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Gather additional static input variables for baseline LSTM v2 #51

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lekoenig opened this issue Feb 14, 2022 · 0 comments · Fixed by #165
Closed
1 task done

Gather additional static input variables for baseline LSTM v2 #51

lekoenig opened this issue Feb 14, 2022 · 0 comments · Fixed by #165
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lekoenig commented Feb 14, 2022

We're interested in adding input variables to improve from baseline. From discussion #44, the running list of new input variables includes:

Dynamic

  • daily water temperature from PRMS (seg_tave_water in p1_prms_met_data) Holding off on water temperature for now
  • daily min/max air temperature in addition to the mean (get from gridmet primary climate variables)
  • daily vapor pressure deficit (get from gridmet derived variables); alternatively, min/max relative humidity if VPD not included in output from drb_gridmet_tools
  • daily solar radiation (either use seginc_swrad from PRMS outputs, or sw-rad from gridmet primary climate variables)
  • daily potential evapotranspiration, PET (from seg_potet in PRMS outputs) Holding off on this for now since we're now working at the NHD-scale

Static

  • soil characteristics from STATSGO, including information about texture (percent clay, sand, etc.) and conductivity (e.g. permeability, rainfall-runoff factor, soil thickness, bulk density (~porosity), depth to seasonally high water table, and average water capacity). Get from Wieczorek dataset referenced to NHDPlusv2.
  • mean daily or annual precipitation (get from StreamCat?) pulling watershed mean annual precip (mm) based on 800m PRISM data (1971-2000) from Wieczorek dataset.
  • Percent impervious surface within local catchment /HRU, NLCD (get from Wieczorek dataset referenced to NHDPlusv2)
  • Percent forest within local catchment /HRU , NLCD (get from Wieczorek dataset referenced to NHDplusv2)

We need to:

  • gather each of the above input variables aggregated at the scale of the PRMS segment
@lekoenig lekoenig self-assigned this Feb 14, 2022
@lekoenig lekoenig changed the title Gather input variables for baseline LSTM v2 Gather static input variables for baseline LSTM v2 Mar 3, 2022
@lekoenig lekoenig changed the title Gather static input variables for baseline LSTM v2 Gather additional static input variables for baseline LSTM v2 Jun 15, 2022
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