel_path=file_name_json, - csv_rel_path=file_name_csv) - gold_dataset_reloaded = sdm.load_gold_dataset(json_rel_path=file_name_json) + sdm.save_gold_dataset(gold_dataset, json_path=file_name_json, + csv_path=file_name_csv) + gold_dataset_reloaded = sdm.load_gold_dataset(json_path=file_name_json) assert gold_dataset == gold_dataset_reloaded os.remove(file_name_json) os.remove(file_name_csv) @requires_scipy -def test_gauge_gold_dataset(): +def test_gauge_functions(): # Test that pvsystem functions can be guaged # FUTURE Report results somewhere using Airspeed Velocity or the like - json_rel_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") - gold_dataset = sdm.load_gold_dataset(json_rel_path=json_rel_path) - pprint.pprint(sdm.gauge_gold_dataset(gold_dataset, { + json_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") + gold_dataset = sdm.load_gold_dataset(json_path=json_path) + pprint.pprint(sdm.gauge_functions(gold_dataset, { "i_from_v": pvsystem.i_from_v, "v_from_i": pvsystem.v_from_i, })) From aee313e8c8eba8a7015169786caf4ee2a0bffa95 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 15 May 2019 12:20:45 -0600 Subject: [PATCH 40/44] Make requirements consistent for py34 --- ci/requirements-py34.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ci/requirements-py34.yml b/ci/requirements-py34.yml index 4c2e6f2ce3..1a0ad2e277 100644 --- a/ci/requirements-py34.yml +++ b/ci/requirements-py34.yml @@ -17,6 +17,7 @@ dependencies: - nose - pip: - coveralls + - pvfactors==1.0.1 + - pyinterval - pytest-mock - pytest-timeout - - pyinterval From e6e6dc7870b56fab668805502764b87dd9fb3d8f Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Wed, 15 May 2019 12:24:40 -0600 Subject: [PATCH 41/44] Add GH issue --- docs/sphinx/source/whatsnew/v0.6.2.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/sphinx/source/whatsnew/v0.6.2.rst b/docs/sphinx/source/whatsnew/v0.6.2.rst index 6d47bbf2d1..38f4ba6942 100644 --- a/docs/sphinx/source/whatsnew/v0.6.2.rst +++ b/docs/sphinx/source/whatsnew/v0.6.2.rst @@ -41,7 +41,7 @@ Enhancements * Add PSM3 reader to :ref:`iotools`. (:issue:`592`) * Improve ModelChain inference method error text. (:issue:`621`) * Add gold I-V data set for the single-diode model, along with ``i_from_v()`` -and ``v_from_i()`` accuracy and performance benchmarking +and ``v_from_i()`` accuracy and performance benchmarking (:issue:`411`) Bug fixes ~~~~~~~~~ From f9dc4e71e000ca4a31b78fa26d31bb0ecc7d3262 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Thu, 16 May 2019 06:16:16 -0600 Subject: [PATCH 42/44] Merge upstream --- docs/sphinx/source/whatsnew.rst | 1 + docs/sphinx/source/whatsnew/v0.6.2.rst | 5 ++--- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/sphinx/source/whatsnew.rst b/docs/sphinx/source/whatsnew.rst index 1250e8e05c..96e13c8dd3 100644 --- a/docs/sphinx/source/whatsnew.rst +++ b/docs/sphinx/source/whatsnew.rst @@ -6,6 +6,7 @@ What's New These are new features and improvements of note in each release. +.. include:: whatsnew/v0.6.4.rst .. include:: whatsnew/v0.6.3.rst .. include:: whatsnew/v0.6.2.rst .. include:: whatsnew/v0.6.1.rst diff --git a/docs/sphinx/source/whatsnew/v0.6.2.rst b/docs/sphinx/source/whatsnew/v0.6.2.rst index 38f4ba6942..ef88b62609 100644 --- a/docs/sphinx/source/whatsnew/v0.6.2.rst +++ b/docs/sphinx/source/whatsnew/v0.6.2.rst @@ -33,6 +33,7 @@ API Changes * Update :py:func:`~pvlib.bifacial.pvfactors_timeseries` and tests to use ``pvfactors`` v1.0.1 (:issue:`699`) + Enhancements ~~~~~~~~~~~~ * Add US CRN data reader to :ref:`iotools`. (:issue:`666`) @@ -40,8 +41,7 @@ Enhancements * Add EPW data reader to :ref:`iotools`. (:issue:`591`) * Add PSM3 reader to :ref:`iotools`. (:issue:`592`) * Improve ModelChain inference method error text. (:issue:`621`) -* Add gold I-V data set for the single-diode model, along with ``i_from_v()`` -and ``v_from_i()`` accuracy and performance benchmarking (:issue:`411`) + Bug fixes ~~~~~~~~~ @@ -87,4 +87,3 @@ Contributors * Jonathan Gaffiot (:ghuser:`jgaffiot`) * Leland Boeman (:ghuser:`lboeman`) * Marc Anoma (:ghuser:`anomam`) -* Mark Campanelli (:ghuser:`markcampanelli`) From 13b6042996f1f7236f4397ff48b7d8a48166e5e7 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Fri, 17 May 2019 15:19:26 -0600 Subject: [PATCH 43/44] Update outputs and fix typos and sticklers --- docs/sphinx/source/whatsnew/v0.6.4.rst | 22 +++++++++++++++++++ pvlib/data/gold/README.md | 2 +- pvlib/data/gold/sdm.csv | 2 +- pvlib/data/gold/sdm.json | 2 +- pvlib/data/gold/sdm.py | 30 ++++++++++++-------------- pvlib/test/data/gold/test_sdm.py | 6 +++--- 6 files changed, 42 insertions(+), 22 deletions(-) create mode 100644 docs/sphinx/source/whatsnew/v0.6.4.rst diff --git a/docs/sphinx/source/whatsnew/v0.6.4.rst b/docs/sphinx/source/whatsnew/v0.6.4.rst new file mode 100644 index 0000000000..6267525d77 --- /dev/null +++ b/docs/sphinx/source/whatsnew/v0.6.4.rst @@ -0,0 +1,22 @@ +.. _whatsnew_0630: + +v0.6.4 (month day, 2019) +--------------------- + +This is a minor release. We recommend all users of v0.6.3 upgrade to this +release. + +**Python 2.7 support will end on June 1, 2019**. Releases made after this +date will require Python 3. This release is likely to be the last that +supports Python 2.7. (:issue:`501`) + + +Enhancements +~~~~~~~~~~~~ +* Add gold I-V data set for the single-diode model, along with ``i_from_v()`` +and ``v_from_i()`` accuracy and performance benchmarking (:issue:`411`) + + +Contributors +~~~~~~~~~~~~ +* Mark Campanelli (:ghuser:`markcampanelli`) diff --git a/pvlib/data/gold/README.md b/pvlib/data/gold/README.md index 79e3b8bbb7..f226f38c26 100644 --- a/pvlib/data/gold/README.md +++ b/pvlib/data/gold/README.md @@ -28,7 +28,7 @@ conditions. ### Gauging SDM Functions Against a Gold Dataset -Using an existing `sdm.json` gold dataset, you can guage various `i_from_v()` +Using an existing `sdm.json` gold dataset, you can gauge various `i_from_v()` and `v_from_i()` implementations for accuracy/performance using a python script such as diff --git a/pvlib/data/gold/sdm.csv b/pvlib/data/gold/sdm.csv index 4f9483224d..05ded86ff0 100644 --- a/pvlib/data/gold/sdm.csv +++ b/pvlib/data/gold/sdm.csv @@ -1,4 +1,4 @@ -2018-06-19T02:55:00.765187, 1.0.0 +2019-05-16T12:16:40.476471, 1.0.0 G (W/m^2), T (degC) r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A) diff --git a/pvlib/data/gold/sdm.json b/pvlib/data/gold/sdm.json index 3d533a0de1..a92ad1fc10 100644 --- a/pvlib/data/gold/sdm.json +++ b/pvlib/data/gold/sdm.json @@ -1 +1 @@ -{"timestamp_utc_iso": "2018-06-19T02:55:00.765187", "dataset_version": "1.0.0", "python_version": "3.6.5 |Anaconda, Inc.| (default, Apr 29 2018, 16:14:56) \n[GCC 7.2.0]", "numpy_version": "1.14.3", "pvlib_version": "0.5.2+53.g7166194.dirty", "platform_version": "Linux-4.15.0-23-generic-x86_64-with-debian-buster-sid", "residual_interval_tolerance": 1e-12, "units": {"G": "W/m^2", "T": "degC", "i_l": "A", "i_0": "A", "r_s": "Ohm", "g_sh": "S", "nNsVth": "V", "v_gold": "V", "i_gold": "A"}, "devices": [{"name": "Bishop_1_4.0_1.5", "Technology": "Mono-c-Si", "N_s": 1, "iv_curves": [{"G": "0x1.9000000000000p+6", "T": "0x1.e000000000000p+3", "i_l": "0x1.ea14057082492p-8", "i_0": "0x1.0a0d098e92fecp-28", "r_s": "0x0.0p+0", "g_sh": "0x0.0p+0", "nNsVth": "0x1.311f0f74446a5p-5", "v_gold": ["-0x1.613e3601cb70ap-7", "0x1.4ab249c48532ep-4", "0x1.2ce1db7f9ec20p-3", "0x1.971d4b5e98c1ap-3", "0x1.ee7d4e60b8de9p-3", "0x1.1c5a0b933adf8p-2", "0x1.3c9a82df84b40p-2", "0x1.591ffe3a920c2p-2", "0x1.72b0ae4fa5535p-2", "0x1.89dad3e7356d0p-2", "0x1.9f08005d938b8p-2", "0x1.b288b4cb09a91p-2", "0x1.c49bbd010ac4fp-2", "0x1.d57306bdff7adp-2", "0x1.e536ec6688d77p-2", "0x1.f408826072c7cp-2", "0x1.01019ea79be56p-1", "0x1.079f1382ebd70p-1", "0x1.0de662673e2cep-1", "0x1.13dfe2f40d4b3p-1", "0x1.1992c4d97876cp-1"], "i_gold": ["0x1.ea14099e4868fp-8", "0x1.ea1384c6da354p-8", "0x1.ea10bb469448bp-8", "0x1.ea0694fb13787p-8", "0x1.e9e9a185af720p-8", "0x1.e9a3c3db4a35dp-8", "0x1.e90e71db20482p-8", "0x1.e7eb67d664889p-8", "0x1.e5dbb2a4831b0p-8", "0x1.e254f4ff39b9ep-8", "0x1.dc94ce9c0f8a2p-8", "0x1.d3924cea00048p-8", "0x1.c5ed4e9486c78p-8", "0x1.b1dbc3fd08046p-8", "0x1.9514b7c99d808p-8", "0x1.6cb90b7b0b561p-8", 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"0x1.f8027a8e5ed1cp-4", "-0x1.4cbb2a286bf30p-6", "-0x1.5dde4643f77b0p-3", "-0x1.505fcf91fcabcp-2", "-0x1.f9140a7f04605p-2", "-0x1.54813240d7afap-1", "-0x1.b010d85779057p-1"]}]}]} \ No newline at end of file diff --git a/pvlib/data/gold/sdm.py b/pvlib/data/gold/sdm.py index 46e61dd9ee..cc233c40fb 100644 --- a/pvlib/data/gold/sdm.py +++ b/pvlib/data/gold/sdm.py @@ -4,8 +4,8 @@ functions that compute I-V values in terms of accuracy and computation speed. Run this module from the command line to generate a gold dataset in two -formats, pvlib/data/gold/sdm.json (lossles, machine-interoperable) and -pvlib/data/gold/sdm.csv (human readable and lossy) and then guage functions +formats, pvlib/data/gold/sdm.json (lossless, machine-interoperable) and +pvlib/data/gold/sdm.csv (human readable and lossy) and then gauge functions against it that are compatible with the pvlib API. """ @@ -23,7 +23,7 @@ # Useful constants for photovoltaic modeling that are versioned. Several -# constants are derived from scipy.constants v1.1.0, which are from +# constants are derived from scipy.constants v1.2.1, which are from # standardized CODATA. See https://physics.nist.gov/cuu/Constants/. We do not # import scipy because it is not required in the base pvlib installation. Units # appear in the variable suffix to eliminate ambiguity. @@ -312,7 +312,7 @@ def make_gold_dataset(): i_l) # Not a gold value v_oc = pvlib.pvsystem.v_from_i(r_sh, r_s, nNsVth, 0., i_0, i_l) # Not a gold value - # For min diode voltage, go slightly less than Isc, even + # For min diode voltage, go slightly less than zero, even # when r_s==0 v_d_min = i_sc * r_s - 0.02 * v_oc # For max diode voltage, go slightly greater than Voc @@ -343,10 +343,10 @@ def make_gold_dataset(): # numerically reliable interval current_sum_residual_interval_list = \ [interval(i_l) - interval(i_0) * imath.expm1( - (interval(v) + interval(i)*interval(r_s)) / - interval(nNsVth)) - interval(g_sh) * - (interval(v) + interval(i)*interval(r_s)) - - interval(i) for v, i in zip(v_gold, i_gold)] + (interval(v) + interval(i)*interval(r_s)) + / interval(nNsVth)) - interval(g_sh) + * (interval(v) + interval(i)*interval(r_s)) + - interval(i) for v, i in zip(v_gold, i_gold)] # Make sure the computed interval is within the specified # tolerance, report bad value in exception if not @@ -435,7 +435,7 @@ def pretty_print_gold_dataset(gold_dataset): Create human-readable gold dataset. From a gold dataset in the lossless, machine-interoperable format, create - and return the dataset as a human-readale, comma-separated-value (csv) + and return the dataset as a human-readable, comma-separated-value (csv) string. Parameters @@ -462,12 +462,10 @@ def pretty_print_gold_dataset(gold_dataset): gold_dataset_csv = gold_dataset_csv + "G (W/m^2), T (degC)" + "\n" gold_dataset_csv = gold_dataset_csv + \ "r_sh (Ohm), r_s (Ohm), nNsVth (V), i_0 (A), i_l (A)" + "\n" - gold_dataset_csv = gold_dataset_csv + \ - ", ".join(["v_gold_" + str(idx) + - " (V)" for idx in range(num_pts)]) + "\n" - gold_dataset_csv = gold_dataset_csv + \ - ", ".join(["i_gold_" + str(idx) + - " (A)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + ["v_gold_" + str(idx) + " (V)" for idx in range(num_pts)]) + "\n" + gold_dataset_csv = gold_dataset_csv + ", ".join( + ["i_gold_" + str(idx) + " (A)" for idx in range(num_pts)]) + "\n" gold_dataset_csv = gold_dataset_csv + "\n\n" for device in gold_dataset_converted["devices"]: @@ -574,7 +572,7 @@ def gauge_functions(gold_dataset, test_func): See ``make_gold_dataset()``. test_func : dict - A dictionary of functions to guage. Supported keys to functions are + A dictionary of functions to gauge. Supported keys to functions are 'i_from_v' and 'v_from_i'. Returns diff --git a/pvlib/test/data/gold/test_sdm.py b/pvlib/test/data/gold/test_sdm.py index 2f339886e2..c215672bfe 100644 --- a/pvlib/test/data/gold/test_sdm.py +++ b/pvlib/test/data/gold/test_sdm.py @@ -58,6 +58,6 @@ def test_gauge_functions(): json_path = os.path.join(os.path.dirname(sdm.__file__), "sdm.json") gold_dataset = sdm.load_gold_dataset(json_path=json_path) pprint.pprint(sdm.gauge_functions(gold_dataset, { - "i_from_v": pvsystem.i_from_v, - "v_from_i": pvsystem.v_from_i, - })) + "i_from_v": pvsystem.i_from_v, + "v_from_i": pvsystem.v_from_i, + })) From 0041d4ea1ab31108d7289645c9a85bd6d82c7152 Mon Sep 17 00:00:00 2001 From: Mark Campanelli Date: Fri, 17 May 2019 16:05:22 -0600 Subject: [PATCH 44/44] Remove pvfactors for Python 3.4 --- ci/requirements-py34.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/ci/requirements-py34.yml b/ci/requirements-py34.yml index 1a0ad2e277..8ac5cd20d6 100644 --- a/ci/requirements-py34.yml +++ b/ci/requirements-py34.yml @@ -17,7 +17,6 @@ dependencies: - nose - pip: - coveralls - - pvfactors==1.0.1 - pyinterval - pytest-mock - pytest-timeout