From b4ce11934733fda3b34b740648709cbd7b2de68b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miguel=20S=C3=A1nchez=20de=20Le=C3=B3n=20Peque?= Date: Sat, 23 Apr 2022 22:24:06 +0200 Subject: [PATCH 1/4] Implement initial storage support --- docs/sphinx/source/user_guide/index.rst | 1 + docs/sphinx/source/user_guide/storage.rst | 467 ++ pvlib/battery.py | 265 + pvlib/data/consumed.csv | 8760 +++++++++++++++++++++ pvlib/data/generated.csv | 8760 +++++++++++++++++++++ pvlib/powerflow.py | 124 + pvlib/tests/conftest.py | 72 + pvlib/tests/test_battery.py | 347 + pvlib/tests/test_powerflow.py | 222 + setup.py | 4 +- 10 files changed, 19020 insertions(+), 2 deletions(-) create mode 100644 docs/sphinx/source/user_guide/storage.rst create mode 100644 pvlib/battery.py create mode 100644 pvlib/data/consumed.csv create mode 100644 pvlib/data/generated.csv create mode 100644 pvlib/powerflow.py create mode 100644 pvlib/tests/test_battery.py create mode 100644 pvlib/tests/test_powerflow.py diff --git a/docs/sphinx/source/user_guide/index.rst b/docs/sphinx/source/user_guide/index.rst index 3a0c204ffa..3be8fb4a5b 100644 --- a/docs/sphinx/source/user_guide/index.rst +++ b/docs/sphinx/source/user_guide/index.rst @@ -15,6 +15,7 @@ User Guide clearsky bifacial forecasts + storage comparison_pvlib_matlab variables_style_rules singlediode diff --git a/docs/sphinx/source/user_guide/storage.rst b/docs/sphinx/source/user_guide/storage.rst new file mode 100644 index 0000000000..68a3ec2f30 --- /dev/null +++ b/docs/sphinx/source/user_guide/storage.rst @@ -0,0 +1,467 @@ +.. _storage: + +Storage +======= + +Storage is a way of transforming energy that is available at a given instant, +for use at a later time. The way in which this energy is stored can vary +depending on the storage technology. It can be potential energy, heat or +chemical, among others. Storage is literally everywhere, in small electronic +devices like mobile phones or laptops, to electric vehicles, to huge dams. + +While humanity shifts from fossil fuels to renewable energy, it faces the +challenges of integrating more energy sources that are not always stable nor +predictable. The energy transition requires not only to replace current +electricity generation plants to be renewable, but also to replace heating +systems and combustion engines in the whole transportation sector to be +electric. + +Unfortunately, electrical energy cannot easily be stored so, if electricity is +becoming the main way of generating and consuming energy, energy storage +systems need to be capable of storing the excess electrical energy that is +produced when the generation is higher than the demand. Storage sysems need to +be: + +- Efficient: in the round-trip conversion from electrical to other type of + energy, and back to electrical again. + +- Capable: to store large quantities of energy. + +- Durable: to last longer. + +There are many specific use cases in which storage can be beneficial. In all of +them the underlying effect is the same: to make the grid more stable and +predictable. + +Some use cases are not necessarily always coupled with PV. For instance, with +power peak shaving, storage can be fed from the grid without a renewable energy +source directly connected to the system. Other use cases, however, are tightly +coupled with PV and hence, are of high interest for this project. + +Power versus energy +------------------- + +Module and inverter models in pvlib compute the power generation (DC and AC +respectively). This means the computation happens as an instant, without taking +into account the previous state nor the duration of the calculated power. It +is, in general, the way most models work in pvlib, with the exception of some +cell temperature models. It also means that time, or timestamps associated to +the power values, are not taken into consideration for the calculations. + +When dealing with storage systems, state plays a fundamental role. Degradation +and parameters like the state of charge (SOC) greatly affect how the systems +operates. This means that power computation is not sufficient. Energy is what +really matters and, in order to compute energy, time needs to be well defined. + +Conventions +*********** + +In order to work with time series pvlib relies on pandas and pytz to handle +time and time zones. See "Time and time zones" section for a brief +introduction. + +Also, when dealing with storage systems and power flow, you need to take into +account the following conventions: + +- Timestamps are associated to the beginning of the interval, as opposed to + other pvlib series where timestamps are instantaneous + +- The time series frequency needs to be well defined in the time series + +- Values represent a constant power throughout the interval, in W (power flow + simplifies calculations if you want to be able to model different time step + lengths) + +- Positive values represent power provided by the storage system (i.e.: + discharging), hence negative values represent power into the storage system + (i.e.: charging) + +.. note:: The left-labelling of the bins can be in conflict with energy meter + series data provided by the electricity retailer companies, where the + timestamp represents the time of the reading (the end of the interval). + However, using labels at the beginning of the interval eases typical group + operations with time series like resampling, where Pandas will assume by + default that the label is at the beginning of the interval. + +As an example, here you can see 15-minutes-period time series representing 1000 +W power throughout all the periods during January 2022: + +.. ipython:: python + + from pandas import date_range + from pandas import Series + + index = date_range( + "2022-01", + "2022-02", + closed="left", + freq="15T", + tz="Europe/Madrid", + ) + power = Series(1000.0, index=index) + power.head(2) + + +Batteries +--------- + +You can model and run battery simulations with pvlib. + +Introduction +************ + +The simplest way is to start with some battery specifications from a datasheet: + +.. ipython:: python + + parameters = { + "brand": "Sonnen", + "model": "sonnenBatterie 10/5,5", + "width": 0.690, + "height": 1.840, + "depth": 0.270, + "weight": 98, + "chemistry": "LFP", + "mode": "AC", + "charge_efficiency": 0.96, + "discharge_efficiency": 0.96, + "min_soc_percent": 5, + "max_soc_percent": 95, + "dc_modules": 1, + "dc_modules_in_series": 1, + "dc_energy_wh": 5500, + "dc_nominal_voltage": 102.4, + "dc_max_power_w": 3400, + } + +You can then use this information to build a model that can be used to run +battery simulations. The simplest model is the "bag of coulombs" (BOC) model, +which is an extreme simplification of a battery that does not take into account +any type of losses or degradation: + +.. note:: The BOC model is not the recommended model, but it useful to + understand how to work with other models. + + +.. ipython:: python + + from pvlib.battery import fit_boc + + state = fit_boc(parameters) + type(state) + + +The returned ``state`` represents the initial state of the battery for the +chosen model. This state can be used to simulate the behavior of the battery +provided a power series for the target dispatch: + +.. ipython:: python + + import matplotlib.pyplot as plt + + index = date_range( + "2022-01", + periods=30, + closed="left", + freq="1H", + tz="Europe/Madrid", + ) + power = Series(0.0, index=index) + power[2:10] = -500 + power[15:25] = 500 + + +Once you have the initial state and the dispatch power series, running the +simulation is very simple: + +.. ipython:: python + + from pvlib.battery import boc + + final_state, results = boc(state, power) + + +The simulation returns the final state of the battery and the resulting series +of power and SOC: + +.. ipython:: python + + plt.step(power.index, results["Power"].values, where="post", label="Result") + plt.step(power.index, power.values, where="post", label="Target", linestyle='dashed') + plt.ylabel('Power (W)') + @savefig boc_power.png + plt.legend() + @suppress + plt.close() + + +You can see how the target dispatch series is not followed perfectly by the +battery model. This is expected since the battery may reach its maximum or +minimum state of charge and, at that point, the energy flow will be unable to +follow the target. For this battery, the maximum SOC and minimum SOC were set +to 90 % and 10 % respectively: + +.. ipython:: python + + @savefig boc_soc.png + results["SOC"].plot(ylabel="SOC (%)") + @suppress + plt.close() + +More advanced models +******************** + +You can use other, more advanced, battery models with pvlib. + +The SAM model is much more precise and can be simulated using the same API: + +.. ipython:: python + + from pvlib.battery import sam + from pvlib.battery import fit_sam + + state = fit_sam(parameters) + final_state, results = sam(state, power) + + +As you can see from the results bellow, they slightly differ from the BOC +model, but represent an estimation that can be much closer to reality, +specially when running simulations over extended periods of time and with many +cycles: + +.. ipython:: python + + plt.step(power.index, results["Power"].values, where="post", label="Result") + plt.step(power.index, power.values, where="post", label="Target", linestyle='dashed') + plt.ylabel('Power (W)') + @savefig sam_power.png + plt.legend() + @suppress + plt.close() + + +.. ipython:: python + + @savefig sam_soc.png + results["SOC"].plot(ylabel="SOC (%)") + @suppress + plt.close() + + +Power flow +---------- + +With pvlib you can simulate power flow for different scenarios and use cases. + +Self consumption +**************** + +The self-consumption use case is defined with the following assumptions: + +- A PV system is connected to a load and to the grid + +- The PV system generation is well-known + +- The load profile is well-known + +- The grid can provide as much power as needed + +- Any ammount of excess energy can be fed into the grid + +- The load is provided with power from the system, when possible + +- When the system is unable to provide sufficient power to the load, the grid + will fill the load requirements + +- When the system produces more power than the required by the load, it will be + fed back into the grid + +- The grid will provide power to the system if required (i.e.: during night + hours) + +To simulate a system like this, you first need to start with the well-known PV +system generation and load profiles: + +.. ipython:: python + + import pkgutil + from io import BytesIO + + from pandas import Series + from pandas import read_csv + from pandas import to_datetime + + + def read_file(fname): + df = read_csv(BytesIO(pkgutil.get_data("pvlib", fname))) + df.columns = ["Timestamp", "Power"] + df["Timestamp"] = to_datetime(df["Timestamp"], format="%Y-%m-%dT%H:%M:%S%z", utc=True) + s = df.set_index("Timestamp")["Power"] + s = s.asfreq("H") + return s.tz_convert("Europe/Madrid") + + generation = read_file("data/generated.csv") + load = read_file("data/consumed.csv") + + +You can use these profiles to solve the energy/power flow for the +self-consumption use case: + +.. ipython:: python + + from pvlib.powerflow import self_consumption + + self_consumption_flow = self_consumption(generation, load) + self_consumption_flow.head() + + +The function will return the power flow series from system to load/grid and +from grid to load/system: + +.. ipython:: python + + @savefig power_flow_self_consumption_load.png + self_consumption_flow.groupby(self_consumption_flow.index.hour).mean()[["System to load", "Grid to load"]].plot.bar(stacked=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") + @suppress + plt.close() + + @savefig power_flow_self_consumption_system.png + self_consumption_flow.groupby(self_consumption_flow.index.hour).mean()[["System to load", "System to grid"]].plot.bar(stacked=True, xlabel="Hour", ylabel="Power (W)", title="Average system power flow") + @suppress + plt.close() + + +Self consumption with AC-connected battery +****************************************** + +The self-consumption with AC-connected battery use case is defined with the +following assumptions: + +- A PV system is connected to a load, a battery and to the grid + +- The battery is AC-connected + +- The PV system generation is well-known + +- The load profile is well-known + +- The grid can provide as much power as needed + +- Any ammount of excess energy can be fed into the grid + +- The load is provided with power from the system, when possible + +- When the system is unable to provide sufficient power to the load, the + battery may try to fill the load requirements, if the dispatching activates + the discharge + +- When both the system and the battery are unable to provide sufficient power + to the load, the grid will fill the load requirements + +- When the system produces more power than the required by the load, it may be + fed to the battery, if the dispatching activates the charge + +- When the excess power from the system (after feeding the load) is not fed + into the battery, it will be fed into the grid + +- The battery can only charge from the system and discharge to the load (i.e.: + battery-to-grid and grid-to-battery power flow is always zero) + +- The grid will provide power to the system if required (i.e.: during night + hours) + +For this use case, you need to start with the self-consumption power flow +solution: + +.. ipython:: python + + from pvlib.powerflow import self_consumption + + self_consumption_flow = self_consumption(generation, load) + self_consumption_flow.head() + + +Then you need to provide a dispatch series, which could easily be defined so +that the battery always charges from the excess energy by the system and always +discharges when the load requires energy from the grid: + +.. ipython:: python + + dispatch = self_consumption_flow["Grid to load"] - self_consumption_flow["System to grid"] + + +.. note:: Note how the positive values represent power provided by the storage + system (i.e.: discharging) while negative values represent power into the + storage system (i.e.: charging) + + +The last step is to use the self-consumption power flow solution and the +dispatch series to solve the new power flow scenario: + +.. ipython:: python + + from pvlib.powerflow import self_consumption_ac_battery_custom_dispatch + + battery = fit_sam(parameters) + state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam) + + +The new power flow results now include the flow series from system to +load/battery/grid, from battery to load and from grid to load/system: + +.. ipython:: python + + @savefig flow_self_consumption_ac_battery_load.png + flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") + @suppress + plt.close() + + @savefig flow_self_consumption_ac_battery_system.png + flow.groupby(flow.index.hour).mean()[["System to load", "System to battery", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average system power flow") + @suppress + plt.close() + + +.. note:: The :py:func:`~pvlib.flow.self_consumption_ac_battery` function + allows you to define the AC-DC losses, if you would rather avoid the default + values. + + +While the self-consumption with AC-connected battery use case imposes many +restrictions to the power flow, it still allows some flexibility to decide when +to allow charging and discharging. If you wanted to simulate a use case where +discharging should be avoided from 00:00 to 08:00, you could do that by simply: + +.. ipython:: python + + dispatch = self_consumption_flow["Grid to load"] - self_consumption_flow["System to grid"] + dispatch.loc[dispatch.index.hour < 8] = 0 + state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam) + + @savefig flow_self_consumption_ac_battery_load_custom_dispatch_restricted.png + flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") + @suppress + plt.close() + + +Energy flow +----------- + +You can convert the power series into energy series very easily: + +.. ipython:: python + + from pvlib.battery import power_to_energy + + energy_flow = power_to_energy(flow) + +And just as easily, you can use Pandas built-in methods to aggregate the energy +flow and plot the results: + +.. ipython:: python + + hourly_energy_flow = energy_flow.groupby(energy_flow.index.hour).sum() + @savefig energy_flow_self_consumption_ac_battery_load.png + hourly_energy_flow[["System to load", "Battery to load", "Grid to load"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Energy (Wh)", title="Total energy flow to load") + @suppress + plt.close() diff --git a/pvlib/battery.py b/pvlib/battery.py new file mode 100644 index 0000000000..4ec3039881 --- /dev/null +++ b/pvlib/battery.py @@ -0,0 +1,265 @@ +""" +This module contains functions for modeling batteries. +""" +from pandas import DataFrame + +try: + from PySAM.BatteryStateful import default as sam_default + from PySAM.BatteryStateful import new as sam_new + from PySAM.BatteryTools import battery_model_sizing as sam_sizing +except ImportError: # pragma: no cover + + def missing_nrel_pysam(*args, **kwargs): + raise ImportError( + "NREL's PySAM package required! (`pip install nrel-pysam`)" + ) + + sam_default = missing_nrel_pysam + sam_new = missing_nrel_pysam + sam_sizing = missing_nrel_pysam + + +def offset_to_hours(offset): + """ + Convert a Pandas offset into hours. + + Parameters + ---------- + offset : pd.tseries.offsets.BaseOffset + The input offset to convert. + + Returns + ------- + numeric + The resulting period, in hours. + """ + if offset.name == "H": + return offset.n + if offset.name == "T": + return offset.n / 60 + raise ValueError("Unsupported offset {}".format(offset)) + + +def power_to_energy(power): + """ + Converts a power series to an energy series. + + Assuming Watts as the input power unit, the output energy unit will be + Watt Hours. + + Parameters + ---------- + power : Series + The input power series. [W] + + Returns + ------- + The converted energy Series. [Wh] + """ + return power * offset_to_hours(power.index.freq) + + +def fit_boc(model): + """ + Determine the BOC model matching the given characteristics. + + Parameters + ---------- + datasheet : dict + The datasheet parameters of the battery. + + Returns + ------- + dict + The BOC parameters. + + Notes + ----- + This function does not really perform a fitting procedure. Instead, it just + calculates the model parameters that match the provided information from a + datasheet. + """ + params = { + "soc_percent": 50, + } + model.update(params) + return model + + +def boc(model, dispatch): + """ + Run a battery simulation with a provided dispatch series. Positive power + represents the power provided by the battery (i.e.: discharging) while + negative power represents power provided to the battery (i.e.: charging). + + The provided dispatch series is the goal/target power, but the battery may + not be able to provide or store that much energy given its characteristics. + This function will calculate how much power will actually flow from/into + the battery. + + Uses a simple "bag of Coulombs" model. + + Parameters + ---------- + model : dict + The initial BOC parameters. + dispatch : Series + The target power series. [W] + + Returns + ------- + export : dict + The final BOC parameters. + results : DataFrame + The resulting: + + - Power flow. [W] + - SOC. [%] + """ + min_soc = model.get("min_soc_percent", 10) + max_soc = model.get("max_soc_percent", 90) + factor = offset_to_hours(dispatch.index.freq) + + states = [] + current_energy = model["dc_energy_wh"] * model["soc_percent"] / 100 + max_energy = model["dc_energy_wh"] * max_soc / 100 + min_energy = model["dc_energy_wh"] * min_soc / 100 + + dispatch = dispatch.copy() + discharge_efficiency = model.get("discharge_efficiency", 1.0) + charge_efficiency = model.get("charge_efficiency", 1.0) + dispatch.loc[dispatch < 0] *= charge_efficiency + dispatch.loc[dispatch > 0] /= discharge_efficiency + + for power in dispatch: + if power > 0: + power = min(power, model["dc_max_power_w"]) + energy = power * factor + available = current_energy - min_energy + energy = min(energy, available) + power = energy / factor * discharge_efficiency + else: + power = max(power, -model["dc_max_power_w"]) + energy = power * factor + available = current_energy - max_energy + energy = max(energy, available) + power = energy / factor / charge_efficiency + current_energy -= energy + soc = current_energy / model["dc_energy_wh"] * 100 + states.append((power, soc)) + + results = DataFrame(states, index=dispatch.index, columns=["Power", "SOC"]) + + final_state = model.copy() + final_state["soc_percent"] = results.iloc[-1]["SOC"] + + return (final_state, results) + + +def fit_sam(datasheet): + """ + Determine the SAM BatteryStateful model matching the given characteristics. + + Parameters + ---------- + datasheet : dict + The datasheet parameters of the battery. + + Returns + ------- + dict + The SAM BatteryStateful parameters. + + Notes + ----- + This function does not really perform a fitting procedure. Instead, it just + calculates the model parameters that match the provided information from a + datasheet. + """ + chemistry = { + "LFP": "LFPGraphite", + } + model = sam_default(chemistry[datasheet["chemistry"]]) + sam_sizing( + model=model, + desired_power=datasheet["dc_max_power_w"] / 1000, + desired_capacity=datasheet["dc_energy_wh"] / 1000, + desired_voltage=datasheet["dc_nominal_voltage"], + ) + model.ParamsCell.initial_SOC = 50 + model.ParamsCell.minimum_SOC = datasheet.get("min_soc_percent", 10) + model.ParamsCell.maximum_SOC = datasheet.get("max_soc_percent", 90) + export = model.export() + del export["Controls"] + result = {} + result["sam"] = export + result["charge_efficiency"] = datasheet.get("charge_efficiency", 1.0) + result["discharge_efficiency"] = datasheet.get("discharge_efficiency", 1.0) + return result + + +def sam(model, power): + """ + Run a battery simulation with a provided dispatch series. Positive power + represents the power provided by the battery (i.e.: discharging) while + negative power represents power provided to the battery (i.e.: charging). + + The provided dispatch series is the goal/target power, but the battery may + not be able to provide or store that much energy given its characteristics. + This function will calculate how much power will actually flow from/into + the battery. + + Uses SAM's BatteryStateful model. + + Parameters + ---------- + model : dict + The initial SAM BatteryStateful parameters. + dispatch : Series + The target dispatch power series. [W] + + Returns + ------- + export : dict + The final SAM BatteryStateful parameters. + results : DataFrame + The resulting: + + - Power flow. [W] + - SOC. [%] + """ + battery = sam_new() + battery.ParamsCell.assign(model["sam"].get("ParamsCell", {})) + battery.ParamsPack.assign(model["sam"].get("ParamsPack", {})) + battery.Controls.replace( + { + "control_mode": 1, + "dt_hr": offset_to_hours(power.index.freq), + "input_power": 0, + } + ) + battery.setup() + battery.StateCell.assign(model["sam"].get("StateCell", {})) + battery.StatePack.assign(model["sam"].get("StatePack", {})) + + battery_dispatch = power.copy() + discharge_efficiency = model.get("discharge_efficiency", 1.0) + charge_efficiency = model.get("charge_efficiency", 1.0) + battery_dispatch.loc[power < 0] *= charge_efficiency + battery_dispatch.loc[power > 0] /= discharge_efficiency + + states = [] + for p in battery_dispatch: + battery.Controls.input_power = p / 1000 + battery.execute(0) + states.append((battery.StatePack.P * 1000, battery.StatePack.SOC)) + + results = DataFrame(states, index=power.index, columns=["Power", "SOC"]) + results.loc[results["Power"] < 0, "Power"] /= charge_efficiency + results.loc[results["Power"] > 0, "Power"] *= discharge_efficiency + export = battery.export() + del export["Controls"] + + state = model.copy() + state["sam"] = export + return (state, results) diff --git a/pvlib/data/consumed.csv b/pvlib/data/consumed.csv new file mode 100644 index 0000000000..0a3d6df487 --- /dev/null +++ b/pvlib/data/consumed.csv @@ -0,0 +1,8760 @@ +2021-01-01T00:00:00+0100,653.445264 +2021-01-01T01:00:00+0100,555.067787 +2021-01-01T02:00:00+0100,478.809259 +2021-01-01T03:00:00+0100,429.829035 +2021-01-01T04:00:00+0100,405.319952 +2021-01-01T05:00:00+0100,401.901241 +2021-01-01T06:00:00+0100,411.527176 +2021-01-01T07:00:00+0100,436.396929 +2021-01-01T08:00:00+0100,482.235877 +2021-01-01T09:00:00+0100,595.971787 +2021-01-01T10:00:00+0100,714.798791 +2021-01-01T11:00:00+0100,767.571816 +2021-01-01T12:00:00+0100,766.447572 +2021-01-01T13:00:00+0100,792.208677 +2021-01-01T14:00:00+0100,783.259359 +2021-01-01T15:00:00+0100,706.509571 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+2021-12-31T19:00:00+0100,-0.859243393 +2021-12-31T20:00:00+0100,-0.859243393 +2021-12-31T21:00:00+0100,-0.859243393 +2021-12-31T22:00:00+0100,-0.859243393 +2021-12-31T23:00:00+0100,-0.859243393 diff --git a/pvlib/powerflow.py b/pvlib/powerflow.py new file mode 100644 index 0000000000..ec6b8fe4cc --- /dev/null +++ b/pvlib/powerflow.py @@ -0,0 +1,124 @@ +""" +This module contains functions for simulating power flow. +""" +from pandas import DataFrame + + +def self_consumption(generation, load): + """ + Calculate the power flow for a self-consumption use case. It assumes the + system is connected to the grid. + + Parameters + ---------- + generation : Series + The input generation profile. [W] + load : Series + The input load profile. [W] + + Returns + ------- + DataFrame + The resulting power flow provided by the system and the grid into the + system, grid and load. [W] + """ + df = DataFrame(index=generation.index) + df["Grid to system"] = -generation.loc[generation < 0] + df["Grid to system"] = df["Grid to system"].fillna(0.0) + df["Generation"] = generation.loc[generation > 0] + df["Generation"] = df["Generation"].fillna(0.0) + df["Load"] = load + df["System to load"] = df[["Generation", "Load"]].min(axis=1, skipna=False) + df.loc[df["System to load"] < 0, "System to load"] = 0.0 + df["System to grid"] = df["Generation"] - df["System to load"] + df["Grid to load"] = df["Load"] - df["System to load"] + df["Grid"] = df[["Grid to system", "Grid to load"]].sum( + axis=1, skipna=False + ) + return df + + +def self_consumption_ac_battery(generation, load, battery, model): + """ + Calculate the power flow for a self-consumption use case with an + AC-connected battery. It assumes the system is connected to the grid. + + Parameters + ---------- + generation : Series + The input generation profile. [W] + load : Series + The input load profile. [W] + battery : dict + The battery parameters. + model : str + The battery model to use. + + Returns + ------- + DataFrame + The resulting power flow provided by the system, the grid and the + battery into the system, grid, battery and load. [W] + """ + df = self_consumption(generation, load) + charging = df["System to grid"] + discharging = df["Grid to load"] + dispatch = discharging - charging + final_state, results = model(battery, dispatch) + df["System to battery"] = -results["Power"].loc[results["Power"] < 0] + df["System to battery"] = df["System to battery"].fillna(0.0) + df["System to grid"] -= df["System to battery"] + df["Battery to load"] = results["Power"].loc[results["Power"] > 0] + df["Battery to load"] = df["Battery to load"].fillna(0.0) + df["Grid to load"] -= df["Battery to load"] + df["Grid"] = df[["Grid to system", "Grid to load"]].sum( + axis=1, skipna=False + ) + return final_state, df + + +def self_consumption_ac_battery_custom_dispatch( + df, dispatch, battery, model, ac_dc_loss=4, dc_ac_loss=4 +): + """ + Calculate the power flow for a self-consumption use case with an + AC-connected battery and a custom dispatch series. It assumes the system is + connected to the grid. + + Parameters + ---------- + df : DataFrame + The self-consumption power flow solution. [W] + dispatch : Series + The battery model to use. + battery : dict + The battery parameters. + model : str + The battery model to use. + ac_dc_loss : float + The fixed loss when converting AC to DC (i.e.: charging). [%] + dc_ac_loss : float + The fixed loss when converting DC to AC (i.e.: discharging). [%] + + Returns + ------- + DataFrame + The resulting power flow provided by the system, the grid and the + battery into the system, grid, battery and load. [W] + """ + final_state, results = model(battery, dispatch) + df = df.copy() + df["System to battery"] = -results["Power"] + df["System to battery"].loc[df["System to battery"] < 0] = 0.0 + df["System to battery"] = df[["System to battery", "System to grid"]].min( + axis=1 + ) + df["System to grid"] -= df["System to battery"] + df["Battery to load"] = results["Power"] + df["Battery to load"].loc[df["Battery to load"] < 0] = 0.0 + df["Battery to load"] = df[["Battery to load", "Grid to load"]].min(axis=1) + df["Grid to load"] -= df["Battery to load"] + df["Grid"] = df[["Grid to system", "Grid to load"]].sum( + axis=1, skipna=False + ) + return final_state, df diff --git a/pvlib/tests/conftest.py b/pvlib/tests/conftest.py index b3e9fcd5a1..77d7e91e63 100644 --- a/pvlib/tests/conftest.py +++ b/pvlib/tests/conftest.py @@ -1,3 +1,5 @@ +from functools import lru_cache +from importlib.resources import files from pathlib import Path import platform import warnings @@ -493,3 +495,73 @@ def sapm_module_params(): 'IXXO': 3.18803, 'FD': 1} return parameters + + +@pytest.fixture(scope="function") +def datasheet_battery_params(): + """ + Define some datasheet battery parameters for testing. + + The scope of the fixture is set to ``'function'`` to allow tests to modify + parameters if required without affecting other tests. + """ + parameters = { + "brand": "BYD", + "model": "HVS 5.1", + "width": 0.585, + "height": 0.712, + "depth": 0.298, + "weight": 91, + "chemistry": "LFP", + "mode": "AC", + "charge_efficiency": 0.96, + "discharge_efficiency": 0.96, + "min_soc_percent": 10, + "max_soc_percent": 90, + "dc_modules": 2, + "dc_modules_in_series": 2, + "dc_energy_wh": 5120, + "dc_nominal_voltage": 204, + "dc_max_power_w": 5100, + } + return parameters + + +@lru_cache(maxsize=20) +def _read_sample_profile(profile, timezone): + series = pd.read_csv(profile, names=["Timestamp", "Power"]) + series = series.set_index("Timestamp") + series.index = pd.to_datetime( + series.index, format="%Y-%m-%dT%H:%M:%S%z", utc=True + ) + series.index = series.index.tz_convert(timezone) + series = series.asfreq("1H") + return series["Power"].copy() + + +@pytest.fixture(scope="function") +def residential_load_profile(): + """ + Get a sample residential hourly load profile for testing purposes. + + Returns + ------- + The load profile. + """ + tz = "Europe/Madrid" + # TODO: use a more realistic (i.e.: non-synthetic) load profile if this is + # going to be integrated. + return _read_sample_profile(files("pvlib") / "data" / "consumed.csv", tz) + + +@pytest.fixture(scope="function") +def residential_generation_profile(): + """ + Get a sample residential hourly generation profile for testing purposes. + + Returns + ------- + The generation profile. + """ + tz = "Europe/Madrid" + return _read_sample_profile(files("pvlib") / "data" / "generated.csv", tz) diff --git a/pvlib/tests/test_battery.py b/pvlib/tests/test_battery.py new file mode 100644 index 0000000000..bca1a2b910 --- /dev/null +++ b/pvlib/tests/test_battery.py @@ -0,0 +1,347 @@ +from itertools import product + +import pytest +from pandas import Series +from pandas import date_range +from pvlib.tests.conftest import requires_pysam +from pytest import approx +from pytest import mark +from pytest import raises + +from pvlib.battery import boc +from pvlib.battery import fit_boc +from pvlib.battery import fit_sam +from pvlib.battery import power_to_energy +from pvlib.battery import sam + +all_models = mark.parametrize( + "fit,run", + [ + (fit_boc, boc), + pytest.param(fit_sam, sam, marks=requires_pysam), + ], +) + +all_efficiencies = mark.parametrize( + "charge_efficiency,discharge_efficiency", + list(product([1.0, 0.98, 0.95], repeat=2)), +) + + +@mark.parametrize( + "power_value,frequency,energy_value", + [ + (1000, "H", 1000), + (1000, "2H", 2000), + (1000, "15T", 250), + (1000, "60T", 1000), + ], +) +def test_power_to_energy(power_value, frequency, energy_value): + """ + The function should be able to convert power to energy for different power + series' frequencies. + """ + index = date_range( + start="2022-01-01", + periods=10, + freq=frequency, + tz="Europe/Madrid", + closed="left", + ) + power = Series(power_value, index=index) + energy = power_to_energy(power) + assert approx(energy) == energy_value + + +def test_power_to_energy_unsupported_frequency(): + """ + When the power series' frequency is unsupported, the function raises an + exception. + """ + index = date_range( + start="2022-01-01", + periods=10, + freq="1M", + tz="Europe/Madrid", + closed="left", + ) + power = Series(1000, index=index) + with raises(ValueError, match=r"Unsupported offset"): + power_to_energy(power) + + +def test_fit_boc(datasheet_battery_params): + """ + The function returns a dictionary with the BOC model parameters. + """ + model = fit_boc(datasheet_battery_params) + assert model["soc_percent"] == 50.0 + + +@requires_pysam +def test_fit_sam(datasheet_battery_params): + """ + The function returns a dictionary with a `"sam"` key that must be + assignable to a SAM BatteryStateful model. Parameters like the nominal + voltage and the battery energy must also be properly inherited. + """ + from PySAM.BatteryStateful import new + + model = fit_sam(datasheet_battery_params) + battery = new() + battery.assign(model["sam"]) + assert approx(battery.value("nominal_voltage")) == 204 + assert approx(battery.value("nominal_energy")) == 5.12 + + +@requires_pysam +def test_fit_sam_controls(datasheet_battery_params): + """ + The controls group should not be exported as part of the battery state when + creating a new SAM battery. + """ + model = fit_sam(datasheet_battery_params) + assert "Controls" not in set(model.keys()) + + +@requires_pysam +def test_sam_controls(datasheet_battery_params): + """ + The controls group should not be exported as part of the battery state when + running a simulation with the SAM model. + """ + index = date_range( + start="2022-01-01", + periods=100, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + power = Series(1000.0, index=index) + state = fit_sam(datasheet_battery_params) + state, _ = sam(state, power) + assert "Controls" not in set(state.keys()) + + +@all_models +def test_model_return_index(datasheet_battery_params, fit, run): + """ + The returned index must match the index of the given input power series. + """ + index = date_range( + start="2022-01-01", + periods=100, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + power = Series(1000.0, index=index) + state = fit(datasheet_battery_params) + _, result = run(state, power) + assert all(result.index == power.index) + + +@all_models +def test_model_offset_valueerror(datasheet_battery_params, fit, run): + """ + When the power series' frequency is unsupported, the models must raise an + exception. + """ + index = date_range( + start="2022-01-01", + periods=10, + freq="1M", + tz="Europe/Madrid", + closed="left", + ) + power = Series(1000, index=index) + state = fit(datasheet_battery_params) + with raises(ValueError, match=r"Unsupported offset"): + run(state, power) + + +@all_models +@all_efficiencies +def test_model_dispatch_power( + datasheet_battery_params, + fit, + run, + charge_efficiency, + discharge_efficiency, +): + """ + The dispatch power series represents the power flow as seen from the + outside. As long as the battery is capable to provide sufficient power and + sufficient energy, the resulting power flow should match the provided + dispatch series independently of the charging/discharging efficiencies. + """ + index = date_range( + start="2022-01-01", + periods=10, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + dispatch = Series(100.0, index=index) + state = fit(datasheet_battery_params) + _, result = run(state, dispatch) + assert approx(result["Power"], rel=0.005) == dispatch + + +@all_models +@all_efficiencies +def test_model_soc_value( + datasheet_battery_params, + fit, + run, + charge_efficiency, + discharge_efficiency, +): + """ + The SOC should be updated according to the power flow and battery capacity. + """ + index = date_range( + start="2022-01-01", + periods=20, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + step_percent = 1.5 + step_power = step_percent / 100 * datasheet_battery_params["dc_energy_wh"] + power = Series(step_power, index=index) + + state = fit(datasheet_battery_params) + _, result = run(state, power) + assert ( + approx(result["SOC"].diff().iloc[-10:].mean(), rel=0.05) + == -step_percent / datasheet_battery_params["discharge_efficiency"] + ) + + +@all_models +def test_model_charge_convergence(datasheet_battery_params, fit, run): + """ + Charging only should converge into almost no power flow and maximum SOC. + """ + index = date_range( + start="2022-01-01", + periods=100, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + power = Series(-1000, index=index) + state = fit(datasheet_battery_params) + _, result = run(state, power) + assert result["Power"].iloc[-1] == approx(0, abs=0.01) + assert result["SOC"].iloc[-1] == approx(90, rel=0.01) + + +@all_models +def test_model_discharge_convergence(datasheet_battery_params, fit, run): + """ + Discharging only should converge into almost no power flow and minimum SOC. + """ + index = date_range( + start="2022-01-01", + periods=100, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + power = Series(1000, index=index) + state = fit(datasheet_battery_params) + _, result = run(state, power) + assert result["Power"].iloc[-1] == approx(0, abs=0.01) + assert result["SOC"].iloc[-1] == approx(10, rel=0.01) + + +@all_models +def test_model_chain(datasheet_battery_params, fit, run): + """ + The returning state must be reusable. Simulating continuously for ``2n`` + steps should be the same as splitting the simulation in 2 for ``n`` steps. + """ + index = date_range( + start="2022-01-01", + periods=100, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + power = Series(2000.0, index=index) + power.iloc[::2] = -2000.0 + half_length = int(len(power) / 2) + + continuous_state = fit(datasheet_battery_params) + continuous_state, continuous_power = run(continuous_state, power) + + split_state = fit(datasheet_battery_params) + split_state, split_power_0 = run(split_state, power[:half_length]) + split_state, split_power_1 = run(split_state, power[half_length:]) + split_power = split_power_0.append(split_power_1) + + assert split_state == continuous_state + assert approx(split_power) == continuous_power + + +@all_models +def test_model_equivalent_periods(datasheet_battery_params, fit, run): + """ + The results of a simulation with a 1-hour period should match those of a + simulation with a 60-minutes period. + """ + battery = fit(datasheet_battery_params) + hourly_index = date_range( + start="2022-01-01", + periods=50, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + minutely_index = date_range( + start="2022-01-01", + periods=50, + freq="60T", + tz="Europe/Madrid", + closed="left", + ) + + _, hourly = run(battery, Series(20.0, index=hourly_index)) + _, minutely = run(battery, Series(20.0, index=minutely_index)) + + assert approx(hourly) == minutely + + +@all_models +def test_model_equivalent_power_timespan(datasheet_battery_params, fit, run): + """ + Simulating with the same constant input power over the same time span but + with different frequency should yield similar results. + """ + battery = fit(datasheet_battery_params) + half_index = date_range( + start="2022-01-01 00:00", + end="2022-01-02 00:00", + freq="30T", + tz="Europe/Madrid", + closed="left", + ) + double_index = date_range( + start="2022-01-01 00:00", + end="2022-01-02 00:00", + freq="60T", + tz="Europe/Madrid", + closed="left", + ) + + _, half = run(battery, Series(20.0, index=half_index)) + _, double = run(battery, Series(20.0, index=double_index)) + + assert approx(half.iloc[-1]["SOC"], rel=0.001) == double.iloc[-1]["SOC"] + assert ( + approx(power_to_energy(half["Power"]).sum(), rel=0.001) + == power_to_energy(double["Power"]).sum() + ) diff --git a/pvlib/tests/test_powerflow.py b/pvlib/tests/test_powerflow.py new file mode 100644 index 0000000000..0bd79efdbf --- /dev/null +++ b/pvlib/tests/test_powerflow.py @@ -0,0 +1,222 @@ +from numpy import nan +from numpy.random import uniform +from pandas import Series +from pandas import date_range +from pytest import approx +from pytest import mark + +from pvlib.battery import boc +from pvlib.battery import fit_boc +from pvlib.powerflow import self_consumption +from pvlib.powerflow import self_consumption_ac_battery + + +@mark.parametrize( + "generation,load,flow", + [ + ( + 42, + 20, + { + "Generation": 42, + "Load": 20, + "System to load": 20, + "System to grid": 22, + "Grid to load": 0, + "Grid to system": 0, + "Grid": 0, + }, + ), + ( + 42, + 42, + { + "Generation": 42, + "Load": 42, + "System to load": 42, + "System to grid": 0, + "Grid to load": 0, + "Grid to system": 0, + "Grid": 0, + }, + ), + ( + 42, + 50, + { + "Generation": 42, + "Load": 50, + "System to load": 42, + "System to grid": 0, + "Grid to load": 8, + "Grid to system": 0, + "Grid": 8, + }, + ), + ( + -3, + 0, + { + "Generation": 0, + "Load": 0, + "System to load": 0, + "System to grid": 0, + "Grid to load": 0, + "Grid to system": 3, + "Grid": 3, + }, + ), + ( + -3, + 42, + { + "Generation": 0, + "Load": 42, + "System to load": 0, + "System to grid": 0, + "Grid to load": 42, + "Grid to system": 3, + "Grid": 45, + }, + ), + ], + ids=[ + "Positive generation with lower load", + "Positive generation with same load", + "Positive generation with higher load", + "Negative generation with zero load", + "Negative generation with positive load", + ], +) +def test_self_consumption(generation, load, flow): + """ + Check multiple conditions with well-known cases: + + - Excess generation must flow into grid + - Load must be fed with the system when possible, otherwise from grid + - Grid must provide energy for the system when required (i.e.: night hours) + - Negative values from the input generation are removed from the output + generation and added to the grid-to-system flow + """ + result = ( + self_consumption( + generation=Series([generation]), + load=Series([load]), + ) + .iloc[0] + .to_dict() + ) + assert approx(result) == flow + + +def test_self_consumption_sum(): + """ + The sum of the flows with respect to the system, load and grid must be + balanced. + """ + flow = self_consumption( + generation=Series(uniform(0, 1, 1000)), + load=Series(uniform(0, 1, 1000)), + ) + assert ( + approx(flow["Generation"]) + == flow["System to load"] + flow["System to grid"] + ) + assert ( + approx(flow["Grid"]) == flow["Grid to load"] + flow["Grid to system"] + ) + assert ( + approx(flow["Load"]) == flow["System to load"] + flow["Grid to load"] + ) + assert ( + approx(flow["Load"] + flow["Grid to system"]) + == flow["System to load"] + flow["Grid"] + ) + + +def test_self_consumption_ac_battery_sum(datasheet_battery_params): + """ + The sum of the flows with respect to the system, load, grid and battery + must be balanced. + """ + index = date_range( + "2022-01-01", + periods=1000, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) + _, flow = self_consumption_ac_battery( + generation=Series(uniform(0, 1, 1000), index=index), + load=Series(uniform(0, 1, 1000), index=index), + battery=fit_boc(datasheet_battery_params), + model=boc, + ) + assert ( + approx(flow["Generation"]) + == flow["System to load"] + + flow["System to battery"] + + flow["System to grid"] + ) + assert ( + approx(flow["Grid"]) == flow["Grid to load"] + flow["Grid to system"] + ) + assert ( + approx(flow["Load"]) + == flow["System to load"] + + flow["Battery to load"] + + flow["Grid to load"] + ) + + +@mark.parametrize( + "charge_efficiency,discharge_efficiency,efficiency", + [ + (1.0, 1.0, 1.0), + (0.97, 1.0, 0.97), + (1.0, 0.95, 0.95), + (0.97, 0.95, 0.97 * 0.95), + ], +) +def test_self_consumption_ac_battery_losses( + datasheet_battery_params, + residential_generation_profile, + residential_load_profile, + charge_efficiency, + discharge_efficiency, + efficiency, +): + """ + AC-DC conversion losses must be taken into account. + + With the BOC model these losses are easy to track if we setup a simulation + in which we make sure to begin and end with an "empty" battery. + """ + datasheet_battery_params["charge_efficiency"] = charge_efficiency + datasheet_battery_params["discharge_efficiency"] = discharge_efficiency + battery = fit_boc(datasheet_battery_params) + residential_generation_profile.iloc[:1000] = 0.0 + residential_generation_profile.iloc[-1000:] = 0.0 + _, lossy = self_consumption_ac_battery( + generation=residential_generation_profile, + load=residential_load_profile, + battery=battery, + model=boc, + ) + lossy = lossy.iloc[1000:] + assert lossy["Battery to load"].sum() / lossy[ + "System to battery" + ].sum() == approx(efficiency) + + +def test_self_consumption_nan_load(): + """ + When the load is unknown (NaN), the calculated flow to load should also be + unknown. + """ + flow = self_consumption( + generation=Series([1, -2, 3, -4]), + load=Series([nan, nan, nan, nan]), + ) + assert flow["System to load"].isna().all() + assert flow["Grid to load"].isna().all() diff --git a/setup.py b/setup.py index 2abd339723..9c0769227a 100755 --- a/setup.py +++ b/setup.py @@ -47,13 +47,13 @@ 'requests-mock', 'pytest-timeout', 'pytest-rerunfailures', 'pytest-remotedata'] EXTRAS_REQUIRE = { - 'optional': ['cython', 'ephem', 'netcdf4', 'nrel-pysam', 'numba', + 'optional': ['cython', 'ephem', 'netcdf4', 'nrel-pysam >= 3.0.1', 'numba', 'pvfactors', 'siphon', 'statsmodels', 'cftime >= 1.1.1'], 'doc': ['ipython', 'matplotlib', 'sphinx == 4.5.0', 'pydata-sphinx-theme == 0.8.1', 'sphinx-gallery', 'docutils == 0.15.2', 'pillow', 'netcdf4', 'siphon', - 'sphinx-toggleprompt >= 0.0.5', 'pvfactors'], + 'sphinx-toggleprompt >= 0.0.5', 'pvfactors', 'nrel-pysam >= 3.0.1'], 'test': TESTS_REQUIRE } EXTRAS_REQUIRE['all'] = sorted(set(sum(EXTRAS_REQUIRE.values(), []))) From 520a4e77397fdee7f6d4205059dd06ef9d4d8a91 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miguel=20S=C3=A1nchez=20de=20Le=C3=B3n=20Peque?= Date: Mon, 26 Sep 2022 03:42:32 +0200 Subject: [PATCH 2/4] fixup! Implement initial storage support --- Storage.ipynb | 3712 +++++++++++++++++++++ docs/sphinx/source/user_guide/storage.rst | 5 - pvlib/powerflow.py | 131 +- 3 files changed, 3835 insertions(+), 13 deletions(-) create mode 100644 Storage.ipynb diff --git a/Storage.ipynb b/Storage.ipynb new file mode 100644 index 0000000000..8d133f4302 --- /dev/null +++ b/Storage.ipynb @@ -0,0 +1,3712 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "2ecd8d69", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "pd.options.plotting.backend = \"plotly\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "46f5fb25", + "metadata": {}, + "outputs": [], + "source": [ + "import pkgutil\n", + "\n", + "from io import BytesIO\n", + "\n", + "from pandas import Series\n", + "\n", + "from pandas import read_csv\n", + "\n", + "from pandas import to_datetime\n", + "\n", + "def read_file(fname):\n", + " df = read_csv(\"./pvlib/\" + fname, names=[\"Timestamp\", \"Power\"])\n", + " df[\"Timestamp\"] = to_datetime(df[\"Timestamp\"], format=\"%Y-%m-%dT%H:%M:%S%z\", utc=True)\n", + " s = df.set_index(\"Timestamp\")[\"Power\"]\n", + " s = s.asfreq(\"H\")\n", + " return s.tz_convert(\"Europe/Madrid\")\n", + "\n", + "\n", + "generation = read_file(\"data/generated.csv\")\n", + "load = read_file(\"data/consumed.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ca3f93a8", + "metadata": {}, + "outputs": [], + "source": [ + "from pvlib.powerflow import self_consumption_ac_battery_custom_dispatch\n", + "from pvlib.battery import fit_sam\n", + "from pvlib.battery import sam\n", + "from pvlib.powerflow import self_consumption\n", + "\n", + "from pvlib.inverter import sandia_multi" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "98100463", + "metadata": {}, + "outputs": [], + "source": [ + "import pvlib\n", + "from pvlib.location import Location\n", + "from pvlib.modelchain import ModelChain\n", + "from pvlib.pvsystem import PVSystem, Array, FixedMount\n", + "\n", + "\n", + "def run_model_chain():\n", + " name = 'Madrid'\n", + " latitude = 40.31672645215922\n", + " longitude = -3.674695061062714\n", + " altitude = 603\n", + " timezone = 'Europe/Madrid'\n", + " \n", + " module = pvlib.pvsystem.retrieve_sam('SandiaMod')['Canadian_Solar_CS5P_220M___2009_']\n", + " inverter = pvlib.pvsystem.retrieve_sam('cecinverter')['Shenzhen_Growatt_New_Energy_Technology_Co___Ltd__Growatt_3000HF_US__240V_']\n", + "\n", + " weather = pvlib.iotools.get_pvgis_tmy(latitude, longitude, map_variables=True)[0]\n", + " weather.index = load.index\n", + " weather.index.name = \"Timestamp\"\n", + "\n", + " location = Location(\n", + " latitude,\n", + " longitude,\n", + " name=name,\n", + " altitude=altitude,\n", + " tz=timezone,\n", + " )\n", + " mount = FixedMount(surface_tilt=latitude, surface_azimuth=180)\n", + " temperature_model_parameters = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_glass']\n", + " array = Array(\n", + " mount=mount,\n", + " module_parameters=module,\n", + " modules_per_string=8,\n", + " strings=1,\n", + " temperature_model_parameters=temperature_model_parameters,\n", + " )\n", + " system = PVSystem(arrays=[array], inverter_parameters=inverter)\n", + " mc = ModelChain(system, location)\n", + " mc.run_model(weather)\n", + " return mc" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "5d4452cc", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "variable=System to load
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pvlib.powerflow import self_consumption_ac_battery_custom_dispatch\n", + "\n", + "battery = fit_sam(battery_datasheet)\n", + "state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam)\n", + "flow.groupby(flow.index.hour).mean()[[\"System to load\", \"Battery to load\", \"Grid to load\", \"System to grid\"]].plot.bar(title=\"Average power flow\").show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/sphinx/source/user_guide/storage.rst b/docs/sphinx/source/user_guide/storage.rst index 68a3ec2f30..dfaacc86b1 100644 --- a/docs/sphinx/source/user_guide/storage.rst +++ b/docs/sphinx/source/user_guide/storage.rst @@ -422,11 +422,6 @@ load/battery/grid, from battery to load and from grid to load/system: plt.close() -.. note:: The :py:func:`~pvlib.flow.self_consumption_ac_battery` function - allows you to define the AC-DC losses, if you would rather avoid the default - values. - - While the self-consumption with AC-connected battery use case imposes many restrictions to the power flow, it still allows some flexibility to decide when to allow charging and discharging. If you wanted to simulate a use case where diff --git a/pvlib/powerflow.py b/pvlib/powerflow.py index ec6b8fe4cc..af73311c2b 100644 --- a/pvlib/powerflow.py +++ b/pvlib/powerflow.py @@ -12,9 +12,9 @@ def self_consumption(generation, load): Parameters ---------- generation : Series - The input generation profile. [W] + The AC generation profile. [W] load : Series - The input load profile. [W] + The load profile. [W] Returns ------- @@ -77,9 +77,57 @@ def self_consumption_ac_battery(generation, load, battery, model): return final_state, df -def self_consumption_ac_battery_custom_dispatch( - df, dispatch, battery, model, ac_dc_loss=4, dc_ac_loss=4 +def self_consumption_dc_battery( + ac_generation, + ac_clipping, + inverter_efficiency, + inverter_max_output_power_w, + load, + battery, + model, ): + """ + Calculate the power flow for a self-consumption use case with an + AC-connected battery. It assumes the system is connected to the grid. + + Parameters + ---------- + generation : Series + The input generation profile. [W] + load : Series + The input load profile. [W] + battery : dict + The battery parameters. + model : str + The battery model to use. + + Returns + ------- + DataFrame + The resulting power flow provided by the system, the grid and the + battery into the system, grid, battery and load. [W] + """ + df = self_consumption(ac_generation, load) + charging = (df["System to grid"] + ac_clipping) / inverter_efficiency + discharging = df["Grid to load"] + discharging = min(discharging, inverter_max_output_power_w - ac_generation) + discharging /= inverter_efficiency + dispatch = discharging - charging + final_state, results = model(battery, dispatch) + df["System to battery"] = -results["Power"].loc[results["Power"] < 0] + df["System to battery"] = df["System to battery"].fillna(0.0) + df["System to grid"] -= df["System to battery"] * inverter_efficiency + df["Battery to load"] = results["Power"].loc[results["Power"] > 0] + df["Battery to load"] = df["Battery to load"].fillna(0.0) + df["Battery to load"] *= inverter_efficiency + df["Grid to load"] -= df["Battery to load"] + df["Grid"] = df[["Grid to system", "Grid to load"]].sum( + axis=1, skipna=False + ) + return final_state, df + + +def self_consumption_ac_battery_custom_dispatch(df, dispatch, battery, model): """ Calculate the power flow for a self-consumption use case with an AC-connected battery and a custom dispatch series. It assumes the system is @@ -90,15 +138,82 @@ def self_consumption_ac_battery_custom_dispatch( df : DataFrame The self-consumption power flow solution. [W] dispatch : Series + The dispatch series to use. + battery : dict + The battery parameters. + model : str The battery model to use. + + Returns + ------- + DataFrame + The resulting power flow provided by the system, the grid and the + battery into the system, grid, battery and load. [W] + """ + final_state, results = model(battery, dispatch) + df = df.copy() + df["System to battery"] = -results["Power"] + df["System to battery"].loc[df["System to battery"] < 0] = 0.0 + df["System to battery"] = df[["System to battery", "System to grid"]].min( + axis=1 + ) + df["System to grid"] -= df["System to battery"] + df["Battery to load"] = results["Power"] + df["Battery to load"].loc[df["Battery to load"] < 0] = 0.0 + df["Battery to load"] = df[["Battery to load", "Grid to load"]].min(axis=1) + df["Grid to load"] -= df["Battery to load"] + df["Grid"] = df[["Grid to system", "Grid to load"]].sum( + axis=1, skipna=False + ) + return final_state, df + + +def sandia_multi_dc_battery(v_dc, p_dc, inverter, dispatch, battery, model): + power_dc = sum(p_dc) + power_ac = 0. * power_dc + + # First, limit charging to the available DC power + max_charging = -power_dc + charging_mask = dispatch < 0 + dispatch[charging_mask] = np.max([dispatch, max_charging], axis=0)[charging_mask] + + # Second, limit discharging to the inverter's maximum output power (approximately) + # Note this can revert the dispatch and charge when there is too much DC power (prevents clipping) + max_discharging = inverter['Paco'] - power_dc + discharging_mask = dispatch > 0 + dispatch[discharging_mask] = np.min([dispatch, max_discharging], axis=0)[discharging_mask] + + # Calculate the actual battery power flow + final_state, results = model(battery, dispatch) + + # Adjust the DC power + power_dc += results['Power'] + adjust_ratio = power_dc / sum(p_dc) + + for vdc, pdc in zip(v_dc, p_dc): + pdc *= adjust_ratio + power_ac += pdc / power_dc * _sandia_eff(vdc, power_dc, inverter) + + return _sandia_limits(power_ac, power_dc, inverter['Paco'], + inverter['Pnt'], inverter['Pso']) + + +def self_consumption_dc_battery_custom_dispatch(v_dc, p_dc, inverter, dispatch, battery, model): + """ + Calculate the power flow for a self-consumption use case with a + DC-connected battery and a custom dispatch series. It assumes the system is + connected to the grid. + + Parameters + ---------- + df : DataFrame + The self-consumption power flow solution. [W] + dispatch : Series + The dispatch series to use. battery : dict The battery parameters. model : str The battery model to use. - ac_dc_loss : float - The fixed loss when converting AC to DC (i.e.: charging). [%] - dc_ac_loss : float - The fixed loss when converting DC to AC (i.e.: discharging). [%] Returns ------- From c7026ee2b46f5e2735867c822788699979f16c3f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miguel=20S=C3=A1nchez=20de=20Le=C3=B3n=20Peque?= Date: Sun, 2 Oct 2022 02:30:41 +0200 Subject: [PATCH 3/4] fixup! Implement initial storage support --- docs/sphinx/source/user_guide/storage.rst | 210 +- pvlib/data/consumed.csv | 8760 --------------------- pvlib/data/generated.csv | 8760 --------------------- pvlib/powerflow.py | 66 +- pvlib/tests/test_powerflow.py | 128 +- 5 files changed, 358 insertions(+), 17566 deletions(-) delete mode 100644 pvlib/data/consumed.csv delete mode 100644 pvlib/data/generated.csv diff --git a/docs/sphinx/source/user_guide/storage.rst b/docs/sphinx/source/user_guide/storage.rst index dfaacc86b1..5deec629bb 100644 --- a/docs/sphinx/source/user_guide/storage.rst +++ b/docs/sphinx/source/user_guide/storage.rst @@ -253,6 +253,81 @@ Power flow With pvlib you can simulate power flow for different scenarios and use cases. +In order to start playing with these use cases, you can start off by creating a +model chain containing the results of the PV generation for a particular +location and configuration: + +.. ipython:: python + + from pvlib.iotools import get_pvgis_tmy + from pvlib.location import Location + from pvlib.modelchain import ModelChain + from pvlib.pvsystem import Array + from pvlib.pvsystem import FixedMount + from pvlib.pvsystem import PVSystem + from pvlib.pvsystem import retrieve_sam + from pvlib.temperature import TEMPERATURE_MODEL_PARAMETERS as tmodel + + def run_model_chain(): + name = 'Madrid' + latitude = 40.31672645215922 + longitude = -3.674695061062714 + altitude = 603 + timezone = 'Europe/Madrid' + module = retrieve_sam('SandiaMod')['Canadian_Solar_CS5P_220M___2009_'] + inverter = retrieve_sam('cecinverter')['Powercom__SLK_1500__240V_'] + weather = get_pvgis_tmy(latitude, longitude, map_variables=True)[0] + weather.index = date_range( + start="2021-01-01 00:00:00", + end="2022-01-01 00:00:00", + closed="left", + freq="H", + ) + weather.index.name = "Timestamp" + location = Location( + latitude, + longitude, + name=name, + altitude=altitude, + tz=timezone, + ) + mount = FixedMount(surface_tilt=latitude, surface_azimuth=180) + temperature_model_parameters = tmodel['sapm']['open_rack_glass_glass'] + array = Array( + mount=mount, + module_parameters=module, + modules_per_string=16, + strings=1, + temperature_model_parameters=temperature_model_parameters, + ) + system = PVSystem(arrays=[array], inverter_parameters=inverter) + mc = ModelChain(system, location) + mc.run_model(weather) + return mc + + mc = run_model_chain() + + +And a syntethic load profile for the experiment: + +.. ipython:: python + + from numpy import nan + from numpy.random import uniform + + def create_synthetic_load_profile(index): + load = Series(data=nan, index=index) + load[load.index.hour == 0] = 600 + load[load.index.hour == 4] = 400 + load[load.index.hour == 13] = 1100 + load[load.index.hour == 17] = 800 + load[load.index.hour == 21] = 1300 + load *= uniform(low=0.6, high=1.4, size=len(load)) + return load.interpolate(method="spline", order=2) + + load = create_synthetic_load_profile(mc.results.ac.index) + + Self consumption **************** @@ -279,38 +354,14 @@ The self-consumption use case is defined with the following assumptions: - The grid will provide power to the system if required (i.e.: during night hours) -To simulate a system like this, you first need to start with the well-known PV -system generation and load profiles: - -.. ipython:: python - - import pkgutil - from io import BytesIO - - from pandas import Series - from pandas import read_csv - from pandas import to_datetime - - - def read_file(fname): - df = read_csv(BytesIO(pkgutil.get_data("pvlib", fname))) - df.columns = ["Timestamp", "Power"] - df["Timestamp"] = to_datetime(df["Timestamp"], format="%Y-%m-%dT%H:%M:%S%z", utc=True) - s = df.set_index("Timestamp")["Power"] - s = s.asfreq("H") - return s.tz_convert("Europe/Madrid") - - generation = read_file("data/generated.csv") - load = read_file("data/consumed.csv") - - -You can use these profiles to solve the energy/power flow for the +You can use the system and load profiles to solve the energy/power flow for the self-consumption use case: .. ipython:: python from pvlib.powerflow import self_consumption + generation = mc.results.ac self_consumption_flow = self_consumption(generation, load) self_consumption_flow.head() @@ -321,12 +372,7 @@ from grid to load/system: .. ipython:: python @savefig power_flow_self_consumption_load.png - self_consumption_flow.groupby(self_consumption_flow.index.hour).mean()[["System to load", "Grid to load"]].plot.bar(stacked=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") - @suppress - plt.close() - - @savefig power_flow_self_consumption_system.png - self_consumption_flow.groupby(self_consumption_flow.index.hour).mean()[["System to load", "System to grid"]].plot.bar(stacked=True, xlabel="Hour", ylabel="Power (W)", title="Average system power flow") + self_consumption_flow.groupby(self_consumption_flow.index.hour).mean()[["System to load", "Grid to load", "System to grid"]].plot.bar(stacked=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") @suppress plt.close() @@ -412,28 +458,110 @@ load/battery/grid, from battery to load and from grid to load/system: .. ipython:: python @savefig flow_self_consumption_ac_battery_load.png - flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") + flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load", "System to battery", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") @suppress plt.close() - @savefig flow_self_consumption_ac_battery_system.png - flow.groupby(flow.index.hour).mean()[["System to load", "System to battery", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average system power flow") + +Self consumption with DC-connected battery +****************************************** + +The self-consumption with DC-connected battery is a completely different use +case. As opposed to the AC-connected battery use case, you cannot just take +into account the system's AC ouput and the load. Instead, you need to note that +the battery is connected to a single inverter, and the inverter imposes some +restrictions on how the power can flow from PV and from the battery. + +Hence, for this use case, you need to consider the PV power output (DC +generation) and the inverter model as well in order to be able to calculate the +inverter's output power (AC). + +The restrictions are as follow: + +- PV and battery are DC-connected to the same single inverter + +- Battery can only charge from PV + +- The PV generation (DC) is well-known + +- A custom dispatch series must be defined, but there is no guarantee that it + will be followed + + - The battery cannot charge with higher power than PV can provide + + - The battery cannot discharge with higher power if the inverter cannot + handle the total power provided by PV and the battery + + - The battery will be charged to avoid clipping AC power + +For this use case, you can start with the same self-consumption power flow +solution and dispatch series as in the AC battery use case: + +.. ipython:: python + + self_consumption_flow = self_consumption(generation, load) + dispatch = self_consumption_flow["Grid to load"] - self_consumption_flow["System to grid"] + + +TODO: + +.. ipython:: python + + from pvlib.powerflow import multi_dc_battery + + battery_datasheet = { + "chemistry": "LFP", + "mode": "DC", + "charge_efficiency": 0.98, + "discharge_efficiency": 0.98, + "min_soc_percent": 5, + "max_soc_percent": 95, + "dc_modules": 1, + "dc_modules_in_series": 1, + "dc_energy_wh": 5500, + "dc_nominal_voltage": 102.4, + "dc_max_power_w": 3400, + } + results = multi_dc_battery( + v_dc=[mc.results.dc["v_mp"]], + p_dc=[mc.results.dc["p_mp"]], + inverter=mc.system.inverter_parameters, + battery_dispatch=dispatch, + battery_parameters=fit_sam(battery_datasheet), + battery_model=sam, + ) + dc_battery_flow = self_consumption(results["AC power"], load) + dc_battery_flow["PV to load"] = dc_battery_flow["System to load"] * (1 - results["Battery factor"]) + dc_battery_flow["Battery to load"] = dc_battery_flow["System to load"] * results["Battery factor"] + @savefig flow_self_consumption_dc_battery_load.png + dc_battery_flow.groupby(dc_battery_flow.index.hour).mean()[["PV to load", "Battery to load", "Grid to load", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") @suppress plt.close() -While the self-consumption with AC-connected battery use case imposes many -restrictions to the power flow, it still allows some flexibility to decide when -to allow charging and discharging. If you wanted to simulate a use case where -discharging should be avoided from 00:00 to 08:00, you could do that by simply: +Dispatching strategies +********************** + +While the self-consumption-with-battery use case imposes many restrictions to +the power flow, it still allows some flexibility to decide when to charge and +discharge the battery. + +An example of a different dispatching strategy is to set a well-defined +schedule that determines when the energy should flow into or out of the +battery. This is a common use case when you want to tie the battery flow to the +grid energy rates (i.e.: avoid discharging when the energy rates are low). + +For example, if you wanted to simulate an AC-connected battery in a system +where discharging should be avoided between 21:00 and 00:00, you could do that +by simply: .. ipython:: python dispatch = self_consumption_flow["Grid to load"] - self_consumption_flow["System to grid"] - dispatch.loc[dispatch.index.hour < 8] = 0 + dispatch.loc[dispatch.index.hour >= 21] = 0 state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam) - @savefig flow_self_consumption_ac_battery_load_custom_dispatch_restricted.png + @savefig flow_self_consumption_ac_battery_restricted_dispatch_load.png flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") @suppress plt.close() diff --git a/pvlib/data/consumed.csv b/pvlib/data/consumed.csv deleted file mode 100644 index 0a3d6df487..0000000000 --- a/pvlib/data/consumed.csv +++ /dev/null @@ -1,8760 +0,0 @@ -2021-01-01T00:00:00+0100,653.445264 -2021-01-01T01:00:00+0100,555.067787 -2021-01-01T02:00:00+0100,478.809259 -2021-01-01T03:00:00+0100,429.829035 -2021-01-01T04:00:00+0100,405.319952 -2021-01-01T05:00:00+0100,401.901241 -2021-01-01T06:00:00+0100,411.527176 -2021-01-01T07:00:00+0100,436.396929 -2021-01-01T08:00:00+0100,482.235877 -2021-01-01T09:00:00+0100,595.971787 -2021-01-01T10:00:00+0100,714.798791 -2021-01-01T11:00:00+0100,767.571816 -2021-01-01T12:00:00+0100,766.447572 -2021-01-01T13:00:00+0100,792.208677 -2021-01-01T14:00:00+0100,783.259359 -2021-01-01T15:00:00+0100,706.509571 -2021-01-01T16:00:00+0100,666.572995 -2021-01-01T17:00:00+0100,673.280663 -2021-01-01T18:00:00+0100,769.195586 -2021-01-01T19:00:00+0100,853.231302 -2021-01-01T20:00:00+0100,915.681526 -2021-01-01T21:00:00+0100,932.139326 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b/pvlib/powerflow.py index af73311c2b..6ff8af9791 100644 --- a/pvlib/powerflow.py +++ b/pvlib/powerflow.py @@ -1,8 +1,11 @@ """ This module contains functions for simulating power flow. """ +import numpy as np from pandas import DataFrame +from pvlib.inverter import _sandia_eff + def self_consumption(generation, load): """ @@ -153,13 +156,13 @@ def self_consumption_ac_battery_custom_dispatch(df, dispatch, battery, model): final_state, results = model(battery, dispatch) df = df.copy() df["System to battery"] = -results["Power"] - df["System to battery"].loc[df["System to battery"] < 0] = 0.0 + df.loc[df["System to battery"] < 0, "System to battery"] = 0.0 df["System to battery"] = df[["System to battery", "System to grid"]].min( axis=1 ) df["System to grid"] -= df["System to battery"] df["Battery to load"] = results["Power"] - df["Battery to load"].loc[df["Battery to load"] < 0] = 0.0 + df.loc[df["Battery to load"] < 0, "Battery to load"] = 0.0 df["Battery to load"] = df[["Battery to load", "Grid to load"]].min(axis=1) df["Grid to load"] -= df["Battery to load"] df["Grid"] = df[["Grid to system", "Grid to load"]].sum( @@ -224,16 +227,71 @@ def self_consumption_dc_battery_custom_dispatch(v_dc, p_dc, inverter, dispatch, final_state, results = model(battery, dispatch) df = df.copy() df["System to battery"] = -results["Power"] - df["System to battery"].loc[df["System to battery"] < 0] = 0.0 + df.loc[df["System to battery"] < 0, "System to battery"] = 0.0 df["System to battery"] = df[["System to battery", "System to grid"]].min( axis=1 ) df["System to grid"] -= df["System to battery"] df["Battery to load"] = results["Power"] - df["Battery to load"].loc[df["Battery to load"] < 0] = 0.0 + df.loc[df["Battery to load"] < 0, "Battery to load"] = 0.0 df["Battery to load"] = df[["Battery to load", "Grid to load"]].min(axis=1) df["Grid to load"] -= df["Battery to load"] df["Grid"] = df[["Grid to system", "Grid to load"]].sum( axis=1, skipna=False ) return final_state, df + + +def multi_dc_battery(v_dc, p_dc, inverter, battery_dispatch, battery_parameters, battery_model): + dispatch = battery_dispatch.copy() + + # First, limit charging to the available DC power + power_dc = sum(p_dc) + max_charging = -power_dc + charging_mask = dispatch < 0 + dispatch[charging_mask] = np.max([dispatch, max_charging], axis=0)[charging_mask] + + # Second, limit discharging to the inverter's maximum output power (approximately) + # Note this can revert the dispatch and charge when there is too much DC power (prevents clipping) + max_discharging = inverter['Paco'] - power_dc + discharging_mask = dispatch > 0 + dispatch[discharging_mask] = np.min([dispatch, max_discharging], axis=0)[discharging_mask] + + # Calculate the actual battery power flow + final_state, battery_flow = battery_model(battery_parameters, dispatch) + charge = -battery_flow['Power'].copy() + charge.loc[charge < 0] = 0 + discharge = battery_flow['Power'].copy() + discharge.loc[discharge < 0] = 0 + + # Adjust the DC power + ratios = [sum(power) / sum(power_dc) for power in p_dc] + adjusted_p_dc = [power - ratio * charge for (power, ratio) in zip(p_dc, ratios)] + final_dc_power = sum(adjusted_p_dc) + discharge + + pv_ac_power = 0. * final_dc_power + for vdc, pdc in zip(v_dc, adjusted_p_dc): + array_contribution = pdc / final_dc_power * _sandia_eff(vdc, final_dc_power, inverter) + array_contribution[np.isnan(array_contribution)] = 0.0 + pv_ac_power += array_contribution + + vdc = inverter["Vdcmax"] / 2 + pdc = discharge + battery_ac_power = pdc / final_dc_power * _sandia_eff(vdc, final_dc_power, inverter) + battery_ac_power[np.isnan(battery_ac_power)] = 0.0 + + total_ac_power = pv_ac_power + battery_ac_power + + # Limit output power (Sandia limits) + limited_ac_power = np.minimum(inverter["Paco"], total_ac_power) + battery_factor = battery_ac_power / limited_ac_power + min_ac_power = -1.0 * abs(inverter["Pnt"]) + below_limit = final_dc_power < inverter["Pso"] + limited_ac_power[below_limit] = min_ac_power + + result = DataFrame(index=dispatch.index) + result["Battery power flow"] = battery_flow["Power"] + result["AC power"] = limited_ac_power + result["Clipping"] = total_ac_power - limited_ac_power + result["Battery factor"] = battery_factor + return result diff --git a/pvlib/tests/test_powerflow.py b/pvlib/tests/test_powerflow.py index 0bd79efdbf..37c602a76a 100644 --- a/pvlib/tests/test_powerflow.py +++ b/pvlib/tests/test_powerflow.py @@ -1,14 +1,18 @@ +from numpy import array from numpy import nan from numpy.random import uniform from pandas import Series +from pandas import Timestamp from pandas import date_range from pytest import approx from pytest import mark from pvlib.battery import boc from pvlib.battery import fit_boc +from pvlib.powerflow import multi_dc_battery from pvlib.powerflow import self_consumption from pvlib.powerflow import self_consumption_ac_battery +from pvlib.pvsystem import retrieve_sam @mark.parametrize( @@ -144,7 +148,7 @@ def test_self_consumption_ac_battery_sum(datasheet_battery_params): periods=1000, freq="1H", tz="Europe/Madrid", - closed="left", + inclusive="left", ) _, flow = self_consumption_ac_battery( generation=Series(uniform(0, 1, 1000), index=index), @@ -220,3 +224,125 @@ def test_self_consumption_nan_load(): ) assert flow["System to load"].isna().all() assert flow["Grid to load"].isna().all() + + +@mark.parametrize( + "inputs,outputs", + [ + ( + {"pv_power": 800, "dispatch": -400}, + { + "Battery power flow": -400, + "AC power": 400, + "Clipping": 0, + "Battery factor": 0, + }, + ), + ( + {"pv_power": 200, "dispatch": -600}, + { + "Battery power flow": -200, + "AC power": 0, + "Clipping": 0, + "Battery factor": nan, + }, + ), + ( + {"pv_power": 1200, "dispatch": 400}, + { + "Battery power flow": -200, + "AC power": 1000, + "Clipping": 0, + "Battery factor": 0, + }, + ), + ( + {"pv_power": 2000, "dispatch": 400}, + { + "Battery power flow": -850, + "AC power": 1000, + "Clipping": 150, + "Battery factor": 0, + }, + ), + ( + {"pv_power": 100, "dispatch": 400}, + { + "Battery power flow": 400, + "AC power": 500, + "Clipping": 0, + "Battery factor": 0.8, + }, + ), + ( + {"pv_power": 400, "dispatch": 1000}, + { + "Battery power flow": 600, + "AC power": 1000, + "Clipping": 0, + "Battery factor": 0.6, + }, + ), + ], + ids=[ + "Charging is prioritized over AC conversion while enough PV power is available", + "Charging is limited by the available PV power", + "Clipping forces battery to charge, even when dispatch is set to discharge", + "Clipping cannot be avoided if the battery is unable to handle too much input power", + "Battery discharge can be combined with PV power to provide higher AC output power", + "Battery discharge is limited to the inverter's nominal power", + ], +) +def test_multi_dc_battery(inputs, outputs, datasheet_battery_params): + """ + Test well-known cases of a multi-input (PV) and DC-connected battery + inverter. + + - Assume an ideal inverter with 100 % DC-AC conversion efficiency + - Assume an ideal battery with "infinite" capacity and 100 % efficiency + - The inverter must try to follow the custom dispatch series as close as + possible + - Battery can only charge from PV + - The inverter is smart enough to charge the battery in order to avoid + clipping losses while still maintaining the MPP tracking + """ + datasheet_battery_params.update({ + "dc_energy_wh": 100000, + "dc_max_power_w": 850, + "charge_efficiency": 1.0, + "discharge_efficiency": 1.0, + }) + inverter = { + 'Vac': '240', + 'Pso': 0.0, + 'Paco': 1000.0, + 'Pdco': 1000.0, + 'Vdco': 325.0, + 'C0': 0.0, + 'C1': 0.0, + 'C2': 0.0, + 'C3': 0.0, + 'Pnt': 0.5, + 'Vdcmax': 600.0, + 'Idcmax': 12.0, + 'Mppt_low': 100.0, + 'Mppt_high': 600.0, + } + dispatch = array([inputs["dispatch"]]) + index = date_range( + "2022-01-01", + periods=len(dispatch), + freq="1H", + tz="Europe/Madrid", + inclusive="left", + ) + dispatch = Series(data=dispatch, index=index) + result = multi_dc_battery( + v_dc=[array([400] * len(dispatch))], + p_dc=[array([inputs["pv_power"]])], + inverter=inverter, + battery_dispatch=dispatch, + battery_parameters=fit_boc(datasheet_battery_params), + battery_model=boc, + ) + assert approx(result.iloc[0].to_dict(), nan_ok=True) == outputs From bc2abfb5d0ec78013a78cc8562ab3f1575b32631 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miguel=20S=C3=A1nchez=20de=20Le=C3=B3n=20Peque?= Date: Sun, 2 Oct 2022 21:54:23 +0200 Subject: [PATCH 4/4] fixup! Implement initial storage support --- Storage.ipynb | 3712 --------------------- docs/sphinx/source/user_guide/storage.rst | 68 +- pvlib/powerflow.py | 228 +- pvlib/tests/conftest.py | 85 +- pvlib/tests/test_powerflow.py | 73 +- 5 files changed, 217 insertions(+), 3949 deletions(-) delete mode 100644 Storage.ipynb diff --git a/Storage.ipynb b/Storage.ipynb deleted file mode 100644 index 8d133f4302..0000000000 --- a/Storage.ipynb +++ /dev/null @@ -1,3712 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "2ecd8d69", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "pd.options.plotting.backend = \"plotly\"\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "46f5fb25", - "metadata": {}, - "outputs": [], - "source": [ - "import pkgutil\n", - "\n", - "from io import BytesIO\n", - "\n", - "from pandas import Series\n", - "\n", - "from pandas import read_csv\n", - "\n", - "from pandas import to_datetime\n", - "\n", - "def read_file(fname):\n", - " df = read_csv(\"./pvlib/\" + fname, names=[\"Timestamp\", \"Power\"])\n", - " df[\"Timestamp\"] = to_datetime(df[\"Timestamp\"], format=\"%Y-%m-%dT%H:%M:%S%z\", utc=True)\n", - " s = df.set_index(\"Timestamp\")[\"Power\"]\n", - " s = s.asfreq(\"H\")\n", - " return s.tz_convert(\"Europe/Madrid\")\n", - "\n", - "\n", - "generation = read_file(\"data/generated.csv\")\n", - "load = read_file(\"data/consumed.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "ca3f93a8", - "metadata": {}, - "outputs": [], - "source": [ - "from pvlib.powerflow import self_consumption_ac_battery_custom_dispatch\n", - "from pvlib.battery import fit_sam\n", - "from pvlib.battery import sam\n", - "from pvlib.powerflow import self_consumption\n", - "\n", - "from pvlib.inverter import sandia_multi" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "98100463", - "metadata": {}, - "outputs": [], - "source": [ - "import pvlib\n", - "from pvlib.location import Location\n", - "from pvlib.modelchain import ModelChain\n", - "from pvlib.pvsystem import PVSystem, Array, FixedMount\n", - "\n", - "\n", - "def run_model_chain():\n", - " name = 'Madrid'\n", - " latitude = 40.31672645215922\n", - " longitude = -3.674695061062714\n", - " altitude = 603\n", - " timezone = 'Europe/Madrid'\n", - " \n", - " module = pvlib.pvsystem.retrieve_sam('SandiaMod')['Canadian_Solar_CS5P_220M___2009_']\n", - " inverter = pvlib.pvsystem.retrieve_sam('cecinverter')['Shenzhen_Growatt_New_Energy_Technology_Co___Ltd__Growatt_3000HF_US__240V_']\n", - "\n", - " weather = pvlib.iotools.get_pvgis_tmy(latitude, longitude, map_variables=True)[0]\n", - " weather.index = load.index\n", - " weather.index.name = \"Timestamp\"\n", - "\n", - " location = Location(\n", - " latitude,\n", - " longitude,\n", - " name=name,\n", - " altitude=altitude,\n", - " tz=timezone,\n", - " )\n", - " mount = FixedMount(surface_tilt=latitude, surface_azimuth=180)\n", - " temperature_model_parameters = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_glass']\n", - " array = Array(\n", - " mount=mount,\n", - " module_parameters=module,\n", - " modules_per_string=8,\n", - " strings=1,\n", - " temperature_model_parameters=temperature_model_parameters,\n", - " )\n", - " system = PVSystem(arrays=[array], inverter_parameters=inverter)\n", - " mc = ModelChain(system, location)\n", - " mc.run_model(weather)\n", - " return mc" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "5d4452cc", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "alignmentgroup": "True", - "hovertemplate": "variable=System to load
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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from pvlib.powerflow import self_consumption_ac_battery_custom_dispatch\n", - "\n", - "battery = fit_sam(battery_datasheet)\n", - "state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam)\n", - "flow.groupby(flow.index.hour).mean()[[\"System to load\", \"Battery to load\", \"Grid to load\", \"System to grid\"]].plot.bar(title=\"Average power flow\").show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/sphinx/source/user_guide/storage.rst b/docs/sphinx/source/user_guide/storage.rst index 5deec629bb..42d3622af0 100644 --- a/docs/sphinx/source/user_guide/storage.rst +++ b/docs/sphinx/source/user_guide/storage.rst @@ -278,11 +278,11 @@ location and configuration: inverter = retrieve_sam('cecinverter')['Powercom__SLK_1500__240V_'] weather = get_pvgis_tmy(latitude, longitude, map_variables=True)[0] weather.index = date_range( - start="2021-01-01 00:00:00", - end="2022-01-01 00:00:00", - closed="left", + start=weather.index[0].replace(year=2021), + end=weather.index[-1].replace(year=2021), freq="H", ) + weather.index = weather.index.tz_convert(timezone) weather.index.name = "Timestamp" location = Location( latitude, @@ -315,7 +315,7 @@ And a syntethic load profile for the experiment: from numpy import nan from numpy.random import uniform - def create_synthetic_load_profile(index): + def residential_load_profile(index): load = Series(data=nan, index=index) load[load.index.hour == 0] = 600 load[load.index.hour == 4] = 400 @@ -323,9 +323,11 @@ And a syntethic load profile for the experiment: load[load.index.hour == 17] = 800 load[load.index.hour == 21] = 1300 load *= uniform(low=0.6, high=1.4, size=len(load)) - return load.interpolate(method="spline", order=2) + load = load.interpolate(method="spline", order=2) + load = load.bfill().ffill() + return load - load = create_synthetic_load_profile(mc.results.ac.index) + load = residential_load_profile(mc.results.ac.index) Self consumption @@ -361,8 +363,7 @@ self-consumption use case: from pvlib.powerflow import self_consumption - generation = mc.results.ac - self_consumption_flow = self_consumption(generation, load) + self_consumption_flow = self_consumption(mc.results.ac, load) self_consumption_flow.head() @@ -423,7 +424,7 @@ solution: from pvlib.powerflow import self_consumption - self_consumption_flow = self_consumption(generation, load) + self_consumption_flow = self_consumption(mc.results.ac, load) self_consumption_flow.head() @@ -446,10 +447,10 @@ dispatch series to solve the new power flow scenario: .. ipython:: python - from pvlib.powerflow import self_consumption_ac_battery_custom_dispatch + from pvlib.powerflow import self_consumption_ac_battery battery = fit_sam(parameters) - state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam) + state, ac_battery_flow = self_consumption_ac_battery(self_consumption_flow, dispatch, battery, sam) The new power flow results now include the flow series from system to @@ -457,8 +458,8 @@ load/battery/grid, from battery to load and from grid to load/system: .. ipython:: python - @savefig flow_self_consumption_ac_battery_load.png - flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load", "System to battery", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") + @savefig ac_battery_flow.png + ac_battery_flow.groupby(ac_battery_flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load", "System to battery", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") @suppress plt.close() @@ -499,11 +500,12 @@ solution and dispatch series as in the AC battery use case: .. ipython:: python - self_consumption_flow = self_consumption(generation, load) + self_consumption_flow = self_consumption(mc.results.ac, load) dispatch = self_consumption_flow["Grid to load"] - self_consumption_flow["System to grid"] -TODO: +Then, you can solve the DC-connected inverter power flow by using the +``multi_dc_battery`` inverter model: .. ipython:: python @@ -522,7 +524,7 @@ TODO: "dc_nominal_voltage": 102.4, "dc_max_power_w": 3400, } - results = multi_dc_battery( + dc_battery_solution = multi_dc_battery( v_dc=[mc.results.dc["v_mp"]], p_dc=[mc.results.dc["p_mp"]], inverter=mc.system.inverter_parameters, @@ -530,15 +532,37 @@ TODO: battery_parameters=fit_sam(battery_datasheet), battery_model=sam, ) - dc_battery_flow = self_consumption(results["AC power"], load) - dc_battery_flow["PV to load"] = dc_battery_flow["System to load"] * (1 - results["Battery factor"]) - dc_battery_flow["Battery to load"] = dc_battery_flow["System to load"] * results["Battery factor"] - @savefig flow_self_consumption_dc_battery_load.png - dc_battery_flow.groupby(dc_battery_flow.index.hour).mean()[["PV to load", "Battery to load", "Grid to load", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") + + +The last step is to use the resulting DC-connected inverter power flow solution +to solve the new self-consumption power flow scenario: + +.. ipython:: python + + from pvlib.powerflow import self_consumption_dc_battery + + dc_battery_flow = self_consumption_dc_battery(dc_battery_solution, load) + + +The new power flow results now include the flow series from system to +load/battery/grid, from battery to load and from grid to load/system: + +.. ipython:: python + + @savefig dc_battery_flow.png + dc_battery_flow.groupby(dc_battery_flow.index.hour).mean()[["PV to load", "Battery to load", "Grid to load", "PV to battery", "System to grid"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow") @suppress plt.close() +.. note:: Since the system was intentionally designed to have a high DC-AC + ratio (resulting in clipping losses), the DC-connected battery allows the + inverter to avoid some of those clipping losses by charging the battery + instead. Hence, the "system-to-grid" power is actually extra power that the + AC-connected battery would not be able to provide for the same system + configuration. + + Dispatching strategies ********************** @@ -559,7 +583,7 @@ by simply: dispatch = self_consumption_flow["Grid to load"] - self_consumption_flow["System to grid"] dispatch.loc[dispatch.index.hour >= 21] = 0 - state, flow = self_consumption_ac_battery_custom_dispatch(self_consumption_flow, dispatch, battery, sam) + state, flow = self_consumption_ac_battery(self_consumption_flow, dispatch, battery, sam) @savefig flow_self_consumption_ac_battery_restricted_dispatch_load.png flow.groupby(flow.index.hour).mean()[["System to load", "Battery to load", "Grid to load"]].plot.bar(stacked=True, legend=True, xlabel="Hour", ylabel="Power (W)", title="Average power flow to load") diff --git a/pvlib/powerflow.py b/pvlib/powerflow.py index 6ff8af9791..cfe288dc15 100644 --- a/pvlib/powerflow.py +++ b/pvlib/powerflow.py @@ -41,96 +41,7 @@ def self_consumption(generation, load): return df -def self_consumption_ac_battery(generation, load, battery, model): - """ - Calculate the power flow for a self-consumption use case with an - AC-connected battery. It assumes the system is connected to the grid. - - Parameters - ---------- - generation : Series - The input generation profile. [W] - load : Series - The input load profile. [W] - battery : dict - The battery parameters. - model : str - The battery model to use. - - Returns - ------- - DataFrame - The resulting power flow provided by the system, the grid and the - battery into the system, grid, battery and load. [W] - """ - df = self_consumption(generation, load) - charging = df["System to grid"] - discharging = df["Grid to load"] - dispatch = discharging - charging - final_state, results = model(battery, dispatch) - df["System to battery"] = -results["Power"].loc[results["Power"] < 0] - df["System to battery"] = df["System to battery"].fillna(0.0) - df["System to grid"] -= df["System to battery"] - df["Battery to load"] = results["Power"].loc[results["Power"] > 0] - df["Battery to load"] = df["Battery to load"].fillna(0.0) - df["Grid to load"] -= df["Battery to load"] - df["Grid"] = df[["Grid to system", "Grid to load"]].sum( - axis=1, skipna=False - ) - return final_state, df - - -def self_consumption_dc_battery( - ac_generation, - ac_clipping, - inverter_efficiency, - inverter_max_output_power_w, - load, - battery, - model, -): - """ - Calculate the power flow for a self-consumption use case with an - AC-connected battery. It assumes the system is connected to the grid. - - Parameters - ---------- - generation : Series - The input generation profile. [W] - load : Series - The input load profile. [W] - battery : dict - The battery parameters. - model : str - The battery model to use. - - Returns - ------- - DataFrame - The resulting power flow provided by the system, the grid and the - battery into the system, grid, battery and load. [W] - """ - df = self_consumption(ac_generation, load) - charging = (df["System to grid"] + ac_clipping) / inverter_efficiency - discharging = df["Grid to load"] - discharging = min(discharging, inverter_max_output_power_w - ac_generation) - discharging /= inverter_efficiency - dispatch = discharging - charging - final_state, results = model(battery, dispatch) - df["System to battery"] = -results["Power"].loc[results["Power"] < 0] - df["System to battery"] = df["System to battery"].fillna(0.0) - df["System to grid"] -= df["System to battery"] * inverter_efficiency - df["Battery to load"] = results["Power"].loc[results["Power"] > 0] - df["Battery to load"] = df["Battery to load"].fillna(0.0) - df["Battery to load"] *= inverter_efficiency - df["Grid to load"] -= df["Battery to load"] - df["Grid"] = df[["Grid to system", "Grid to load"]].sum( - axis=1, skipna=False - ) - return final_state, df - - -def self_consumption_ac_battery_custom_dispatch(df, dispatch, battery, model): +def self_consumption_ac_battery(df, dispatch, battery, model): """ Calculate the power flow for a self-consumption use case with an AC-connected battery and a custom dispatch series. It assumes the system is @@ -171,52 +82,17 @@ def self_consumption_ac_battery_custom_dispatch(df, dispatch, battery, model): return final_state, df -def sandia_multi_dc_battery(v_dc, p_dc, inverter, dispatch, battery, model): - power_dc = sum(p_dc) - power_ac = 0. * power_dc - - # First, limit charging to the available DC power - max_charging = -power_dc - charging_mask = dispatch < 0 - dispatch[charging_mask] = np.max([dispatch, max_charging], axis=0)[charging_mask] - - # Second, limit discharging to the inverter's maximum output power (approximately) - # Note this can revert the dispatch and charge when there is too much DC power (prevents clipping) - max_discharging = inverter['Paco'] - power_dc - discharging_mask = dispatch > 0 - dispatch[discharging_mask] = np.min([dispatch, max_discharging], axis=0)[discharging_mask] - - # Calculate the actual battery power flow - final_state, results = model(battery, dispatch) - - # Adjust the DC power - power_dc += results['Power'] - adjust_ratio = power_dc / sum(p_dc) - - for vdc, pdc in zip(v_dc, p_dc): - pdc *= adjust_ratio - power_ac += pdc / power_dc * _sandia_eff(vdc, power_dc, inverter) - - return _sandia_limits(power_ac, power_dc, inverter['Paco'], - inverter['Pnt'], inverter['Pso']) - - -def self_consumption_dc_battery_custom_dispatch(v_dc, p_dc, inverter, dispatch, battery, model): +def self_consumption_dc_battery(dc_solution, load): """ Calculate the power flow for a self-consumption use case with a - DC-connected battery and a custom dispatch series. It assumes the system is - connected to the grid. + DC-connected battery. It assumes the system is connected to the grid. Parameters ---------- - df : DataFrame - The self-consumption power flow solution. [W] - dispatch : Series - The dispatch series to use. - battery : dict - The battery parameters. - model : str - The battery model to use. + dc_solution : DataFrame + The DC-connected inverter power flow solution. [W] + load : Series + The load profile. [W] Returns ------- @@ -224,38 +100,61 @@ def self_consumption_dc_battery_custom_dispatch(v_dc, p_dc, inverter, dispatch, The resulting power flow provided by the system, the grid and the battery into the system, grid, battery and load. [W] """ - final_state, results = model(battery, dispatch) - df = df.copy() - df["System to battery"] = -results["Power"] - df.loc[df["System to battery"] < 0, "System to battery"] = 0.0 - df["System to battery"] = df[["System to battery", "System to grid"]].min( - axis=1 - ) - df["System to grid"] -= df["System to battery"] - df["Battery to load"] = results["Power"] - df.loc[df["Battery to load"] < 0, "Battery to load"] = 0.0 - df["Battery to load"] = df[["Battery to load", "Grid to load"]].min(axis=1) - df["Grid to load"] -= df["Battery to load"] - df["Grid"] = df[["Grid to system", "Grid to load"]].sum( - axis=1, skipna=False - ) - return final_state, df + df = self_consumption(dc_solution["AC power"], load) + df["Battery"] = df["Generation"] * dc_solution["Battery factor"] + df["Battery to load"] = df[["Battery", "System to load"]].min(axis=1) + df["Battery to grid"] = df["Battery"] - df["Battery to load"] + df["PV to battery"] = -dc_solution["Battery power flow"] + df.loc[df["PV to battery"] < 0, "PV to battery"] = 0.0 + df["PV to load"] = df["System to load"] - df["Battery to load"] + return df -def multi_dc_battery(v_dc, p_dc, inverter, battery_dispatch, battery_parameters, battery_model): +def multi_dc_battery( + v_dc, p_dc, inverter, battery_dispatch, battery_parameters, battery_model +): + """ + Calculate the power flow for a self-consumption use case with a + DC-connected battery. It assumes the system is connected to the grid. + + Parameters + ---------- + v_dc : numeric + DC voltage input to the inverter. [V] + p_dc : numeric + DC power input to the inverter. [W] + inverter : dict + Inverter parameters. + battery_dispatch : Series + Battery power dispatch series. [W] + battery_parameters : dict + Battery parameters. + battery_model : str + Battery model. + + Returns + ------- + DataFrame + The resulting inverter power flow. + """ dispatch = battery_dispatch.copy() - # First, limit charging to the available DC power + # Limit charging to the available DC power power_dc = sum(p_dc) max_charging = -power_dc charging_mask = dispatch < 0 - dispatch[charging_mask] = np.max([dispatch, max_charging], axis=0)[charging_mask] + dispatch[charging_mask] = np.max([dispatch, max_charging], axis=0)[ + charging_mask + ] - # Second, limit discharging to the inverter's maximum output power (approximately) - # Note this can revert the dispatch and charge when there is too much DC power (prevents clipping) + # Limit discharging to the inverter's maximum output power (approximately) + # Note this can revert the dispatch and charge when there is too much DC + # power (prevents clipping) max_discharging = inverter['Paco'] - power_dc discharging_mask = dispatch > 0 - dispatch[discharging_mask] = np.min([dispatch, max_discharging], axis=0)[discharging_mask] + dispatch[discharging_mask] = np.min([dispatch, max_discharging], axis=0)[ + discharging_mask + ] # Calculate the actual battery power flow final_state, battery_flow = battery_model(battery_parameters, dispatch) @@ -266,24 +165,35 @@ def multi_dc_battery(v_dc, p_dc, inverter, battery_dispatch, battery_parameters, # Adjust the DC power ratios = [sum(power) / sum(power_dc) for power in p_dc] - adjusted_p_dc = [power - ratio * charge for (power, ratio) in zip(p_dc, ratios)] + adjusted_p_dc = [ + power - ratio * charge for (power, ratio) in zip(p_dc, ratios) + ] final_dc_power = sum(adjusted_p_dc) + discharge - pv_ac_power = 0. * final_dc_power + # PV-contributed AC power + pv_ac_power = 0.0 * final_dc_power for vdc, pdc in zip(v_dc, adjusted_p_dc): - array_contribution = pdc / final_dc_power * _sandia_eff(vdc, final_dc_power, inverter) + array_contribution = ( + pdc / final_dc_power * _sandia_eff(vdc, final_dc_power, inverter) + ) array_contribution[np.isnan(array_contribution)] = 0.0 pv_ac_power += array_contribution + # Battery-contributed AC power vdc = inverter["Vdcmax"] / 2 pdc = discharge - battery_ac_power = pdc / final_dc_power * _sandia_eff(vdc, final_dc_power, inverter) + battery_ac_power = ( + pdc / final_dc_power * _sandia_eff(vdc, final_dc_power, inverter) + ) battery_ac_power[np.isnan(battery_ac_power)] = 0.0 + # Total AC power total_ac_power = pv_ac_power + battery_ac_power # Limit output power (Sandia limits) - limited_ac_power = np.minimum(inverter["Paco"], total_ac_power) + clipping = total_ac_power - inverter["Paco"] + clipping[clipping < 0] = 0 + limited_ac_power = total_ac_power - clipping battery_factor = battery_ac_power / limited_ac_power min_ac_power = -1.0 * abs(inverter["Pnt"]) below_limit = final_dc_power < inverter["Pso"] @@ -292,6 +202,6 @@ def multi_dc_battery(v_dc, p_dc, inverter, battery_dispatch, battery_parameters, result = DataFrame(index=dispatch.index) result["Battery power flow"] = battery_flow["Power"] result["AC power"] = limited_ac_power - result["Clipping"] = total_ac_power - limited_ac_power + result["Clipping"] = clipping result["Battery factor"] = battery_factor return result diff --git a/pvlib/tests/conftest.py b/pvlib/tests/conftest.py index 77d7e91e63..6a691f293f 100644 --- a/pvlib/tests/conftest.py +++ b/pvlib/tests/conftest.py @@ -1,14 +1,16 @@ +import os +import platform +import warnings from functools import lru_cache +from functools import wraps from importlib.resources import files from pathlib import Path -import platform -import warnings import pandas as pd -import os -from pkg_resources import parse_version import pytest -from functools import wraps +from numpy import nan +from numpy.random import uniform +from pkg_resources import parse_version import pvlib from pvlib.location import Location @@ -527,20 +529,8 @@ def datasheet_battery_params(): return parameters -@lru_cache(maxsize=20) -def _read_sample_profile(profile, timezone): - series = pd.read_csv(profile, names=["Timestamp", "Power"]) - series = series.set_index("Timestamp") - series.index = pd.to_datetime( - series.index, format="%Y-%m-%dT%H:%M:%S%z", utc=True - ) - series.index = series.index.tz_convert(timezone) - series = series.asfreq("1H") - return series["Power"].copy() - - -@pytest.fixture(scope="function") -def residential_load_profile(): +@pytest.fixture(scope="session") +def residential_load_profile_generator(): """ Get a sample residential hourly load profile for testing purposes. @@ -548,14 +538,22 @@ def residential_load_profile(): ------- The load profile. """ - tz = "Europe/Madrid" - # TODO: use a more realistic (i.e.: non-synthetic) load profile if this is - # going to be integrated. - return _read_sample_profile(files("pvlib") / "data" / "consumed.csv", tz) + def profile_generator(index): + load = pd.Series(data=nan, index=index) + load[load.index.hour == 0] = 600 + load[load.index.hour == 4] = 400 + load[load.index.hour == 13] = 1100 + load[load.index.hour == 17] = 800 + load[load.index.hour == 21] = 1300 + load *= uniform(low=0.6, high=1.4, size=len(load)) + load = load.interpolate(method="spline", order=2) + load = load.bfill().ffill() + return load + return profile_generator -@pytest.fixture(scope="function") -def residential_generation_profile(): +@pytest.fixture(scope="session") +def residential_model_chain(): """ Get a sample residential hourly generation profile for testing purposes. @@ -563,5 +561,38 @@ def residential_generation_profile(): ------- The generation profile. """ - tz = "Europe/Madrid" - return _read_sample_profile(files("pvlib") / "data" / "generated.csv", tz) + name = 'Madrid' + latitude = 40.31672645215922 + longitude = -3.674695061062714 + altitude = 603 + timezone = 'Europe/Madrid' + module = pvlib.pvsystem.retrieve_sam('SandiaMod')['Canadian_Solar_CS5P_220M___2009_'] + inverter = pvlib.pvsystem.retrieve_sam('cecinverter')['Powercom__SLK_1500__240V_'] + weather = pvlib.iotools.get_pvgis_tmy(latitude, longitude, map_variables=True)[0] + weather.index = pd.date_range( + start=weather.index[0].replace(year=2021), + end=weather.index[-1].replace(year=2021), + freq="H", + ) + weather.index = weather.index.tz_convert(timezone) + weather.index.name = "Timestamp" + location = pvlib.location.Location( + latitude, + longitude, + name=name, + altitude=altitude, + tz=timezone, + ) + mount = pvlib.pvsystem.FixedMount(surface_tilt=latitude, surface_azimuth=180) + temperature_model_parameters = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_glass'] + array = pvlib.pvsystem.Array( + mount=mount, + module_parameters=module, + modules_per_string=16, + strings=1, + temperature_model_parameters=temperature_model_parameters, + ) + system = pvlib.pvsystem.PVSystem(arrays=[array], inverter_parameters=inverter) + mc = pvlib.modelchain.ModelChain(system, location) + mc.run_model(weather) + return mc diff --git a/pvlib/tests/test_powerflow.py b/pvlib/tests/test_powerflow.py index 37c602a76a..e5e9def83e 100644 --- a/pvlib/tests/test_powerflow.py +++ b/pvlib/tests/test_powerflow.py @@ -12,7 +12,16 @@ from pvlib.powerflow import multi_dc_battery from pvlib.powerflow import self_consumption from pvlib.powerflow import self_consumption_ac_battery -from pvlib.pvsystem import retrieve_sam + + +def gen_hourly_index(periods): + return date_range( + "2022-01-01", + periods=periods, + freq="1H", + tz="Europe/Madrid", + closed="left", + ) @mark.parametrize( @@ -143,16 +152,17 @@ def test_self_consumption_ac_battery_sum(datasheet_battery_params): The sum of the flows with respect to the system, load, grid and battery must be balanced. """ - index = date_range( - "2022-01-01", - periods=1000, - freq="1H", - tz="Europe/Madrid", - inclusive="left", + self_consumption_flow = self_consumption( + generation=Series(uniform(0, 1, 1000), index=gen_hourly_index(1000)), + load=Series(uniform(0, 1, 1000), index=gen_hourly_index(1000)), + ) + dispatch = ( + self_consumption_flow["Grid to load"] + - self_consumption_flow["System to grid"] ) _, flow = self_consumption_ac_battery( - generation=Series(uniform(0, 1, 1000), index=index), - load=Series(uniform(0, 1, 1000), index=index), + self_consumption_flow, + dispatch=dispatch, battery=fit_boc(datasheet_battery_params), model=boc, ) @@ -184,8 +194,8 @@ def test_self_consumption_ac_battery_sum(datasheet_battery_params): ) def test_self_consumption_ac_battery_losses( datasheet_battery_params, - residential_generation_profile, - residential_load_profile, + residential_model_chain, + residential_load_profile_generator, charge_efficiency, discharge_efficiency, efficiency, @@ -199,11 +209,21 @@ def test_self_consumption_ac_battery_losses( datasheet_battery_params["charge_efficiency"] = charge_efficiency datasheet_battery_params["discharge_efficiency"] = discharge_efficiency battery = fit_boc(datasheet_battery_params) - residential_generation_profile.iloc[:1000] = 0.0 - residential_generation_profile.iloc[-1000:] = 0.0 + generation = residential_model_chain.results.ac.copy() + generation.iloc[:1000] = 0.0 + generation.iloc[-1000:] = 0.0 + load = residential_load_profile_generator(generation.index) + self_consumption_flow = self_consumption( + generation=generation, + load=load, + ) + dispatch = ( + self_consumption_flow["Grid to load"] + - self_consumption_flow["System to grid"] + ) _, lossy = self_consumption_ac_battery( - generation=residential_generation_profile, - load=residential_load_profile, + self_consumption_flow, + dispatch=dispatch, battery=battery, model=boc, ) @@ -306,12 +326,14 @@ def test_multi_dc_battery(inputs, outputs, datasheet_battery_params): - The inverter is smart enough to charge the battery in order to avoid clipping losses while still maintaining the MPP tracking """ - datasheet_battery_params.update({ - "dc_energy_wh": 100000, - "dc_max_power_w": 850, - "charge_efficiency": 1.0, - "discharge_efficiency": 1.0, - }) + datasheet_battery_params.update( + { + "dc_energy_wh": 100000, + "dc_max_power_w": 850, + "charge_efficiency": 1.0, + "discharge_efficiency": 1.0, + } + ) inverter = { 'Vac': '240', 'Pso': 0.0, @@ -329,14 +351,7 @@ def test_multi_dc_battery(inputs, outputs, datasheet_battery_params): 'Mppt_high': 600.0, } dispatch = array([inputs["dispatch"]]) - index = date_range( - "2022-01-01", - periods=len(dispatch), - freq="1H", - tz="Europe/Madrid", - inclusive="left", - ) - dispatch = Series(data=dispatch, index=index) + dispatch = Series(data=dispatch, index=gen_hourly_index(len(dispatch))) result = multi_dc_battery( v_dc=[array([400] * len(dispatch))], p_dc=[array([inputs["pv_power"]])],