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@kandersolar
Last active December 22, 2020 22:47
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SPECTRL2 implementation comparison
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pvlib\n",
"import solar_utils\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import datetime\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Validate results against spectrl2_2.c using solar_utils"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"lat = 40\n",
"lon = -80\n",
"tz = -5\n",
"date_components = [2020, 3, 15, 10, 45, 59]\n",
"pressure = 101300 # Pa\n",
"tamb = 15 # spectrl2_2.c doesn't pass temp to solpos.c, so use default of 15C\n",
"tilt = 0\n",
"azimuth = 180\n",
"\n",
"alpha = 1.14\n",
"assym = 0.65\n",
"ozone = 0.344 # atm-cm\n",
"watvap = 1.42 # atm-cm\n",
"tau500 = 0.1\n",
"\n",
"# spectrl2_2.c wants 6 albedo points to interpolate between\n",
"albedo_wavelengths = [0.3, 0.7, 0.8, 1.3, 2.5, 4.0]\n",
"albedo_values = [0.2, 0.2, 0.2, 0.2, 0.2, 0.2]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# %% generate spectra with SolarUtils\n",
"\n",
"expected = solar_utils.spectrl2(\n",
" units=1,\n",
" location=[lat, lon, tz],\n",
" datetime=date_components,\n",
" weather=[pressure/100, tamb],\n",
" orientation=[tilt, azimuth],\n",
" atmospheric_conditions=[alpha, assym, ozone, tau500, watvap],\n",
" albedo=albedo_wavelengths + albedo_values,\n",
")\n",
"specdif, specdir, specetr, specglo, specx = [list(arr) for arr in expected]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# spectrl2_2.c calls out to solpos.c for solar position,\n",
"# so for consistency we'll do the same and pass to pvlib:\n",
"(zenith, azimuth), _ = solar_utils.solposAM(\n",
" location=[lat, lon, tz],\n",
" datetime=date_components,\n",
" weather=[pressure/100, tamb], # pressure in mb, not Pa\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# %% generate spectra with pvlib\n",
"\n",
"dt = pd.to_datetime(datetime.datetime(*date_components)).tz_localize('Etc/GMT+5')\n",
"doy = dt.dayofyear\n",
"aoi = pvlib.irradiance.aoi(tilt, azimuth, zenith, azimuth)\n",
"\n",
"relative_airmass = pvlib.atmosphere.get_relative_airmass(zenith,\n",
" model='kastenyoung1989')\n",
"\n",
"spectra = pvlib.spectrum.spectrl2(\n",
" surface_tilt=tilt,\n",
" apparent_zenith=zenith,\n",
" aoi=aoi,\n",
" ground_albedo=0.2,\n",
" surface_pressure=pressure,\n",
" relative_airmass=relative_airmass,\n",
" precipitable_water=watvap,\n",
" ozone=ozone,\n",
" dayofyear=doy,\n",
" alpha=alpha,\n",
" aerosol_turbidity_500nm=tau500,\n",
" aerosol_asymmetry_factor=assym\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# %% comparison plots\n",
"\n",
"fig1, ax1 = plt.subplots(2, 2, figsize=(8, 6))\n",
"ax1 = np.ravel(ax1)\n",
"fig2, ax2 = plt.subplots(2, 2, figsize=(8, 6))\n",
"ax2 = np.ravel(ax2)\n",
"\n",
"comparisons = [('Extraterrestrial', specetr, spectra['dni_extra']),\n",
" ('Diffuse', specdif, spectra['dhi']),\n",
" ('Direct', specdir, spectra['dni']),\n",
" ('Total', specglo, spectra['poa_global'])]\n",
"\n",
"for i, (title, su_result, pvlib_result) in enumerate(comparisons):\n",
" su_result = np.array(su_result)/1000 # um to nm conversion\n",
" ax1[i].plot(np.array(specx)*1000, su_result, label='solarutils')\n",
" ax1[i].plot(spectra['wavelength'], pvlib_result, label='pvlib')\n",
" ax1[i].legend()\n",
" ax1[i].set_title(title)\n",
" ax1[i].set_xlabel('wavelength [nm]')\n",
" ax1[i].set_ylabel('[W/m^2/nm]')\n",
"\n",
" err = pvlib_result.reshape(122) - su_result\n",
" ax2[i].plot(specx, err)\n",
" ax2[i].set_xlabel('wavelength [nm]')\n",
" ax2[i].set_ylabel('difference [W/m^2/nm]')\n",
" rmse = np.sqrt(np.mean((pvlib_result.reshape(122) - su_result)**2))\n",
" ax2[i].set_title(title + f\" RMSE:{rmse:0.04f}\")\n",
"\n",
"fig1.tight_layout()\n",
"fig2.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reproduce Figure "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Recreate Figure 5-1A\n",
"\n",
"from pvlib.spectrum import spectrl2\n",
"\n",
"lat = 37\n",
"lon = -100\n",
"tilt = 37\n",
"azimuth = 180\n",
"pressure = 101300 # sea level, roughly\n",
"watvap = 0.5 # cm\n",
"tau500 = 0.1\n",
"ozone = 0.31 # atm-cm\n",
"\n",
"times = pd.date_range('1984-03-20 06:17', freq='h', periods=6, tz='Etc/GMT+7')\n",
"solpos = pvlib.solarposition.get_solarposition(times, lat, lon) # not identical to SOLPOS but very close\n",
"aoi = pvlib.irradiance.aoi(tilt, azimuth,\n",
" solpos.apparent_zenith, solpos.azimuth)\n",
"\n",
"relative_airmass = pvlib.atmosphere.get_relative_airmass(solpos.apparent_zenith,\n",
" model='kastenyoung1989')\n",
"\n",
"spectra = pvlib.spectrum.spectrl2(\n",
" surface_tilt=tilt,\n",
" apparent_zenith=solpos.apparent_zenith.values,\n",
" aoi=aoi.values,\n",
" ground_albedo=0.2,\n",
" surface_pressure=pressure,\n",
" relative_airmass=relative_airmass.values,\n",
" precipitable_water=watvap,\n",
" ozone=ozone,\n",
" dayofyear=times.dayofyear.values,\n",
" aerosol_turbidity_500nm=tau500,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"size=20\n",
"params = {'legend.fontsize': 'large',\n",
" 'axes.labelsize': size,\n",
" 'axes.titlesize': size,\n",
" 'xtick.labelsize': size*0.75,\n",
" 'ytick.labelsize': size*0.75}\n",
"plt.rcParams.update(params)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(spectra['wavelength'], spectra['poa_global'])\n",
"plt.xlim(200, 2700)\n",
"plt.ylim(0, 1.8)\n",
"plt.title(r\"Day 80 1984, $\\tau=0.1$, Wv=0.5 cm\")\n",
"plt.ylabel(r\"Irradiance ($W m^{-2} nm^{-1}$)\")\n",
"plt.xlabel(r\"Wavelength ($n m$)\")\n",
"time_labels = times.strftime(\"%H:%M %p\")\n",
"labels = [\n",
" \"AM {:0.02f}, Z{:0.02f}, {}\".format(*vals)\n",
" for vals in zip(relative_airmass, solpos.apparent_zenith, time_labels)\n",
"]\n",
"plt.legend(labels);"
]
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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