{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "53da5478-1849-482b-acca-c2ffb99967da",
   "metadata": {},
   "source": [
    "# Immersion cooling (data analysis and visulaization)¶\n",
    "\n",
    "This tutorial demonstrates how the base plate temperature varies with power for the immersion cooling dataset. For this tutorial you will need to download and unzip data and keep in the same working directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ebc9c4a5-7533-4312-ae82-f0f148c5d147",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Roots for No Fan polynomial: [64.06041765 36.42541231]\n",
      "Roots for 50% Fan polynomial: [277.89130941  79.36510084]\n",
      "Roots for 100% Fan polynomial: [146.48742859 111.88294178]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import glob\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Set the working directory\n",
    "data_dir = \"/home/jyoti/datahub_5_datasets/Immersion_cooling/Base_plate_temperature_from_IR_water_flat\"\n",
    "os.chdir(data_dir)\n",
    "\n",
    "# Automatically read CSV files into a dictionary\n",
    "csv_files = glob.glob(\"*.csv\")\n",
    "data_dict = {}\n",
    "\n",
    "for file in csv_files:\n",
    "    key = file.replace(\".csv\", \"\")\n",
    "    data_dict[key] = pd.read_csv(file)\n",
    "\n",
    "# Arrays for power values and temperature readings\n",
    "Power1 = np.array([10, 20, 30, 35])  # No fan\n",
    "Power2 = np.array([10, 20, 30, 40, 50, 60, 70, 80, 83.5])  # 50% fan\n",
    "y = np.array([10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110])  # 100% fan\n",
    "\n",
    "# Corresponding temperatures (manually inserted or from processed means)\n",
    "Temperature_No_fan = np.array([48.8527, 86.1963, 106.325, 119.5470])\n",
    "Temperature_fan_50 = np.array([45.4684, 62.9199, 73.4477, 82.3004, 93.6788, 103.727, 111.01, 120.716, 124.159])\n",
    "Temperature_fan_100 = np.array([43.1912, 59.8945, 67.5367, 76.5355, 92.1874, 94.0457, 102.43, 107.669, 111.3, 116.671, 120.081])\n",
    "\n",
    "# Polynomial fits\n",
    "Temperature_No_fan_data_poly2_fit = -0.0494 * Power1**2 + 4.964 * Power1 + 4.7287\n",
    "Temperature_fan_50_data_poly2_fit = -0.0039 * Power2**2 + 1.3933 * Power2 + 33.986\n",
    "Temperature_fan_100_data_poly2_fit = -0.0054 * y**2 + 1.3952 * y + 31.497\n",
    "\n",
    "# Plotting temperatures\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(Power1, Temperature_No_fan, 'ko', label='No Fan', markersize=5, markerfacecolor='black')\n",
    "plt.plot(Power2, Temperature_fan_50, 'bs', label='50% Fan', markersize=5, markerfacecolor='blue')\n",
    "plt.plot(y, Temperature_fan_100, 'r^', label='100% Fan', markersize=5, markerfacecolor='red')\n",
    "\n",
    "plt.plot(Power1, Temperature_No_fan_data_poly2_fit, 'k--', linewidth=1.5)\n",
    "plt.plot(Power2, Temperature_fan_50_data_poly2_fit, 'b--', linewidth=1.5)\n",
    "plt.plot(y, Temperature_fan_100_data_poly2_fit, 'r--', linewidth=1.5)\n",
    "\n",
    "plt.axhline(100, linestyle='--', color='gray', linewidth=1.5)\n",
    "plt.text(min(Power2), 102, 'Sat. point', fontsize=14, color='gray')\n",
    "plt.axhline(120, linestyle='--', color='gray', linewidth=1.5)\n",
    "plt.text(min(Power2), 122, 'Op. limit', fontsize=14, color='gray')\n",
    "\n",
    "plt.xlabel(r'Power load, $\\mathit{P}_{\\mathrm{load}}$ (W)', fontsize=16)\n",
    "plt.ylabel(r'Base plate temperature, $\\mathit{T}_{\\mathrm{bp}}$ ($^\\circ$C)', fontsize=16)\n",
    "plt.legend(loc='lower right')\n",
    "plt.ylim([40, 130])\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "#plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Polynomial roots for operation limit (T=120 °C)\n",
    "p0 = [-0.0494, 4.964, 4.7287 - 120]\n",
    "p50 = [-0.0039, 1.3933, 33.986 - 120]\n",
    "p100 = [-0.0054, 1.3952, 31.497 - 120]\n",
    "\n",
    "r0 = np.roots(p0)\n",
    "r50 = np.roots(p50)\n",
    "r100 = np.roots(p100)\n",
    "\n",
    "print(\"Roots for No Fan polynomial:\", r0)\n",
    "print(\"Roots for 50% Fan polynomial:\", r50)\n",
    "print(\"Roots for 100% Fan polynomial:\", r100)\n",
    "\n",
    "# Stepwise fan-power vs power load chart\n",
    "power_load = [0, r0.max(), r0.max() + 1e-5, r50.max(), r50.max() + 1e-5, r100.max()]\n",
    "fan_power = [0, 0, 50, 50, 100, 100]\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.plot(power_load, fan_power, 'k-', linewidth=1.5)\n",
    "plt.xlabel(r'Power load, $\\mathit{P}_{\\mathrm{load}}$ (W)', fontsize=20)\n",
    "plt.ylabel('Fan power (%)', fontsize=20)\n",
    "plt.ylim([0, 110])\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "#plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "82a97c40-fce8-4f07-b116-dc984e7912f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Base_plate_temperature_from_IR_water_microchannels\n",
    "\n",
    "import os\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pylab import *\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "# Set working directory\n",
    "os.chdir(\"/home/jyoti/datahub_5_datasets/Immersion_cooling/Base_plate_temperature_from_IR_water_microchannels\")\n",
    "\n",
    "# Optional: set font size globally\n",
    "plt.rcParams.update({'font.size': 14})\n",
    "\n",
    "def plot_temperature_on_ax(ax, filename, label):\n",
    "    df = pd.read_csv(filename, header=None)\n",
    "    x = pd.to_numeric(df.iloc[:, 2], errors='coerce')\n",
    "    y = pd.to_numeric(df.iloc[:, 3], errors='coerce')\n",
    "    valid = ~(x.isna() | y.isna())\n",
    "    x = x[valid]\n",
    "    y = y[valid]\n",
    "    ax.plot(x, y, '-', linewidth=1.5, label=label)  # Line only, no markers\n",
    "\n",
    "# List of (filename, label)\n",
    "datasets = [\n",
    "    (\"MaxT_10W_MC_F100.csv\", \"10 W\"),\n",
    "    (\"MaxT_20W_MC_F100.csv\", \"20 W\"),\n",
    "    (\"MaxT_30W_MC_F100.csv\", \"30 W\"),\n",
    "    (\"MaxT_40W_MC_F100.csv\", \"40 W\"),\n",
    "    (\"MaxT_50W_MC_F100.csv\", \"50 W\"),\n",
    "    (\"MaxT_60W_MC_F100.csv\", \"60 W\"),\n",
    "    (\"MaxT_70W_MC_F100.csv\", \"70 W\"),\n",
    "    (\"MaxT_80W_MC_F100.csv\", \"80 W\"),\n",
    "    (\"MaxT_90W_MC_F100.csv\", \"90 W\"),\n",
    "    (\"MaxT_100W_2_MC_F100.csv\", \"100 W\"),\n",
    "    (\"MaxT_110W_MC_F100.csv\", \"110 W\"),\n",
    "    (\"MaxT_120W_MC_F100.csv\", \"120 W\"),\n",
    "    (\"MaxT_123W_MC_F100_cooling_curve.csv\", \"123 W Cooling\")\n",
    "]\n",
    "\n",
    "# Create a single figure\n",
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "\n",
    "# Plot each dataset\n",
    "for filename, label in datasets:\n",
    "    plot_temperature_on_ax(ax, filename, label)\n",
    "\n",
    "# Labeling and formatting\n",
    "ax.set_xlabel('Time, $\\\\it{t}\\\\rm$ (s)', fontsize=16, fontname='DejaVu Sans')\n",
    "ax.set_ylabel('Temperature, $\\\\it{T}\\\\rm$ ($^\\circ$C)', fontsize=16, fontname='DejaVu Sans')\n",
    "ax.tick_params(axis='both', labelsize=14)\n",
    "ax.set_title('Temperature vs Time for Various Power Inputs', fontsize=18, fontname='DejaVu Sans')\n",
    "\n",
    "# Set consistent tick marks\n",
    "ax.xaxis.set_major_locator(plt.MaxNLocator(4))\n",
    "ax.yaxis.set_major_locator(plt.MaxNLocator(4))\n",
    "\n",
    "# Legend and grid\n",
    "ax.legend(fontsize=12)\n",
    "ax.grid(False)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data\n",
    "Power1 = np.array([10, 20, 30, 35])\n",
    "Power2 = np.array([10, 20, 30, 40, 50, 60, 70, 80, 83.5])\n",
    "y = np.array([10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110])\n",
    "z = np.array([2.976*3.7, 3.531*5.7, 4.030*7.5, 4.529*9, 4.972*10.1, 5.415*11.3, 5.803*12.1, 6.191*13.0, 6.524*13.9, 6.856*14.6, 7.189*15.5, 7.466*16.1, 123])\n",
    "\n",
    "Temperature_No_fan = np.array([48.8527, 86.1963, 106.325, 119.5470])\n",
    "Temperature_fan_50 = np.array([45.4684, 62.9199, 73.4477, 82.3004, 93.6788, 103.727, 111.01, 120.716, 124.159])\n",
    "Temperature_fan_100 = np.array([43.1912, 59.8945, 67.5367, 76.5355, 92.1874, 94.0457, 102.43, 107.669, 111.3, 116.671, 120.081])\n",
    "Temperature_fan_100_MC = np.array([41.9386, 52.5233, 62.0244, 70.8367, 77.8338, 85.2231, 89.2382, 95.2997, 101.458, 109.082, 114.822, 119.672, 120.306])\n",
    "\n",
    "# Polynomial fits (coefficients copied from MATLAB code)\n",
    "def poly_no_fan(x):\n",
    "    return -0.0494 * x**2 + 4.964 * x + 4.7287\n",
    "\n",
    "def poly_fan_50(x):\n",
    "    return -0.0039 * x**2 + 1.3933 * x + 33.986\n",
    "\n",
    "def poly_fan_100(x):\n",
    "    return -0.0054 * x**2 + 1.3952 * x + 31.497\n",
    "\n",
    "def poly_fan_100_MC(x):\n",
    "    return -0.002 * x**2 + 0.9481 * x + 33.919\n",
    "\n",
    "# Data fit ranges for smooth curves\n",
    "Power1_fit = np.linspace(10, 35, 100)\n",
    "Power2_fit = np.linspace(10, 83.5, 100)\n",
    "y_fit = np.linspace(10, 110, 100)\n",
    "z_fit = np.linspace(z.min(), z.max(), 100)\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "\n",
    "# Plot data points\n",
    "plt.plot(Power1, Temperature_No_fan, 'ko', markersize=5, markeredgecolor='black', markerfacecolor='black', linewidth=1.5, label='No Fan')\n",
    "plt.plot(Power2, Temperature_fan_50, 'bs', markersize=5, markeredgecolor='blue', markerfacecolor='blue', linewidth=1.5, label='50% Fan')\n",
    "plt.plot(y, Temperature_fan_100, 'r^', markersize=5, markeredgecolor='red', markerfacecolor='red', linewidth=1.5, label='100% Fan')\n",
    "plt.plot(z, Temperature_fan_100_MC, 'g<', markersize=5, markeredgecolor='green', markerfacecolor='green', linewidth=1.5, label='100% Fan MC')\n",
    "\n",
    "# Plot polynomial fits\n",
    "plt.plot(Power1_fit, poly_no_fan(Power1_fit), 'k--', label='No Fan Fit')\n",
    "plt.plot(Power2_fit, poly_fan_50(Power2_fit), 'b--', label='50% Fan Fit')\n",
    "plt.plot(y_fit, poly_fan_100(y_fit), 'r--', label='100% Fan Fit')\n",
    "plt.plot(z_fit, poly_fan_100_MC(z_fit), 'g--', label='100% Fan MC Fit')\n",
    "\n",
    "plt.xlabel('Power, (W)', fontsize=16, fontname='DejaVu Sans')\n",
    "plt.ylabel('Temperature, $\\\\it{T}\\\\rm$ ($^\\\\circ$C)', fontsize=16, fontname='DejaVu Sans')\n",
    "\n",
    "plt.legend(fontsize=12)\n",
    "plt.xticks(fontsize=14, fontname='DejaVu Sans')\n",
    "plt.yticks(fontsize=14, fontname='DejaVu Sans')\n",
    "\n",
    "plt.grid(False)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79e3bd32-e026-4b38-bd40-79b125b450d3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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