analysis_contrained_ch_opt.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2df47f89-e46a-44ee-81e3-d38251b65dee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "723730c6-9ae2-40b1-b8d8-9d2cac6f10fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfe = pd.read_csv('r490.csv')\n",
    "orig_n = dfe.shape[0]\n",
    "dfe = dfe[dfe['r1_charge_heater'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4fc4dcbf-9cf1-42c1-938c-49395291d3ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min CH: 4972.982873\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_rons = np.linspace(82, 84, 21)\n",
    "min_yields = np.linspace(95, 99, 21)\n",
    "opt_ch = np.zeros((min_rons.shape[0], min_yields.shape[0]))\n",
    "opt_size = np.zeros((min_rons.shape[0], min_yields.shape[0]))\n",
    "for i in range(min_rons.shape[0]):\n",
    "    for j in range(min_yields.shape[0]):\n",
    "        min_ron = min_rons[i]\n",
    "        min_yield = min_yields[j]\n",
    "        ix = (dfe['process_ron'] >= min_ron) & (dfe['process_yield'] >= min_yield)\n",
    "        if np.sum(ix) > 0:\n",
    "            sdf = dfe[ix]\n",
    "            opt_ch[i, j] = np.min(sdf['r1_charge_heater'])\n",
    "            opt_size[i, j] = np.sum(ix)\n",
    "        else:\n",
    "            opt_ch[i,j] = np.nan\n",
    "            \n",
    "min_ch = np.min(dfe['r1_charge_heater'])\n",
    "print(\"Min CH: %f\" % min_ch)\n",
    "\n",
    "f, axes = plt.subplots(1, 2, figsize=(30, 15))\n",
    "\n",
    "ax = axes[0]\n",
    "M = opt_size * 100/ dfe.shape[0]\n",
    "\n",
    "im = ax.imshow(M, origin='lower', vmin=0, cmap='magma', extent=[95, 99, 82, 84], aspect=2)\n",
    "\n",
    "ax.tick_params(axis='x', labelsize=32, rotation=90)\n",
    "ax.tick_params(axis='y', labelsize=32)\n",
    "\n",
    "ax.set_xlabel('Minimum Yield', fontsize=38, fontweight='bold')\n",
    "ax.set_ylabel('Minimum RON', fontsize=38, fontweight='bold')\n",
    "cbar = f.colorbar(im, ax=ax, shrink=0.8, orientation='horizontal')\n",
    "cbar.ax.tick_params(labelsize=32) \n",
    "\n",
    "ax.set_title('% of Space Meeting \\nthe Constraints', fontsize=48, fontweight='bold')\n",
    "\n",
    "n,m = opt_ch.shape\n",
    "M = opt_ch / min_ch\n",
    "\n",
    "ax = axes[1]\n",
    "im = ax.imshow(M, origin='lower', vmin=0, cmap='magma', extent=[95, 99, 82, 84], aspect=2)\n",
    "\n",
    "ax.tick_params(axis='x', labelsize=32, rotation=90)\n",
    "ax.tick_params(axis='y', labelsize=32)\n",
    "\n",
    "ax.set_xlabel('Minimum Yield', fontsize=38, fontweight='bold')\n",
    "ax.set_ylabel('Minimum RON', fontsize=38, fontweight='bold')\n",
    "cbar = f.colorbar(im, ax=ax, shrink=0.8, orientation='horizontal')\n",
    "cbar.ax.tick_params(labelsize=32) \n",
    "ax.set_title('Ratio of Constrained Energy \\nto Unconstrained Energy', fontsize=48, fontweight='bold')\n",
    "\n",
    "#f.tight_layout()\n",
    "f.subplots_adjust(wspace=0)\n",
    "\n",
    "plt.savefig(\"tmp/fig7.tiff\", bbox_inches='tight', transparent=True, pad_inches=0, dpi=300, pil_kwargs={\"compression\": \"tiff_lzw\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "929ef43c-1d42-473d-8e6f-a423bd20eca6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[83.6       , 98.        ,  0.83798883],\n",
       "       [83.5       , 98.        ,  2.51396648],\n",
       "       [83.7       , 97.8       ,  3.56424581],\n",
       "       [83.4       , 98.        ,  3.96648045],\n",
       "       [83.3       , 98.        ,  4.69273743],\n",
       "       [83.2       , 98.        ,  4.91620112],\n",
       "       [83.1       , 98.        ,  5.19553073],\n",
       "       [83.        , 98.        ,  5.47486034],\n",
       "       [82.9       , 98.        ,  5.58659218],\n",
       "       [82.7       , 98.        ,  5.75418994],\n",
       "       [82.6       , 98.        ,  5.75418994],\n",
       "       [82.8       , 98.        ,  5.75418994],\n",
       "       [82.5       , 98.        ,  5.77653631],\n",
       "       [82.4       , 98.        ,  6.03351955],\n",
       "       [82.3       , 98.        ,  6.03351955],\n",
       "       [82.2       , 98.        ,  6.25698324],\n",
       "       [82.        , 98.        ,  6.31284916],\n",
       "       [82.1       , 98.        ,  6.31284916],\n",
       "       [83.6       , 97.8       , 11.48603352],\n",
       "       [83.7       , 97.6       , 17.0726257 ]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M = opt_size * 100/ dfe.shape[0]\n",
    "\n",
    "unrolled = [(min_rons[i], min_yields[j], M[i, j]) for i in range(min_rons.shape[0]) for j in range(min_yields.shape[0])]\n",
    "unrolled = np.array(unrolled)\n",
    "unrolled = unrolled[unrolled[:, 2] > 0, :]\n",
    "\n",
    "ix = np.argsort(unrolled[:,2])\n",
    "unrolled[ix[:20],:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f2f7a52-31bb-49b9-9937-4d6980c470c6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}