{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This information helps with debugging and getting support :)\n",
    "import sys, platform\n",
    "import pandas as pd\n",
    "import bifacial_radiance as br\n",
    "print(\"Working on a \", platform.system(), platform.release())\n",
    "print(\"Python version \", sys.version)\n",
    "print(\"Pandas version \", pd.__version__)\n",
    "print(\"bifacial_radiance version \", br.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 13 - Modeling Modules with Glass\n",
    "\n",
    "\n",
    "This journal shows how to add glass to the modules. It also shows how to sample irradiance on the surface of the glass, as well as on the surface of the module. Surface of the module is slightlyt less irradiance due to fresnel losses (a.k.a. Angle of Incidence losses (AOI))\n",
    "\n",
    "Some examples of the module with glass we'll create:\n",
    "\n",
    "![Bottom Reflection](../images_wiki/Journal13Pics/Glass_bottom_reflection.PNG)\n",
    "![Side closeup](../images_wiki/Journal13Pics/Glass_side_closeup.PNG)\n",
    "![Tiled view](../images_wiki/Journal13Pics/Glass_tilted_reflection.PNG)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your simulation will be stored in C:\\Users\\mprillim\\sam_dev\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_13\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from bifacial_radiance import *\n",
    "from pathlib import Path\n",
    "\n",
    "testfolder = str(Path().resolve().parent.parent / 'bifacial_radiance' / 'TEMP' / 'Tutorial_13')\n",
    "if not os.path.exists(testfolder):\n",
    "    os.makedirs(testfolder)\n",
    "\n",
    "print (\"Your simulation will be stored in %s\" % testfolder)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "path = C:\\Users\\mprillim\\sam_dev\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_13\n",
      "Loading albedo, 1 value(s), 0.300 avg\n",
      "1 nonzero albedo values.\n",
      "Getting weather file: USA_VA_Richmond.724010_TMY2.epw\n",
      " ... OK!\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2021\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'skies\\\\sky2_37.5_-77.33_2021-01-01_1600.rad'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demo = RadianceObj('tutorial_13',str(testfolder))  \n",
    "demo.setGround(0.30)  # This prints available materials.\n",
    "epwfile = demo.getEPW(lat = 37.5, lon = -77.6)  # This location corresponds to Richmond, VA.\n",
    "metdata = demo.readWeatherFile(epwfile) \n",
    "demo.gendaylit(8)  # January 1 4pm (timepoint # 8)\\\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling example with glass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Module Name: test-module\n",
      "\n",
      "Warning: module glass increases analysis variability. Recommend setting `accuracy='high'` in AnalysisObj.analysis().\n",
      "\n",
      "Module test-module updated in module.json\n",
      "Pre-existing .rad file objects\\test-module.rad will be overwritten\n",
      "\n",
      "\n",
      "Warning: module glass increases analysis variability. Recommend setting `accuracy='high'` in AnalysisObj.analysis().\n",
      "\n",
      "Module was shifted by 0.078 in X to avoid sensors on air\n",
      "This is a Cell-Level detailed module with Packaging Factor of 0.81 %\n",
      "Module test-module updated in module.json\n",
      "Pre-existing .rad file objects\\test-module.rad will be overwritten\n",
      "\n",
      "Created tutorial_13.oct\n"
     ]
    }
   ],
   "source": [
    "module_type = 'test-module' \n",
    "\n",
    "numcellsx = 6\n",
    "numcellsy = 12\n",
    "xcell = 0.156\n",
    "ycell = 0.156\n",
    "xcellgap = 0.02\n",
    "ycellgap = 0.02\n",
    "\n",
    "visible = True\n",
    "diameter = 0.15\n",
    "tubetype = 'round'\n",
    "material = 'Metal_Grey'\n",
    "xgap = 0.1\n",
    "ygap = 0\n",
    "zgap = 0.05\n",
    "numpanels = 1\n",
    "axisofrotationTorqueTube = False\n",
    "glass = True\n",
    "\n",
    "cellLevelModuleParams = {'numcellsx': numcellsx, 'numcellsy':numcellsy, \n",
    "                         'xcell': xcell, 'ycell': ycell, 'xcellgap': xcellgap, 'ycellgap': ycellgap}\n",
    "\n",
    "mymodule = demo.makeModule(name=module_type, x=1, y=1, xgap=xgap, ygap=ygap, \n",
    "                           zgap=zgap, numpanels=numpanels, glass=glass, z=0.0002)\n",
    "mymodule.addTorquetube(material=material, tubetype=tubetype, diameter=diameter,\n",
    "                      axisofrotation=axisofrotationTorqueTube, recompile=False)\n",
    "mymodule.addCellModule(**cellLevelModuleParams)\n",
    "\n",
    "sceneDict = {'tilt':0,'pitch':5.5,'hub_height':1.0,'azimuth':90, 'nMods': 20, 'nRows': 1, 'originx':0, 'originy':0} \n",
    "scene = demo.makeScene(module_type, sceneDict)\n",
    "octfile = demo.makeOct(demo.getfilelist())  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Rendering:\n",
    "\n",
    "The images at the beginning of the journal can be made pretty with advanced rendering. This is the workflow:\n",
    "\n",
    "    rvu -> rpict -> pcond -> pfilt -> ra_tiff -> convert\n",
    "\n",
    "In detail:\n",
    "\n",
    "***1. Use rvu to view the oct file***\n",
    "\n",
    "    rvu 1axis_07_01_08.oct \n",
    "\n",
    "Use aim and origin to move around, zoom in/out, etc. Save a view file with view render.\n",
    "\n",
    "***2. Run rpict to render the image to hdr***\n",
    "\n",
    "This is the time consuming step. It takes between 1 and 3 hours depending on how complex the geometry is.\n",
    "\n",
    "    rpict -x 4800 -y 4800 -i -ps 1 -dp 530 -ar 964 -ds 0.016 -dj 1 -dt 0.03 -dc 0.9 -dr 5 -st 0.12 -ab 5 -aa 0.11 -ad 5800 -as 5800 -av 25 25 25 -lr 14 -lw 0.0002 -vf render.vf bifacial_example.oct > render.hdr\n",
    "\n",
    "\n",
    "***3. Run pcond to mimic human visual response***\n",
    "\n",
    "    pcond -h render.hdr > render.pcond.hdr\n",
    "\n",
    "\n",
    "***4. Resize and adjust exposure with pfilt***\n",
    "\n",
    "    pfilt -e +0.2 -x /4 -y /4 render.pcond.hdr > render.pcond.pfilt.hdr\n",
    "\n",
    "\n",
    "***5. Convert hdr to tif***\n",
    "\n",
    "    ra_tiff render.pcond.pfilt.hdr render.tif\n",
    "\n",
    "\n",
    "***6. Convert tif to png with imagemagick convert utility***\n",
    "\n",
    "    convert render.tif render.png\n",
    "\n",
    "\n",
    "***7. Annotate the image with convert***\n",
    "\n",
    "    convert render.png -fill black -gravity South -annotate +0+5 'Created with NREL bifacial_radiance https://github.com/NatLabRockies/bifacial_radiance' render_annotated.png\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysis = AnalysisObj(octfile, demo.basename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scanning Outside of the module, the surface of the glass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linescan in process: tutorial_13_Row1_Module10_Front\n",
      "Linescan in process: tutorial_13_Row1_Module10_Back\n",
      "Saved: results\\irr_tutorial_13_Row1_Module10.csv\n"
     ]
    },
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       "\n",
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   ],
   "source": [
    "frontscan, backscan = analysis.moduleAnalysis(scene)\n",
    "results = analysis.analysis(octfile, demo.basename, frontscan, backscan)  \n",
    "load.read1Result('results\\irr_tutorial_13_Row1_Module10.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scanning Inside of the module, the surface of the cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linescan in process: tutorial_13_Row1_Module10_Front\n",
      "Linescan in process: tutorial_13_Row1_Module10_Back\n",
      "Saved: results\\irr_tutorial_13_Row1_Module10.csv\n"
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.418</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a2.3.0.cellPVmodule.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>86.159</td>\n",
       "      <td>11.481</td>\n",
       "      <td>0.133</td>\n",
       "      <td>0.418</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.209</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a2.4.0.cellPVmodule.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>86.160</td>\n",
       "      <td>10.462</td>\n",
       "      <td>0.121</td>\n",
       "      <td>0.209</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a0.test-module_Glass.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>85.921</td>\n",
       "      <td>28.141</td>\n",
       "      <td>0.328</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.209</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a2.7.0.cellPVmodule.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>86.162</td>\n",
       "      <td>10.956</td>\n",
       "      <td>0.127</td>\n",
       "      <td>-0.209</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.419</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a2.8.0.cellPVmodule.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>86.163</td>\n",
       "      <td>11.831</td>\n",
       "      <td>0.137</td>\n",
       "      <td>-0.419</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a2.9.0.cellPVmodule.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>86.164</td>\n",
       "      <td>12.698</td>\n",
       "      <td>0.147</td>\n",
       "      <td>-0.628</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.837</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.051</td>\n",
       "      <td>0.95</td>\n",
       "      <td>a9.0.a2.10.0.cellPVmodule.6457</td>\n",
       "      <td>a9.0.a0.test-module_Glass.2310</td>\n",
       "      <td>86.165</td>\n",
       "      <td>13.377</td>\n",
       "      <td>0.155</td>\n",
       "      <td>-0.837</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       x    y      z  rearZ                         mattype  \\\n",
       "0  0.837  0.0  1.051   0.95   a9.0.a2.1.0.cellPVmodule.6457   \n",
       "1  0.628  0.0  1.051   0.95   a9.0.a2.2.0.cellPVmodule.6457   \n",
       "2  0.418  0.0  1.051   0.95   a9.0.a2.3.0.cellPVmodule.6457   \n",
       "3  0.209  0.0  1.051   0.95   a9.0.a2.4.0.cellPVmodule.6457   \n",
       "4  0.000  0.0  1.051   0.95  a9.0.a0.test-module_Glass.6457   \n",
       "5 -0.209  0.0  1.051   0.95   a9.0.a2.7.0.cellPVmodule.6457   \n",
       "6 -0.419  0.0  1.051   0.95   a9.0.a2.8.0.cellPVmodule.6457   \n",
       "7 -0.628  0.0  1.051   0.95   a9.0.a2.9.0.cellPVmodule.6457   \n",
       "8 -0.837  0.0  1.051   0.95  a9.0.a2.10.0.cellPVmodule.6457   \n",
       "\n",
       "                          rearMat  Wm2Front  Wm2Back  Back/FrontRatio  rearX  \\\n",
       "0  a9.0.a0.test-module_Glass.2310    86.157   12.887            0.150  0.837   \n",
       "1  a9.0.a0.test-module_Glass.2310    86.158   12.266            0.142  0.628   \n",
       "2  a9.0.a0.test-module_Glass.2310    86.159   11.481            0.133  0.418   \n",
       "3  a9.0.a0.test-module_Glass.2310    86.160   10.462            0.121  0.209   \n",
       "4  a9.0.a0.test-module_Glass.2310    85.921   28.141            0.328  0.000   \n",
       "5  a9.0.a0.test-module_Glass.2310    86.162   10.956            0.127 -0.209   \n",
       "6  a9.0.a0.test-module_Glass.2310    86.163   11.831            0.137 -0.419   \n",
       "7  a9.0.a0.test-module_Glass.2310    86.164   12.698            0.147 -0.628   \n",
       "8  a9.0.a0.test-module_Glass.2310    86.165   13.377            0.155 -0.837   \n",
       "\n",
       "   rearY  \n",
       "0    0.0  \n",
       "1    0.0  \n",
       "2    0.0  \n",
       "3    0.0  \n",
       "4    0.0  \n",
       "5    0.0  \n",
       "6    0.0  \n",
       "7    0.0  \n",
       "8    0.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frontscan, backscan = analysis.moduleAnalysis(scene, frontsurfaceoffset=0.05, backsurfaceoffset = 0.05)\n",
    "results = analysis.analysis(octfile, demo.basename, frontscan, backscan)  \n",
    "load.read1Result('results\\irr_tutorial_13_Row1_Module10.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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