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November 5, 2021 22:55
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Modeling the nonuniformity of rear-side irradiance w/ pvfactors
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "a5f6da99-a725-4dd3-8c34-4549be6a8548", | |
| "metadata": {}, | |
| "outputs": [], | |
| "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" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "e69999e9-5ab7-4148-9600-08632dfd0a4a", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "times = pd.date_range('2019-06-01 00:00', '2019-06-02 00:00', freq='1min', tz='Etc/GMT+5')\n", | |
| "gcr = 0.4\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)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "b6e1264d-7cbe-43e6-bc94-3a564d9c96ea", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def get_edge_rear_poa(albedo):\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", | |
| " # discretize the rear side of the middle row into 21 segments\n", | |
| " pvarray_parameters['cut'] = {1: {'back': 21}}\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)\n", | |
| "\n", | |
| " # note: these identifiers will change based on the number of rows and the discretization.\n", | |
| " # use `pvarray.plot_at_idx(idx, ax, with_surface_index=True)` to get the right identifiers.\n", | |
| " labels = { \n", | |
| " 'East': 34,\n", | |
| " 'Center': 54,\n", | |
| " 'West': 74,\n", | |
| " }\n", | |
| " irrads = {}\n", | |
| " for label, idx in labels.items():\n", | |
| " surface = pvarray.all_ts_surfaces[idx]\n", | |
| " irrads[label] = surface.params['qabs']\n", | |
| "\n", | |
| " irrads = pd.DataFrame(irrads, index=times)\n", | |
| " return irrads, pvarray\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "eb28f8fc-9471-43d5-988e-c9f7cba7a285", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "for albedo in [0.1, 0.2]:\n", | |
| " irrads, pvarray = get_edge_rear_poa(albedo=albedo)\n", | |
| " irrads.plot()\n", | |
| " plt.title(f'albedo={albedo:0.01f}')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "36eeff12-4fd3-431b-8b73-1022f1a63f26", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<AxesSubplot:>" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "diffs = {}\n", | |
| "for albedo in np.arange(0.1, 0.6, 0.1):\n", | |
| " irrad, _ = get_edge_rear_poa(albedo=albedo)\n", | |
| " diff = irrad['East'] - irrad['West']\n", | |
| " diffs[f'{albedo:0.01f}'] = diff\n", | |
| "\n", | |
| "diffs = pd.DataFrame(diffs)\n", | |
| "diffs.plot()" | |
| ] | |
| } | |
| ], | |
| "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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