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@kandersolar
Created April 21, 2022 15:30
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Extracting irradiance components and intermediate values from a pvfactors simulation
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "cd0426fc-32fd-47d4-b2a2-f4c454bf962e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\kanderso\\software\\anaconda3\\envs\\pvfactors-dev\\lib\\site-packages\\pvfactors\\geometry\\base.py:349: ShapelyDeprecationWarning: Setting custom attributes on geometry objects is deprecated, and will raise an AttributeError in Shapely 2.0\n",
" self.list_surfaces = list_surfaces\n",
"c:\\users\\kanderso\\software\\anaconda3\\envs\\pvfactors-dev\\lib\\site-packages\\pvfactors\\geometry\\base.py:350: ShapelyDeprecationWarning: Setting custom attributes on geometry objects is deprecated, and will raise an AttributeError in Shapely 2.0\n",
" self.shaded = self._get_shading(shaded)\n",
"c:\\users\\kanderso\\software\\anaconda3\\envs\\pvfactors-dev\\lib\\site-packages\\pvfactors\\geometry\\base.py:351: ShapelyDeprecationWarning: Setting custom attributes on geometry objects is deprecated, and will raise an AttributeError in Shapely 2.0\n",
" self.is_collinear = is_collinear(list_surfaces)\n",
"c:\\users\\kanderso\\software\\anaconda3\\envs\\pvfactors-dev\\lib\\site-packages\\pvfactors\\geometry\\base.py:352: ShapelyDeprecationWarning: Setting custom attributes on geometry objects is deprecated, and will raise an AttributeError in Shapely 2.0\n",
" self.param_names = param_names\n",
"c:\\users\\kanderso\\software\\anaconda3\\envs\\pvfactors-dev\\lib\\site-packages\\pvfactors\\geometry\\base.py:937: ShapelyDeprecationWarning: Setting custom attributes on geometry objects is deprecated, and will raise an AttributeError in Shapely 2.0\n",
" self.list_segments = tuple(list_segments)\n",
"c:\\users\\kanderso\\software\\anaconda3\\envs\\pvfactors-dev\\lib\\site-packages\\pvfactors\\geometry\\base.py:938: ShapelyDeprecationWarning: Setting custom attributes on geometry objects is deprecated, and will raise an AttributeError in Shapely 2.0\n",
" self._all_surfaces = None\n"
]
}
],
"source": [
"from pvfactors.geometry import OrderedPVArray\n",
"from pvfactors.engine import PVEngine\n",
"import pandas as pd\n",
"import numpy as np\n",
"import pvlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"times = pd.date_range('2019-06-01 04:00', '2019-06-01 20:00', freq='1min', tz='Etc/GMT+5')\n",
"gcr = 0.4\n",
"albedo = 0.2\n",
"location = pvlib.location.Location(40, -80)\n",
"solpos = location.get_solarposition(times)\n",
"irradiance = location.get_clearsky(times)\n",
"tracker = pvlib.tracking.singleaxis(solpos.apparent_zenith, solpos.azimuth, gcr=gcr)\n",
"\n",
"pvarray_parameters = {\n",
" 'n_pvrows': 3, # number of pv rows\n",
" 'pvrow_height': 1, # height of pvrows (measured at center / torque tube)\n",
" 'pvrow_width': 1, # width of pvrows\n",
" 'axis_azimuth': 180., # azimuth angle of rotation axis\n",
" 'gcr': gcr, # ground coverage ratio\n",
" 'rho_front_pvrow': 0.01, # pv row front surface reflectivity\n",
" 'rho_back_pvrow': 0.03, # pv row back surface reflectivity\n",
"}\n",
"\n",
"pvarray = OrderedPVArray.init_from_dict(pvarray_parameters)\n",
"engine = PVEngine(pvarray)\n",
"engine.fit(times, irradiance.dni, irradiance.dhi,\n",
" solpos.apparent_zenith, solpos.azimuth,\n",
" tracker.surface_tilt, tracker.surface_azimuth,\n",
" albedo=albedo)\n",
"\n",
"with np.errstate(invalid='ignore', divide='ignore'):\n",
" pvarray = engine.run_full_mode(fn_build_report=lambda pvarray: pvarray)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "db1b334e-2e25-4a02-8884-99fe2a1ff9f4",
"metadata": {},
"outputs": [],
"source": [
"# extract all available parameters\n",
"\n",
"row = pvarray.ts_pvrows[1]\n",
"\n",
"data = {}\n",
"for param in row.back.all_ts_surfaces[0].params.keys():\n",
" values = row.back.get_param_weighted(param)\n",
" data[param] = values\n",
"\n",
"df = pd.DataFrame(data, index=times)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a8b3eac7-4656-4d53-9566-802147c542fd",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(dpi=100, figsize=(8, 4))\n",
"df.plot(ax=ax, cmap='tab20')\n",
"# Put a legend below current axis\n",
"ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.15), ncol=4)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1feab1d7-d2b1-4189-b5f7-c9cf2dfb1fcf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"direct 0.000000\n",
"circumsolar 0.000000\n",
"horizon 0.000000\n",
"horizon_unshaded 20.332477\n",
"horizon_shd_pct 100.000000\n",
"rho 0.030000\n",
"inv_rho 33.333333\n",
"total_perez 0.000000\n",
"direct_absorbed 0.000000\n",
"circumsolar_absorbed 0.000000\n",
"horizon_absorbed 0.000000\n",
"q0 1.140347\n",
"qinc 38.011570\n",
"isotropic 8.860211\n",
"reflection 29.151360\n",
"qabs 36.871223\n",
"Name: 2019-06-01 08:00:00-05:00, dtype: float64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# disambiguate colors\n",
"df.loc['2019-06-01 08:00']"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f32e96d5-9ff3-478b-a210-3a5ae1d3f119",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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