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@wholmgren
Created May 12, 2016 18:35
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erbs testing
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Erbs testing"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"import pvlib\n",
"\n",
"%matplotlib inline\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"try:\n",
" import seaborn as sns\n",
" sns.set(rc={'figure.figsize':(12,6)}, font_scale=2, style='ticks')\n",
"except ImportError:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Santa Clara: latitude=37.354, longitude=-121.955, tz=Etc/GMT+8, altitude=22\n"
]
}
],
"source": [
"sc = pvlib.location.Location(37.354, -121.955, tz='Etc/GMT+8', altitude=22, name='Santa Clara')\n",
"print(sc)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"times = pd.DatetimeIndex(start='20160510', end='20160511', freq='3min', tz='Etc/GMT+8')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x111e0f438>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/h5PevRvWbu2f6/p3BrQsltHx8kAXxpKTk4mNjeXKlSvEx8erdfVarVZtq9Fo1OD/ICcn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\nnj37ufoPht+C6Or4Z82aRZc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3cMPCsRmWzR0xd2gsm0cJ8ZJJwC8pMoL/RPb29jg5OREV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\nPcCLL76IQqEgNDTUYBV/2bJl5Obm6qvtQNFqq7W1NStXriQ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/VU9JEAShxiiOO8PDw0uU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\niLbWEgyih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BIHu1pL2Ntaik6/dTPUsizTXFBCc0Gm57GiKHTPT3HBPcGgL4wvZiCSzqLX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\nCBf4jDHGGGOMtSFc4DPGGGOMMdaG/H+7LsKa/pVF7gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1038e2710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"solpos = sc.get_solarposition(times)\n",
"\n",
"solpos.plot()\n",
"plt.ylabel('degrees')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x11262b198>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5e2HRpHHZ7RUKvG098bb1JPZOAtvC/uRQdAjfn1zJ+ovbGOjdm25128svAEI8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OE4fSqAjiFBR8+U4/s951B/qw3mJnr462QfjAlzpTvpEkLIYxCJRAj37YNQb3uk5VzDpoQLiEsr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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1125bafd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cs = sc.get_clearsky(times)\n",
"\n",
"cs.plot()\n",
"plt.ylabel('Irradiance (W/m**2)')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dni</th>\n",
" <th>dhi</th>\n",
" <th>kt</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2016-05-10 00:00:00-08:00</th>\n",
" <td>-0.0</td>\n",
" <td>0.0</td>\n",
" <td>-0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-05-10 00:03:00-08:00</th>\n",
" <td>-0.0</td>\n",
" <td>0.0</td>\n",
" <td>-0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-05-10 00:06:00-08:00</th>\n",
" <td>-0.0</td>\n",
" <td>0.0</td>\n",
" <td>-0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-05-10 00:09:00-08:00</th>\n",
" <td>-0.0</td>\n",
" <td>0.0</td>\n",
" <td>-0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-05-10 00:12:00-08:00</th>\n",
" <td>-0.0</td>\n",
" <td>0.0</td>\n",
" <td>-0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dni dhi kt\n",
"2016-05-10 00:00:00-08:00 -0.0 0.0 -0.0\n",
"2016-05-10 00:03:00-08:00 -0.0 0.0 -0.0\n",
"2016-05-10 00:06:00-08:00 -0.0 0.0 -0.0\n",
"2016-05-10 00:09:00-08:00 -0.0 0.0 -0.0\n",
"2016-05-10 00:12:00-08:00 -0.0 0.0 -0.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"erbs_data = pvlib.irradiance.erbs(cs['ghi'], solpos['zenith'], times)\n",
"erbs_data.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" dni dhi kt\n",
"2016-05-10 09:00:00-08:00 771.284010 143.008168 0.726873\n",
"2016-05-10 09:03:00-08:00 773.875743 143.691700 0.728038\n",
"2016-05-10 09:06:00-08:00 776.378633 144.374347 0.729170\n",
"2016-05-10 09:09:00-08:00 778.795792 145.055725 0.730269\n",
"2016-05-10 09:12:00-08:00 781.130197 145.735441 0.731336\n",
"2016-05-10 09:15:00-08:00 783.384700 146.413093 0.732372\n"
]
}
],
"source": [
"print(erbs_data.between_time('9:00', '9:15'))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1035772b0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VS0tLAwC8/vrravt69eql8TH29vZq2ywsLFBcXGzYydVQjTP+xcXFuHDhAnJy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\nYIE/g8FgMBgMBoOhBfw/3ZVgqYSRCTsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10351ce48>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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zvK1lWXrzzTdNDAPwX7ToAICzpT/2E/CRT0YC/nfffZfnbS3LMjEEwL9RwQcA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10357eeb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"erbs_data[['dhi', 'dni']].plot()\n",
"plt.ylabel('Irradiance (W/m**2)')\n",
"plt.title('Erbs irradiance')\n",
"\n",
"plt.figure();\n",
"\n",
"erbs_data['kt'].plot(color='r')\n",
"plt.ylabel('kt (unitless)')\n",
"plt.title('Erbs kt')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x11933fe48>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cW1tbunTpkmBb3E3Jf5XprF+/Hjs7O3r16hW/zcrKiiFDhiTbRadWrVrxyX3c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HBwgJeXF/93RSIROnToABMTk1YsvWphLlUL86lamE/Vc+jQIYSFhSEyMhKRkZHIysqCtbU1DA0N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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b631710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"erbs_data['dhi'].plot(color='r', style='-', label='erbs dhi', ax=ax)\n",
"cs['dhi'].plot(color='b', style='-', label='ineichen dhi', ax=ax)\n",
"ax.set_ylabel('Irradiance (W/m**2)')\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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