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proof of an implicit solver
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Explicit methods for solving IV curves of a PV system\n",
"\n",
"This is the last notebook in a series exploring how to model PV systems using the single diode model (SDM). The first two notebooks presented implicit approaches that return either the corresponding current for a specified voltage or the current and voltage of the max power point. This notebook uses an explicit method which parameterizes the SDM using the diode voltage, and returns a current and voltage corresponding to the value of the parameter. The diode voltage is defined as the voltage across the diode in the SDM and is related to the current and voltage by the following relation, $V_{diode} = V + I R_s$, in which $R_s$ is the series resistance."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"from pvmismatch import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"NMODS = 8\n",
"NSTRINGS = 3\n",
"pvconst = pvconstants.PVconstants(npts=1001)\n",
"cell_pat = pvmodule.standard_cellpos_pat(nrows=12, ncols_per_substr=[2, 2, 2])\n",
"pvmod = pvmodule.PVmodule(cell_pos=cell_pat, pvconst=pvconst)\n",
"NSERIES_CELLS = pvmod.numberCells\n",
"pvstr = pvstring.PVstring(pvmods=[pvmod]*NMODS)\n",
"pvsys = pvsystem.PVsystem(pvstrs=[pvstr]*NSTRINGS)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(17.747731183064843,\n",
" 325.847596156169,\n",
" 5783.0555432275605,\n",
" 18.916799647476438,\n",
" 388.31124609474506,\n",
" 0.787280928107023,\n",
" 0.21826620110806907)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvsys.Imp, pvsys.Vmp, pvsys.Pmp, pvsys.Isc, pvsys.Voc, pvsys.FF, pvsys.eff"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# add some noise to the irradiance and temperature\n",
"noise = np.random.randn(NMODS*NSERIES_CELLS, NSTRINGS) / 10"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# short names\n",
"ns = NSERIES_CELLS\n",
"nm = NMODS\n",
"\n",
"# set irradiances\n",
"Ee = {st: {\n",
" md: (0.8 + noise[md*ns:int((md+1)*ns), st].flatten()) for md in range(NMODS)\n",
"} for st in range(NSTRINGS)}\n",
"pvsys.setSuns(Ee)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10.948299100138449,\n",
" 333.14833957246043,\n",
" 3647.407666353787,\n",
" 13.867217297775964,\n",
" 384.6689913108113,\n",
" 0.6837664803916693,\n",
" 0.17215832207574885)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvsys.Imp, pvsys.Vmp, pvsys.Pmp, pvsys.Isc, pvsys.Voc, pvsys.FF, pvsys.eff"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# set temps\n",
"Tc = {st: {\n",
" md: (300 + noise[md*ns:int((md+1)*ns), st].flatten()) for md in range(NMODS)\n",
"} for st in range(NSTRINGS)}\n",
"pvsys.setTemps(Tc)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10.950984322767685,\n",
" 331.75921179381874,\n",
" 3633.089927287873,\n",
" 13.871233169884155,\n",
" 383.06612435717403,\n",
" 0.6837342382453735,\n",
" 0.17148252212164877)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvsys.Imp, pvsys.Vmp, pvsys.Pmp, pvsys.Isc, pvsys.Voc, pvsys.FF, pvsys.eff"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pvsys.plotSys()\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GWJ7cGGNM1GI11dE8YF4Xjrupg02Xdi8iY4wxqSZeUx2lHJsr1hhjEssSVBt2o64xxiQHS1DGGGOSUqwmiz3IyXMx1ALLgC+p6qZYlBsk6+EzxpjEitVksQ8Cu4A/4gbG3Qj0A9YBj+BG6iUlsXF8xhiTFGLVxXeFqv6vqh5U1TpVfRi4SlWfAE6apsgYY4xpK1YJKiQiN4hIml9uCNuWEr1nNorPGGMSK1YJ6hbgVty0RHv9+4+ISE/g7hiVGQgbxWeMMckhVjfqbgKu7mDzwliUaYwx5vQSq1F8JcAncTOTHytDVT8ei/JiYe7bu2hobKa8qDf983uSlZFGVnoaGelCRrqQmZbG4WblSFMLmelppKdZ08sYY4IUq1F8zwCvAi8CLTEqIyYKe2fxnlElrNxRw2sbqzo/4MV/AK5rMDMtjcx0ISPdv6alkZnhklnGsc9pZKYJ6X5JEyEtTUgXwt4LaWn+s4TtJ7j3af69CCLHzyV+nXvvzyOwdUsja2Ujab4M8etbzykiYe9P/Oz2Px7L8f1b421/f8F/Tju5jPbOuas+xKb99cfWiY+lw3JFkDQ6jdMYk7pilaB6qeo9MTp3TGWmpzH745MBOHCokc1Vh9hTe4SmlhBNLUpzS4imkHtdu76CweVDaW5RmkNue1NL6IR9jq9rs0/IvbaElBZ1z+VqCblFFVpUCakSCql7H4KQ3yek7v2xz35di7a+d59PsGFt/CvzVC18JfBTykmJmBOS4IkJrp3E7ZOgAEcOH6b38vknH58WKfGfWF40+3QYUxpAe8cf/zKwY3sjS46s7fTLiCun8y8skX7O1i8h0XxhCf/iUHGghbxtB07Y1umXkbAvOx3tn+G/qLW+2heU1BerBDVXRK5S1edidP64KOidRUHvrA63z2/aysyZI+IYUfTcA79c0po3/xVmXHQReiyxue3hiS58W8hnt1DYPifsH6LNMe2fE6XjMtqcc/U77zJmzJh2z6+0iTsUfo4IcR6LqXW/459PPj78/CcfH1LYu/coxX37RNynvXO2hEInxEQHMbZ7fKhtvfp/29Y6CZ1YB80tLci2zSeUn5SWvBbzItLbJCz3mnb8c7rvfZDwz257fd1hHt6w+OTj0k9OhO69294jM42s9HT/mkZWRho9Mo6/9shId5cLwtZnpaeRnZlOr6x0emVlkJVhE/y0ilWC+jzwVRE5CjThbtZVVe0To/JMG9L6LRMhK13olRWrf+pg5FSvZ+a5AxIdRkTz589n5szzEx1GRC7GmSes6+jLyKl8YYn0ZeTk80U+54oVKxl/zjknJHo9Kc6wxH3SF6ITv4y0hI73JrSo0tKiNPveCPcaOvFzS/vrQ6Hjxx0SaGoJcbjJb29p3S8Udt7jry0hpbE5RKPvFemOTP/72jsrnV49/GtWBjnZGRT2cl+aC3tnsndHEy1r9rrPvbIoy8+mR0Z6t8pONrEaxZcbi/MaY06dux4J6UkyS0rLzgxmju6b6DAicol+WpeObU1WR5tb/Ktbwtc1toQ42uReG5tDHGlqoaGxhYbGZg41ttBw1L82NnPoqHvdVtXAyu01HGhopKnFJcHfrF52rNyMNGFE3xwuHlXCrNF9mVReQGZ6arfGAk1QInKWqq4VkXa/Zqrqm0GWZ4wxySY9TeiZlU7PrNi0ZlSV+qPN/OPlVxl19vlUNzRSVd/I5sp6Vm6v5dFFW3h4wSb6ZGdw5fgyrjtvAFOGFpKWgiONg25BfRG4E/hhO9sUuCTg8owx5owiIuRmZ1LSK40Jg/JP2n7oaDOLKir5xzt7mPv2Lp5Ytp2yvGyunziQm6cMpiyvZwKi7pqgH/l+p4ikAV9X1UVBntsYY0znevfI4PJx/bh8XD8OX9fCC2v28vSbO/jpvAp+Pn8jV4zrx+3TyrmgvCDpRzoGfg1KVUMi8gPgwqDPbYwxJno9s9K5ZkJ/rpnQn+3VDfxu8VaeWLqdv63azaQhBXzu0pFcNLI4aRNVrK6g/VNEPijJ+lMbY8wZZlBhL7561RgW33cp37pmHDtrDnPbI2/wLz9/jQXr9yc6vHbFKkF9EXgKOCoidSJyUETqYlSWMcaYKPXMSuf2aeXM/8pMvvsv49l/8Ci3PfIGtz3yBuv2HEx0eCeISYJS1VxVTVPVLFXt4z/bPVDGGJMkemSkc8uUIbz85ffw9fePYcW2A1z50ALu+8sqquqPJjo8IEYJSkReimbdKZ7zChFZJyIVInJvd85ljDHG6ZGRzicuGsYrX5nF7dPKeWrZdi578BWeWrYd1cRORRJoghKRbBEpBIpFpEBECv1SDvTvxnnTgZ8BVwJjgZtEZGwQMRtjjHFTu33z6nH8/fMXMbwkh6/86W1u+tViNu2vT1hMQbeg/g1YDpzlX1uXZ3AJpqsmAxWquklVG4E5wLXdjNUYY0wbI0tzefLfLuT//evZvLurjiseepVfvrKx21M4dYXEogknIp9V1Z8EeL7rgStU9RP+863AFFW9O2yfO3E3CQOMBtYFVX4ExUBlHMrprlSI02IMhsUYDIsxGOExDlHVklM5OOipji4AtrcmJxG5DfggsBW4X1Wru3rqdtadkFlV9WHg4S6ev0tEZJmqTopnmV2RCnFajMGwGINhMQajuzEG3cX3v0AjgIhcDDwAPAbU0r3ksQMYFPZ5ILCrG+czxhiT5IJOUOlhraQPAw+r6p9V9T+A7jw4aSkwUkSGikgWcCPwbDdjNcYYk8QCT1Ai0tpteCnwcti2LncnqmozcDfwPLAGeFJV3+lylMGJa5diN6RCnBZjMCzGYFiMwehWjIEOkhCRrwFX4S6KDQbOV1UVkRHAbFWdHlhhxhhjTmuBj+ITkalAGfBPVT3k140Ccux5UMYYY6IVk2HmxhhjTHel9vOAEyhZp14SkS0iskpEVojIMr+uUEReEJEN/rUgzjE9IiL7RGR12Lp2YxLnx75e3+7o6cxxivF+Ednp63KFiFwVtu0+H+M6EXlfnGIcJCLzRGSNiLwjIp/365OmLiPEmDR16We8eUNEVvoYv+XXDxWRJb4en/ADshCRHv5zhd9ensAYHxWRzWH1eK5fn5DfG192uoi8JSJz/efg6lFVbTnFBUgHNgLDgCxgJTA20XH52LYAxW3W/Rdwr39/L/D9OMd0MXA+sLqzmHDXMP+Ou/dtKrAkgTHeD3y5nX3H+n/zHsBQ/38hPQ4xluGu6wLkAut9LElTlxFiTJq69PWR499nAkt8/TwJ3OjX/xL4lH//aeCX/v2NwBNxqMeOYnwUuL6d/RPye+PL/iLwR2Cu/xxYPVoLqmtSbeqla4HZ/v1s4Lp4Fq6qC4C2N2l3FNO1wGPqLAbyRaQsQTF25FpgjqoeVdXNQAXu/0RMqepu9ddxVfUgbkTrAJKoLiPE2JG416Wvj9YJ5jL9osAlwJ/8+rb12Fq/fwIuFYnts+4ixNiRhPzeiMhA4P3Ar/1nIcB6tATVNQOA7WGfdxD5lzCeFPfAyOXipn8CKFXV3eD+gAB9ExbdcR3FlGx1e7fvMnkkrGs04TH67pHzcN+sk7Iu28QISVSXvltqBbAPeAHXcqtRd0tL2ziOxei31wJF8Y5RVVvr8bu+Hv9HRHq0jbGd+GPpR8C/AyH/uYgA69ESVNd0OvVSAk1X1fNxM79/RtyMHqkkmer2F8Bw4FxgN/BDvz6hMYpIDvBn4AuqGulBoAmLs50Yk6ouVbVFVc/FzUozGRgTIY6kiFFExgP34SbjvgAoBO5JVIwi8gFgn6ouD18dIY5TjtESVNck7dRLqrrLv+4Dnsb98u1tbe77132Ji/CYjmJKmrpV1b3+j0QI+BXHu54SFqOIZOL+8P9BVf/iVydVXbYXYzLWpY+rBpiPu26TL8cnGgiP41iMfnse0XcHBxnjFb4LVVX1KPBbEluP04FrRGQL7jLHJbgWVWD1aAmqa5Jy6iUR6S0iua3vgcuB1bjYbve73Y57/EmidRTTs8BtflTSVKC2tfsq3tr04f8Lri7BxXijH5U0FBgJvBGHeAT4DbBGVR8M25Q0ddlRjMlUlyJSIiL5/n1P4DLctbJ5wPV+t7b12Fq/1wMvq7/SH+cY14Z9ERHctZ3weozrv7Wq3qeqA1W1HPc38GVVvYUg6zFeIz1OtwU3amY9ru/6a4mOx8c0DDciaiXwTmtcuH7el4AN/rUwznE9juvWacJ9i7qjo5hw3QA/8/W6CpiUwBh/52N42/9ylYXt/zUf4zrgyjjFOAPXJfI2sMIvVyVTXUaIMWnqEjgHeMvHshr4hl8/DJccK4CngB5+fbb/XOG3D0tgjC/7elwN/J7jI/0S8nsTFu9Mjo/iC6we7UZdY4wxScm6+IwxxiQlS1DGGGOSkiUoY4wxSckSlDHGmKRkCcoYY0xSsgRljDEmKVmCMsYYk5QsQRljjElKlqCMMcYkJUtQxhhjkpIlKGOMMUnJEpQxxpikZAnKpBwR+aWI/Eei4wiaiJSLiIY9Syelicg7IjKzC8fdIiL/jEFIJsVYgjJxJSIzROQ1EakVkWoRWSQiF/htHxWRhZ2dQ1XvUtX/jEFsrQmi3i9bROTeDva9T0QWtLO+WEQa/dNP2ztulIg8JSKVvg7eFpEvikh60D9Pd/h6GNGdc6jqOFWd30k5JyVlVf2Dql7enbLN6cESlIkbEekDzAV+gntc9QDgW8DRUzhHPP6Q56tqDnAT8A0RuaKdfX4HTPMP2Qt3I7BKVVe3PUBEhgNLgO3A2aqaB3wImATkBvkDJLIVdrq0AE3iWYIy8TQKQFUfV/f478Oq+k9VfVtExgC/BC70rZcaABF5VER+ISLPicghYJZf9x2/faaI7BCRL4nIPhHZLSIfay1QRIpE5K8iUiciS0XkO9G00nycr+Me/HhSa0hVd+AeHndrm023AbM7OOW3gNdU9Yvqn3aqqutU9WZ1j/VudYuIbPOtrK+F/SyTReR1EanxP+dP/ROdW7eriHxGRDbgHl6IiDwkItv9z79cRC4K2z9dRL4qIhtF5KDfPiisZbjS/1t82O//ARFZ4ct/TUTOCTvXFhG5R0TeBg6JSIZfd1lY7Mt8HHtFpPVpu61l1fiyLmzbkhaRcSLygm9x7xWRr3ZyTnO6iOdTF205sxegD1CF+wN+JVDQZvtHgYVt1j0K1ALTcV+osv267/jtM4Fm4NtAJu7prQ2t5wbm+KUXMBbXelnYQXzluKfBZuCeUDrdn+vSDva/BdgQ9nk00AiUdLD/HuBjEeqntfxfAT2BCbjW5Ri/fSIw1cdXjntM+RfCjlfgBVzrtKdf9xHcE3czgC/5GLL9tq/gnr462v+8E4CisHONCDv3+cA+YAqQjnt09xaOPy11C+7puYPCyt4CXObfvw7c6t/nAFPb1nl7/w9wLcvdPvZs/3lKpHPacvos1oIycaOqdRx/JPivgP0i8qyIlHZy6DOqukhVQ6p6pJ3tTcC3VbVJVZ8D6oHRvjvwg8A3VbVBVd+l49ZNuEqgGvg1cK+qvtTBfk8DpSIyzX++Dfi7qu7vYP8i3B/bznxLXetyJbASlzhQ1eWqulhVm1V1C/C/wHvaHPv/VLVaVQ/7Y36vqlX+mB8CPXAJCeATwNfVteJUVVeqalUHMX0S+F9VXaKu9Tsblzynhu3zY1Xd3lp2G03ACBEpVtV6VV0cRT0AfADYo6o/VNUjqnpQVZd085wmRViCMnGlqmtU9aOqOhDXddYf+FEnh23vZHuVqjaHfW7AfaMuwbUcwo/v7FwAxapaoKpjVPXHAL4rrHXwxC/9z9IAPAXcJiKCa1FFSoBVQFkU5e9p52dpHWAxV0T2iEgd8D2guM2xJ/x8vutzjR+QUQPkhR0zCNgYRTwAQ4Av+e69Gn+uQbh/v3bLbuMOXBfvWt/V+oEoy40UY1fPaVKEJSiTMKq6Ftdd13qNRzvatYtF7Md1/w0MWzeoKydS1e+pao5f7grbNBu4AXgvrvtpboTTvIhr0XXVL4C1wEhV7QN8Fdc1d0KorW/89aZ7fHwFqpqP6y5tPWY7MDzKsrcD31XV/LCll6o+3l7ZbanqBlW9CegLfB/4k4j0jnRMZzFGOKc5TViCMnEjImf5b/QD/edBuJFyrV2uIQegAAAgAElEQVQze4GB4Rf+u0NVW4C/APeLSC8ROQvXDRekV4Ea4GFgjqo2Rtj3m7iRf/8tIv0ARGSEiPxeRPKjKCsXqAPq/c/yqSj2b8Yl6gwR+QbuOmCrXwP/KSIjxTlHRIr8tr3AsLB9fwXcJSJT/L69ReT9IhLV6EMR+YiIlKhqCFdfAC0+tlCbssLNBfqJyBdEpIeI5IrIlE7OaU4TlqBMPB3EXWRfIm5E3mJgNe4COLhRce8Ae0SkMqAy78Z1a+3BDQ1/nFMY1t4ZVVXgMVwX2GOd7LsRuBA3MOAdEakF/gwsw9VNZ74M3Oz3/RXwRCf7Pw/8HVgPbAWOcGI33IPAk8A/cYnvN7jBGQD3A7N9d94NqroMdx3qp8ABoAI3mCFaV+B+5nrgIeBGf02pAfgusMiXFX5NC1U9iGudXo37N9wAzIp0zlOIySQ5cb9fxpwZROT7QD9VvT3RsRhjIrMWlDmt+W7Fc3y31GTchfWnEx2XMaZzdse3Od3l4rr1+uPu4/kh8ExCIzLGRKXDLj4ReTaK46tV9aOBRmSMMcYQuQU1BncjX0cE+Fmw4RhjjDFOpAT1NVV9JdLBIvKtgOMJRHFxsZaXl8e8nEOHDtG7d/LfdpEKcVqMwbAYg2ExBiM8xuXLl1eqaskpnaCjOZCAc/FdgKm2TJw4UeNh3rx5cSmnu1IhTosxGBZjMCzGYITHCCzTU/xbHqkF9WtgqIi8CSwCXgMWq5tPzRhjjImpDhOUqk4SkV7AZGAa8DngdyKyB1ikqp+OU4zGGJOSWkJK9aFG9h88yoGGRuoON3HwSDN1R5qoO9J87HP90SZaQkpzSN1ri5KdmUafnpn0yc5kYEFPhhT1pry4F0MKe9MzK6mebxkzEYeZq7vLe76ILMU9aG06bqqY9h7gZowxZ5SDR5rYVt3A9urDbK9ucO8PNLCn9giV9UepPtRIKMJcCLnZGfTJzqR3j3Qy09PISBPS/VJZ38ymykMcONRI3ZHmE44bXNiLvplHeUcruGxMKaP7Bfq8y6TRYYISkZtxLadzcVPDtCapGaq6p6PjjDHmdHLoaDMb99dTsc8tW6sbjiWjmoamE/bNzc5gcGEvBhb04rzB+ZTk9KA4twclOT0o6J1Fn+xM+vTMIDc7k5weGaSntZ3rt321h5vYVtXAlqpDbK48xNo9dSzbuJf/fn4d//38Osb178OdFw/jmgn9cRPrnx4itaAexs2c/Etggaquj09IxhgTfzUNjazf65LQ/DVHeWTTG2zcV8/OmuOPt8pIEwYW9GRQYS/ef3YZgwp7Mdgvgwp6kdcrMyax5fXM5OyBeZw9MO/Yuvnz5zNu4oU8t2o3v1+8lc/PWcGK7TV88+pxMYkhESIlqDzcg9Km4WaDHo172NrrwOuq+nIc4jPGmEC1hJQtVYdYs7vOLwdZs7uO3bXH55nNSodR/Y5yQXkBN/UdxIi+OYzom8OQot5kpifPDHEluT24fVo5t04dwrfnvstvF23h7AF5/Ov5Azs/OAVEGiTRArzpl5/6p55eD/x/uMdrnxlX6YwxKavuSBNrfQJqXdbtPciRphDgWkTDS3KYMrSQMWV9GNUvl5F9c1i/YgmXzLoowdFHLy1N+Pr7x7Bmdx1fe3o1F5QXMqiwV6LD6rZI16DOwbWeWpcsXOvpJ7hh58YYkxRUlT11R1i9s47VO2t51yejHQeOd88V9MpkTFkfbpkyhLP65TKmrA8jS3PokXHyd+2KFLyOk5GexoMfPpfLH3yF+/6yit/dMTnlr0dF6uJ7FJeI/g78h6pujUtExhgTgaqyq/YIq3bUsnpnLat3udfKevesyDSBocW9OXdQPjdNHszYsj6MKetDaZ8eKf8HuzMD8nty71Vj+I//W81Ty3ZwwwVdeoB00ojUxXd+PAMxxpi2VJUdBw6zamctq3a6RPTOrjqqD7lklJ4mjOybw8zRfTl7QB7jB7hk1CvrzH1Qwy2TB/PMWzv5r+fXcuXZ/cjNjs3AjXiI1MX3sKreGengaPYxxphoqCpbqxpcIvKtotU766g97IZyZ6QJo0pzee+YUsYPzGN8f5eMsjPtcni4tDThG1eP5ZqfLuJn8zZy75VnJTqkLov0NeM6EYn0+GTh+KOXT94o8gjwAWCfqo736wpxj6kuB7YAN6jqAXHt7oeAq4AG4KOq+qY/5nbg6/6031HV2VH8XMaYJLev7ggrttewckcNK7fXsnJHDQf9DalZ6WmM7pfLVWeXMX5AH84ekMfofrntXi8yJztnYD7/ev4AHlm4mVumDE7ZAROREtRXojj+1QjbHgV+CjwWtu5e4CVVfUBE7vWf7wGuBEb6ZQrwC2CKT2jfBCYBCiwXkWdV9UAUsRljksTBI02s2lnLyu21vPjWEe57/aVjw7oz0oSzynK5ekJ/zhmQx/gBeYwqzSUrI3mGc6eif3/fWfzt7d38+KUN/PeHJiQ6nC6JdA2qWy0VVV0gIuVtVl8LzPTvZwPzcQnqWuAxP+PtYhHJF5Eyv+8LqloNICIv4KZZerw7sRljYqexOcS6PQdZsaOGldvdUrG/ntZno5b2EqaOKmTCwHwmDMpnXH/rpouFfnnZ3DJlCLNf38Ldl4xgSFFyP5qjPR0+UTeQk7sENTesi69GVfPDth9Q1QIRmQs8oKoL/fqXcIlrJpCtqt/x6/8DOKyqP2inrDuBOwFKS0snzpkzJ2Y/V6v6+npycnJiXk53pUKcFmMwEhFj9ZEQFQdCVNS0sLEmxNaDIZrdbUbkZsGwvHSG5aUxLC+NoXnp0HjI6jEA0cRYcyTEVxYcZmpZBnec3SNOkR0XHuOsWbOWq+qkUzk+WYa6tDf2UyOsP3ml6sO46ZmYNGmSzpw5M7DgOjJ//nziUU53pUKcFmMwYh1jY3OId3fXsXzrAd7cdoA3tx441lWXnZnGOQPyuXRCvm8d5TEgv+dJQ7utHoMRbYxvN73L7Ne38J2bL4h7K6q79RgxQYlICTAEqFDVmi6XctxeESlT1d2+C2+fX78DCB+wPxDY5dfPbLN+fgBxGGOisP/g0WOJ6M1tB3h7Ry1HffNoQH5PJpUXMnFwPucPKWBMWZ+kmgbIOHe9Zxi/X7yVRxZu5lvXjk90OKck0jDzTwDfAzbiHlx4p6o+283yngVuBx7wr8+Erb9bRObgBknU+iT2PPA9ESnw+10O3NfNGIwx7WhuCbF2z0He2nbAt5Bq2FbdAEBmujB+QB63Th3C+UMKOH9wAf3yshMcsYlG3z7ZXD2hP08t38EX3zs6ZhPaxkKkFtQXgHGqul9EhgF/wCWSqIjI47jWT7GI7MCNxnsAeFJE7gC2AR/yuz+HG2JegRtm/jEAVa0Wkf/EPeoD4NutAyaMMd1T09DIW9tqjnXXrdheQ0NjC+AmIZ04uICPTB3MxCEFjOufZwMZUtgdM4by5zd38PjSbdz1nuGJDidqkRJUo6ruB1DVTSJySlfYVPWmDjZd2s6+Cnymg/M8AjxyKmUbY062s+YwSzdXs3SLW9bvrQfcbAxjynK5fuJAJvrW0cCCk68dmdQ1tn8fpg0vYvZrW7hjxtCU6YqNlKAGisiPO/qsqp+LXVjGmO4IhZQN++qPJaOlm6vZ5Qcz5PTI4PwhBVx9Tn8mlhdw7qD8M3pqoDPFJy4ayscfXcY/Vu/h6gn9Ex1OVE7lRt3lsQzEGNN1jc0hVu2s4blNjfxuy1KWbT1wbIqgktweTC4v5JPlBVxQXshZ/XLJSJFv0CY4M0f1ZWBBT+Ys3Zb6CcqmFDImeR080sSb22qOddmt2F5zbHTdsOJDXDGuH5PKC5g8tJDBhb2su86QliZ8eNIgfvjCerZWHUqJG3etXW9MCthXd4SlWw4c67Jbs7uOkLrrR+P69+EjU4dwQXkBjTvXcs37ZiY6XJOkPjRpED96aQNzlm7nniuSfxJZS1DGJKGdNYdZsqmKJZuqWbK5ii1Vbrh3z8x0zhucz2cvGckF5YWcNzif3j2O/xrPr1yXqJBNCuiXl82s0X15atkOvvjeUUk/WMISlDEJpqpsrz7M4s3HE1Lrk2DzemZyQXkht0wZwgVDCxnX326GNd1z0+RBvLhmLy+t2csV48sSHU5Ep5ygROTTQBXwZ1VtDj4kY05vqsrmykMs2VztWkmbq49NF1TYO4vJ5YXcMWMoU4YWcVa/XNLS7PqRCc57RpVQnNODp9/aefolKNz8eDOAW4Brgg3HmNOPqlKxr57FPiG9sbmafQePAlCck8WUYUVMHVrIlGFFjCjJsYRkYiojPY1rJvTn94u3UtvQlNQzS3Q2F18acL2qPtm6TlV/FvOojElhoZCybu/BY62jNzZXU+UfUV7apwdThxUxZVghU4YWMbykt42wM3F33Xn9eWTRZp5bvZubJg9OdDgdipigVDUkIncDT0baz5gzWUtIWbO7jiWbq1m8qYqlW6qpaXD3IA3I78l7RpUcS0hDimzIt0m8swfkMay4N//31s7UTVDeCyLyZdyj2g+1rrQ58cyZqrklxDu76ljiBzW8saX62KPKBxf24r1jSpkyrIgpQwtT9lHb5vQmIlx77gD+58X17Ko5TP/8nokOqV3RJKiP+9fwufIUGBZ8OMYkn+aWEKt21jJ3UyO/3fQGy7ceoP6oS0jDinvzgXPKmDK0iMlDC5P2F92Ytq49tz//8+J6nl25K2knkO00Qanq0HgEYkyyaAkp7+6q4/VNlby+sYqlW44npBF9D3Ptuf3ddaShhfTtY4+cMKmpvLg3Ewbm8fdVu1M3QYlIL+CLwGBVvVNERgKjVXVuzKMzJg5aBzW8vrGK1zdVsWRTFXVHjreQrj23PxcOLyK0ex3XvO89CY7WmOBcMb6M7/9jLTtrDjMgCVv/0XTx/RY3Uew0/3kH8BRgCcqkJFVl4/56XttYxesb3Ui7aj/KbnBhL64cX8aFw4u4cHgRpWEtpPnV6xMVsjEx8b5xpXz/H2t5fvUePj4j+TrLoklQw1X1wyJyE4CqHhYbhmRSiKqyparhWAtp8aYq9vv7kAbk92TW6L7HElIyfos0JlaGleQwujSXf7yTugmqUUR64gZGICLDgaMxjcqYbtpe3cDrm1wL6fWNVeypczM19M3twbThRUwbXsSFw4oZVGgP5jNntivG9+PHL29g/8GjlOSe0nNpYy6aBHU/8A9gkIj8AZgOfLQ7hYrIFuAg0AI0q+okESnEDWUvB7YAN6jqAd9aewj3SPgG4KOq+mZ3yjenn921h48lo9c3HZ/Lrqh3FlOHF3HhMNdCGlZsN8YaE+6K8f146KUNvPDuXm6eklz3REUziu+fIrIcmIqb5ujzqloZQNmz2pznXuAlVX1ARO71n+8BrgRG+mUK8Av/as5gVfVHeW1jFa9tdF12myvdLXr5vTKZOrSIT140jAuHFzGyb44lJGMiOKtfLkOKevH31btTL0GJyO+ABcCrqro2hrFcC8z072cD83EJ6lrgMVVVYLGI5ItImarujmEsJsnUH23mjc1VLKqoYlFFJWv3HAQgNzuDKUMLuWXKYC4cXsSYfn1sLjtjToGIcPnYUh59bQuHjjaf8PiWRBP3dz/CDiKX4CaHvQh3c+4KYIGqPtTlQkU2Awdw17X+V1UfFpEaVc0P2+eAqhaIyFzgAVVd6Ne/BNyjqsvanPNO4E6A0tLSiXPmzOlqeFGrr68nJycn5uV0VyrE2TbG5pCysSbEu1UtvFvVwqbaEC0KGWkwqiCNsYXpjC1KZ0ifNNLjlJBSsR6TkcUYjCBjXFPVwveXHuGz5/VgYmlwCSo8xlmzZi1X1Umncnw0XXwvi8grwAXALOAuYBzuulBXTVfVXSLSFzeVUqSWWXt/fU7Kqqr6MPAwwKRJk3TmzJndCC868+fPJx7ldFcqxPnyvHkUjzyPRRWVLNpYxdLN1RxuaiFN4OyB+fzbuUVMH1HMxCEFZGemJyTGVKhHizEYZ1qM01tC/PztF9if0ZeZM88J5JzQ/Rij6eJ7CegNvA68Clygqvu6XCKgqrv86z4ReRqYDOxt7boTkTKgtYwdwKCwwwcCu7pTvkm81qHfiyoqeW1jJQvWNlD//EIARvTN4YZJA5k+opgpw4rI65m8jwMw5nSQmZ7GRaOKmbduH6qaNNdto2nLvQ1MBMYDtUCNiLyuqoe7UqCI9AbSVPWgf3858G3gWeB24AH/+ow/5FngbhGZgxscUWvXn1LTvrojvLaxioUVlbxWUcku/5C+srxsJpRkcP1F45g2vPiEm2ONMfExc3Rfnlu1h3d31zGuf16iwwGi6+L7/wBEJAf4GG5miX5AVwfMlwJP+wydAfxRVf8hIkuBJ0XkDmAb8CG//3O4IeYVuGHmH+tiuSbO6o40sdiPtFtUUcmGffWAe4z5tOFFfGpWMdOHFzG0uDevvPIKM88bmOCIjTlzzRxdAsC8tftSJ0H550FdhGtFbQUewXX1dYmqbgImtLO+Cri0nfXKiTOpmyR1pKmFN7ceYNHGShZWVLFqRw0hhezMNC4oL+SDEwcyfXgxY/v3idvABmNMdPrmZnPOwDxeXruPuy8ZmehwgOi6+HoCDwLLVbU5xvGYFNISUlbvrHVddhsrWbblAEebQ6SnCRMG5vGZWSOYNryY84fk0yMjMQMbjDHRmzm6Lz95eQPVhxop7J2V6HCi6uL7bxGZANzlu+VeVdWVMY/MJKVtVQ0srKhkYcV+FlVUUXvYPTl2dGkuN08ZzPThxUwZVkhutg1sMCbVzBpdwo9f2sCiikquntA/0eFE1cX3Odz9RX/xq34vIg+r6k9iGplJCrUNTby2sZJXKypZuKGSbdUNAPTrk817x5YyY0Qx00YU0TfXBjYYk+rOHpBHbnZG6iQo4BPAFFU9BCAi38cNObcEdRpqbA7x5rYDLNzgklLrdaTeWelMHVbEx6aXc9HIYoaX2BRCxpxuMtLTuHBYEa9uqEyK4ebRJCjBTeraqoX2b541KUhV2bCvnlc3VLJww36WbK6mobHl2HWkuy8ZyUUjizl3UD6Z6WmJDtcYE2MzRhbzz3f3sq26gSFFvRMaS7QPLFzib6gFuA74TexCMrG2r+6Iu460oZKFFZXs889GGlrcmw+eP5AZI4u5cHgRfew6kjFnnBkjigF4dUNl8icoVX1QRObj5uMT4GOq+lasAzPBOdqszFu3zyWkDZWs2+smWi3olcn0EcVcNLKY6SOKGVjQK8GRGmMSbWhxb/rnZbOoopKPTB2S0Fg6TFAiko2bd28EsAr4uQ0zTw3hw79f3bCfZZsbaNalZGWkcUF5AdeddxYXjSxmbJnN/G2MOZGIMH2E6+ZrCWlC71mM1IKaDTThbsq9EhgDfCEeQZlTt62qgVcr9rNwQyWvbTw+/HtsWR/eW57JTbPOY/LQwoRNtGqMSR0zRhbz1PIdvLOrlnMG5nd+QIxESlBjVfVsABH5DfBGfEIy0Th4pInXN1axYMN+Xt1QydYqN/y7LC+by8eWMsN32xXn9GD+/PlcPKokwREbY1LFtOHuOtTCisqkTVBNrW9UtTnRww3PdK3ddgvWu4T05rYDNIeUXlnpTBtexMemlTNjZAnDS+yR5saY7inJ7cHo0lxeq6ji0zNHJCyOSAlqgojU+fcC9PSfBTdFXp+YR3eG2117mFc3VLJg/X4WVVRyoMF9Zzh7QB53XjyMi0eVcP7gArIybPi3MSZYU4cV8uSyHTS1hBJ2i0mHCUpV7WJFnB1pamHJ5mrfStrP+r1u9u++uT245KxSLh5VzIwRxRTldHUieWOMic7koUXMfn0rq3bWcv7ggoTEkDwPnz8DqSrr9h481m23ZHM1jc0hsjLSmDK0kA9NHMRFo4oZXZpr3XbGmLiaPLQQgDc2V1uCOlNU1R9lYUUlC9a7IeCtN8mOKs3htqlDuGhUCVNstJ0xJsFKcnswrKQ3SzZVcdd7hickBktQMdbcEuLNbTW8sn4fC9ZXsnpXLaqQ3yuTGSOKuXhUCReNLKYsr2eiQzXGmBNMGVrE3JW7EnY/VMokKBG5AngISAd+raoPJDikDu2rO8L89fuZv24fr26o5OCRZtLThImDC/jSe0dx0cgSxg/Is4f2GWOS2pShhTz+xjbW7K5j/ID4P2U3msdtHAS0zepaYBnwJf+E3JgSkXTgZ8B7gR3AUhF5VlXfjXXZ0WhtJc1ft4/56/bz7m43+LG0Tw+uGl/GzNElTB9ZbHPbGWNSSut1qCWbq5MzQeGeprsL+CNuiPmNQD9gHe7x7zNjFVyYyUBFazIUkTnAtUDCEtTeuiMs2NHEk39YfmIraUgB91xxFjNHl3BWPxvcYIxJXf3zezKosCdvbK7ijhlD416+qLZtHLXZQWSJqk5ps26xqk4VkZWqOiGmEbryrgeuUNVP+M+34p5RdXfYPnfiHqxIaWnpxDlz5gQaQ0tIqagJsaqyhbf3t7DtYAiA/B7COSXpnF2czriidHplJl9Cqq+vJycnJ9FhRGQxBsNiDIbFeNyvVx1lxb5mfnJJr1P+wh0e46xZs5ar6qRTOT6aFlRIRG4A/uQ/Xx+2LXJ2C057tXJC2ar6MPAwwKRJk3TmzJndLrT+aDML1u/nn+/s4eW1+6gLayXdNL0vOQe38pEPzEr6VtL8+fMJoj5iyWIMhsUYDIvxuH0521n4p7cZMHYSo0pzT+nY7sYYTYK6BTc44ee4pLAY+IiI9ATujnRggHYAg8I+D8R1O8bEMyt28syKXSysqKSxOURBr0wuH9ePS8/qe8K1pPnztyd9cjLGmO6YMaKYr7xvdEKuoUfzPKhNwNUdbF4YbDgdWgqMFJGhwE7cdbCbY1FQVf1RPj9nBWV52dw6dQiXjy1l4pACMuxpssaYM1D//J58ZlZi5uOLZhRfCfBJoDx8f1X9eOzCOpGfrPZu4HncMPNHVPWdWJTV2OKuLX3u0pHcNHlwLIowxhgThWi6+J7BPRPqRaAltuF0TFWfA56LfTnu1W5RMsaYxIomQfVS1XtiHkmSCPkMJe2OyzDGGBMv0VxYmSsiV8U8kiTR2oKysQ/GGJNY0SSoz+OS1GERqRORg2HPiTrtHO/iswxljDGJFM0ovlMb+J7ijnXxWX4yxpiE6jBBichZqrpWRM5vb7uqvhm7sBKn9e5fa0EZY0xiRWpBfRE3ddAP29mmwCUxiSjBrAVljDHJIdIj3+8UkTTg66q6KI4xJZQeS1CWoYwxJpEiDpJQ1RDwgzjFkhTsPihjjEkO0Yzi+6eIfFDOkCZFqHWYud0HZYwxCRXNjbpfBHoDzSJyBDezuKpqn5hGliDqh0lYC8oYYxLLhpm3EXJT8dk1KGOMSbBOu/hE5KVo1p0uCntn8fHpQykv7pXoUIwx5owW6T6obKAXUCwiBRx/aGAfoH8cYkuIfnnZfOPqsYkOwxhjzniRuvj+DfgCLhkt53iCqgN+FuO4jDHGnOEi3Qf1EPCQiHxWVX8Sx5iMMcYYpPXG1JM2iFwAbFfVPf7zbcAHga3A/apaHbcoT5GI7MfFGWvFQGUcyumuVIjTYgyGxRgMizEY4TEOUdWSUzk4UoJ6E7hMVatF5GJgDvBZ4FxgjKpe3/WYTw8iskxVJyU6js6kQpwWYzAsxmBYjMHoboyRrkGlh7WSPgw8rKp/Bv4sIiu6WqAxxhgTjUjDzNNFpDWBXQq8HLYtmht8jTHGmC6LlGgeB14RkUrgMPAqgIiMAGrjEFsqeDjRAUQpFeK0GINhMQbDYgxGt2Ls8BoUgIhMBcqAf6rqIb9uFJBzuj4PyhhjTHKImKCMMcaYRIlmNnNjjDEm7ixBdZGIXCEi60SkQkTuTXQ8rURki4isEpEVIrLMrysUkRdEZIN/LYhzTI+IyD4RWR22rt2YxPmxr9e3ReT8BMZ4v4js9HW5QkSuCtt2n49xnYi8L04xDhKReSKyRkTeEZHP+/VJU5cRYkyauhSRbBF5Q0RW+hi/5dcPFZElvh6fEJEsv76H/1zht5cnMMZHRWRzWD2e69cn5PfGl50uIm+JyFz/Obh6VFVbTnEB0oGNwDAgC1gJjE10XD62LUBxm3X/Bdzr398LfD/OMV0MnA+s7iwm4Crg77iptaYCSxIY4/3Al9vZd6z/N+8BDPX/F9LjEGMZcL5/nwus97EkTV1GiDFp6tLXR45/nwks8fXzJHCjX/9L4FP+/aeBX/r3NwJPxKEeO4rxUeD6dvZPyO+NL/uLwB+Buf5zYPVoLaiumQxUqOomVW3E3cR8bYJjiuRaYLZ/Pxu4Lp6Fq+oCoO3MIx3FdC3wmDqLgXwRKUtQjB25FpijqkdVdTNQgfs/EVOqulv94CRVPQisAQaQRHUZIcaOxL0ufX3U+4+ZflHgEuBPfn3bemyt3z8Bl4rE9nk8EWLsSEJ+b0RkIPB+4Nf+sxBgPVqC6poBwPawzzuI/EsYT4p7CvJyEbnTrytV1d3g/oAAfRMW3XEdxZRsdXu37zJ5JKxrNOEx+u6R83DfrJOyLtvECElUl75bagWwD3gB13KrUdXmduI4FqPfXgsUxTtGVW2tx+/6evwfEenRNsZ24o+lHwH/Dvgn6VFEgPVoCapr2sv6yTIccrqqng9cCXxG3DRVqSSZ6vYXwHDc9F67gR/69QmNUURygD8DX1DVuki7trMuLnG2E2NS1aWqtqjqucBAXIttTIQ4kiJGERkP3AecBVwAFAL3JCpGEfkAsE9Vl4evjhDHKcdoCaprdgCDwj4PBHYlKJYTqOou/7oPeBr3y7e3tbnvX/clLsJjOoopaepWVff6PxIh4Fcc73pKWIwikon7w/8HVf2LX51UddlejMlYlz6uGmA+7rpNvhyfPSc8jmMx+u15RN8dHGSMV/guVFXVo8BvSWw9TgeuEZEtuMscl+BaVIHVoyWorlkKjPSjVbJwF/yeTXBMiEhvEcltfZD+AAYAAAXESURBVA9cDqzGxXa73+124JnERHiCjmJ6FrjNj0qaCtS2dl/FW5s+/H/B1SW4GG/0o5KGAiOBN+IQjwC/Adao6oNhm5KmLjuKMZnqUkRKRCTfv+8JXIa7VjYPaJ0Eu209ttbv9cDL6q/0xznGtWFfRAR3bSe8HuP6b62q96nqQFUtx/0NfFlVbyHIeozXSI/TbcGNmlmP67v+WqLj8TENw42IWgm80xoXrp/3JWCDfy2Mc1yP47p1mnDfou7oKCZcN8DPfL2uAiYlMMbf+Rje9r9cZWH7f83HuA64Mk4xzsB1ibwNrPDLVclUlxFiTJq6BM4B3vKxrAa+4dcPwyXHCuApoIdfn+0/V/jtwxIY48u+HlcDv+f4SL+E/N6ExTuT46P4AqtHm0nCGGPM/9/e/YRYVYZxHP/+mlw0Cm6USIoES8koJ7REikqQ/iGEBTlCUERFtQiJrEURopTQ9AcjJCLCVqMp1CIKWzST+GfKCjKRaFWLwtAwycoKeVo877Xj5f6ZuWrebr/P6sx73vecdxZznnnPn+fpSr7FZ2ZmXckByszMupIDlJmZdSUHKDMz60oOUGZm1pUcoKwnSXqqZIHeW7I+LyztKyX1txj3hqS5p+H8o6rLzF3OvaHFmJkq2dQlDaiS8ftMk3SjpN11bedKOvERcKW9llH7oXbjJA1JOiDp8X/j97De0qrku9l/kqRFwFIyq/YfkqaRWecBVpLfj/zWYFxfRNx/mqYxTH68uK3SNgisGuf4AWAB8P5pmk8724ELJc2MiG9L2xIyu3ujDz5XRcRWSee0GbdK0q9nevLWm7yCsl50AXAoMh0MEXEoIn6Q9CgwAxiRNAIg6aikNZI+ARaVlc+Cyr5nlTV5xiSdX9pnlZ/3lLFHG8xhK7C0lsyzJE6dAewoX/sPSdqnrN21vDqwZCdZAywvq7/lkq6RtEtZd2eXpDmlb7+kt8tKcbOyzk5t/jdJ2i3pC0lblPnxGopMQbQFqM5lkAy0TXU6zmw8HKCsF30IXCTpG0kbJN0AEBGvkHnBFkfE4tJ3Mvnf/sKI2FF3nMnAWETMI1cYD5T29cD6iLiaJvnOIuIn8mv5W0pTrf5NAHeQK6R55GpjqHobLbKEyzOl/0BEbAa+Bq6PiKvKvudK90eAwxFxJbAWmA9QVo1PA0sikwd/RtbtaaW26qME1tvInHrtdDrOrCUHKOs5kXV05gMPAgeBzZLubdL9OM0vpn8C75Xtz4GZZXsRuWqALNTWzIkLNyevKq4DhiOTp/4IfExmp25lKrClPKN6Gbi8cqxNABGxj0yNA5n8dC6wU1my4R7g4lYniIg9wJSyOruVDM6H28yr43Fm7fgZlPWkiDhOZoAelfQVeYHe2KDrsdK3kb/in1xgx5n438u7wEvK8tvnRSnkR+OyA+2sBUYiYlm5XTja5lgiawitmOB5NpHB9DImdpuu03FmTXkFZT1H0hxJl1aaBoDvyvYvZCnyUzEG3Fm2B5t1Kiu5UeBNTr5obyefL/VJmk6Wm6/P4F0/z6nA92X73kr7DuAugPL24RWVOV4r6ZKyr1/S7LK9TtKyJtMeBu4mSydMJEN/p+PMmnKAsl40BXhL0n5Je8lbXavLvteBD2ovSXRoJfCYpE/JFzKOtOg7TD5r2lRpe4e8FfclmZ36iYg4UDduBJhbe0kCeB5YJ2kn0FfptwGYXn7PJ8txj0TEQTKQDZd9Y2ShO8ggVn8+ACJiP/mG40cRMe637zodZ9aKs5mbTVD5jur3iAhJg8CKiLj9LM2lD5gUEcckzSLLbcwuL1o0G7MtIm5utn8c59xIllbYOs7+q4GjEfFCp+e0/yc/gzKbuPnAq5IE/Azcdxbn0k++Nj+JfO70cKvgBHAqwak4AqyVNC0iXmvVUdIQWaDwxVb9zBrxCsrMzLqSn0GZmVlXcoAyM7Ou5ABlZmZdyQHKzMy6kgOUmZl1pb8BLGdI8C6V/x4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pvstr0 = pvsys.pvstrs[0]\n",
"pvstr0.plotStr()\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pvmod00 = pvstr0.pvmods[0]\n",
"pvmod00.plotMod()\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pvmod00.plotCell()\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.77166995, 0.87172051, 0.9225205 , 0.78414998, 0.77037365,\n",
" 1.04838928],\n",
" [0.67813726, 0.771099 , 0.73223993, 0.67088487, 0.75009925,\n",
" 0.96424323],\n",
" [0.76915984, 0.90623054, 0.69792843, 0.77749665, 0.81659687,\n",
" 0.84665654],\n",
" [0.72881002, 0.79107464, 0.70838241, 0.69499767, 0.63511396,\n",
" 0.93114313],\n",
" [0.74283592, 0.95690199, 0.90704422, 0.87388051, 0.83577232,\n",
" 0.69343714],\n",
" [0.69417874, 0.82599422, 0.7116567 , 0.81144599, 0.91940626,\n",
" 0.89623649],\n",
" [0.72282561, 0.92125233, 0.70573515, 0.96823082, 0.92357755,\n",
" 0.83030689],\n",
" [0.61221068, 0.73732704, 0.95548824, 0.66267725, 0.8481581 ,\n",
" 0.78685297],\n",
" [0.89743601, 0.65163384, 0.83413739, 0.88243421, 0.85763118,\n",
" 0.74931206],\n",
" [0.79526719, 0.78308683, 0.99891671, 0.76491184, 0.8493715 ,\n",
" 0.69962892],\n",
" [0.77664423, 0.86948735, 0.75838073, 0.84878702, 0.89819292,\n",
" 0.78760774],\n",
" [0.95821481, 0.84821648, 0.87765806, 0.59187136, 0.8377767 ,\n",
" 0.81094878]])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvmod00.Ee.reshape(12, 6)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[299.97166995, 300.07172051, 300.1225205 , 299.98414998,\n",
" 299.97037365, 300.24838928],\n",
" [299.87813726, 299.971099 , 299.93223993, 299.87088487,\n",
" 299.95009925, 300.16424323],\n",
" [299.96915984, 300.10623054, 299.89792843, 299.97749665,\n",
" 300.01659687, 300.04665654],\n",
" [299.92881002, 299.99107464, 299.90838241, 299.89499767,\n",
" 299.83511396, 300.13114313],\n",
" [299.94283592, 300.15690199, 300.10704422, 300.07388051,\n",
" 300.03577232, 299.89343714],\n",
" [299.89417874, 300.02599422, 299.9116567 , 300.01144599,\n",
" 300.11940626, 300.09623649],\n",
" [299.92282561, 300.12125233, 299.90573515, 300.16823082,\n",
" 300.12357755, 300.03030689],\n",
" [299.81221068, 299.93732704, 300.15548824, 299.86267725,\n",
" 300.0481581 , 299.98685297],\n",
" [300.09743601, 299.85163384, 300.03413739, 300.08243421,\n",
" 300.05763118, 299.94931206],\n",
" [299.99526719, 299.98308683, 300.19891671, 299.96491184,\n",
" 300.0493715 , 299.89962892],\n",
" [299.97664423, 300.06948735, 299.95838073, 300.04878702,\n",
" 300.09819292, 299.98760774],\n",
" [300.15821481, 300.04821648, 300.07765806, 299.79187136,\n",
" 300.0377767 , 300.01094878]])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pvmod00.Tcell.reshape(12, 6)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.49 s ± 74.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit pvsys.setSuns(Ee)"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@mikofski
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Note: finding the max power point may be an non-convex optimization problem, therefore to guarantee convergence, find the index of
the max power point by calling numpy.argmax(power). If the spacing of points on the IV curve is too course, then use brentq in a convex trust region around the index of the max power point.

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