{ "cells": [ { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import animation\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib.animation import PillowWriter\n", "from matplotlib import cm\n", "from skimage import color\n", "from skimage import io\n", "import numba\n", "from numba import jit\n", "plt.style.use(['science', 'notebook'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get coordinates of voxels" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "coords = x,y,z = np.loadtxt('../../input/turk2.txt', unpack=True, delimiter=',', dtype=int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')\n", "ax.scatter(x,y,z)\n", "ax.view_init(elev=90)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "img = np.zeros([int(max(z)+1), int(max(y)+1), int(max(x)+1)])\n", "np.put(img, np.ravel_multi_index(np.flip(coords), img.shape), 1)\n", "img = np.pad(img, pad_width=1, mode='constant',\n", " constant_values=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create boolean array" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "turkey_bool = img>0.5" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAASUAAAD6CAYAAADneFE5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAN4ElEQVR4nO3dbYild3nH8e+v65rYaEi2usuYDY1CsBVpNrJEJaXUxGhqxeSNRcGyhcC+sRBBMJsWCr7bV2KhpbCodYtWG3xoliDqshqkIDETjZq4iWttqku2GR8qWqHbTbz6Yu6N4ziTOfN0zjXnfD8w3A/nzNxX7jn7y/9/zf/MpKqQpC5+a9IFSNJShpKkVgwlSa0YSpJaMZQktWIoSWplU6GU5NYkjyf5bpIjW1WUpNmVja5TSrIL+A5wC3AWeBB4R1V9e7XPeX4uqUu5bEPXkzQ9/pdf8H91Pis99rxNfN0bgO9W1fcAknwCuA1YNZQu5TJek5s3cUlJ0+CBOrXqY5uZvl0F/GDJ8dnh3K9JcjjJfJL5C5zfxOUkzYLNhNJKQ6/fmAtW1bGqOlhVB3dzySYuJ2kWbCaUzgJXLzneDzy5uXIkzbrNhNKDwLVJXpbk+cDbgRNbU5akWbXhRndVPZ3kL4HPA7uAD1fVo1tWmaSZtJmfvlFVnwU+u0W1SJIruiX1YihJasVQktSKoSSpFUNJUiuGkqRWDCVJrWxqnZK23ueffHgi133TSw9M5LrSco6UJLViKElqxVCS1Io9pS02qZ7QTrad98xe2c7jSElSK4aSpFYMJUmt2FPaAvaRfl2n+7GeWuw/9eBISVIrhpKkVgwlSa3YU9qATj2TSZnGe7DWf5M9p/FwpCSpFUNJUiuGkqRW7CmNYFr6J/ZENsee03g4UpLUiqEkqRWnbyvYqdO17Zw+7NR7Mk7PdY+c2o3OkZKkVgwlSa2sGUpJPpxkIckjS87tSXIyyZlhe+X2lilpVozSU/oI8HfAPy05dwQ4VVVHkxwZju/a+vLGY6f0S+xL7FzLX2N+L1e35kipqr4M/GTZ6duA48P+ceD2rS1L0qzaaE9pX1WdAxi2e1d7YpLDSeaTzF/g/AYvJ2lWbHuju6qOVdXBqjq4m0u2+3KSdriNrlN6KslcVZ1LMgcsbGVR261zD8lew2ywx7S6jY6UTgCHhv1DwL1bU46kWTfKkoCPA18BXpHkbJI7gKPALUnOALcMx5K0aWtO36rqHas8dPMW1yJJ0/vet859o+eyU+vW5thj+hXfZiKpFUNJUiuGkqRWpqanZC9G02Tp63nW+kuOlCS1YihJasVQktTKju0p2UOSppMjJUmtGEqSWjGUJLViKElqxVCS1IqhJKmVHbMkwCUA0mxwpCSpFUNJUiuGkqRWDCVJrRhKkloxlCS1YihJaqXtOiXXJUmzyZGSpFYMJUmtGEqSWjGUJLViKElqZc1QSnJ1ki8lOZ3k0SR3Duf3JDmZ5MywvXL7y5U07UZZEvA08J6q+lqSFwEPJTkJ/AVwqqqOJjkCHAHu2kwxLgOQtOZIqarOVdXXhv2fA6eBq4DbgOPD044Dt29TjZJmyLp6SkmuAa4HHgD2VdU5WAwuYO+WVydp5owcSkleCHwKeHdV/Wwdn3c4yXyS+Quc30iNkmbISKGUZDeLgfSxqvr0cPqpJHPD43PAwkqfW1XHqupgVR3czSVbUbOkKTbKT98CfAg4XVXvX/LQCeDQsH8IuHfry5M0a0b56duNwJ8D30ry8HDur4CjwD1J7gC+D7xtWyqUNFPWDKWq+jcgqzx889aWI2nWtf3VJZIWLV+/96aXHphIHePi20wktWIoSWrFUJLUiqEkqRVDSVIrhpKkVgwlSa24TknaYaZ93ZIjJUmtGEqSWjGUJLViKElqxVCS1IqhJKkVlwRIO9y0LRFwpCSpFUNJUiuGkqRWJtpT8s90S1rOkZKkVgwlSa0YSpJaMZQktWIoSWrFUJLUiqEkqZWJrlNa/h4d1y1JcqQkqRVDSVIra4ZSkkuTfDXJN5I8muR9w/k9SU4mOTNsr9z+ciVNu1FGSueBm6rqOuAAcGuS1wJHgFNVdS1wajiWpE1ZM5Rq0f8Mh7uHjwJuA44P548Dt29HgZJmy0g9pSS7kjwMLAAnq+oBYF9VnQMYtntX+dzDSeaTzF/g/BaVLWlajRRKVfVMVR0A9gM3JHnVqBeoqmNVdbCqDu7mkg2WKWlWrGudUlX9NMn9wK3AU0nmqupckjkWR1GSxmyn/07u5Ub56dtLklwx7L8AeAPwGHACODQ87RBw7zbVKGmGjDJSmgOOJ9nFYojdU1X3JfkKcE+SO4DvA2/bxjolzYg1Q6mqvglcv8L5HwM3b0dRklY3bdO15VzRLakVQ0lSK4aSpFYMJUmtGEqSWjGUJLViKElqZaK/DlfS2qZ9XdJyjpQktWIoSWrFUJLUSque0tK5s39uSZpNjpQktWIoSWrFUJLUiqEkqRVDSVIrhpKkVgwlSa0YSpJaMZQktWIoSWql1dtMllr+6xp824k0GxwpSWrFUJLUiqEkqRVDSVIrhpKkVgwlSa2MHEpJdiX5epL7huM9SU4mOTNsr9y+MiXNivWsU7oTOA1cPhwfAU5V1dEkR4bju7a4vme5bkmaDSONlJLsB/4U+OCS07cBx4f948DtW1qZpJk06vTtA8B7gV8uObevqs4BDNu9K31iksNJ5pPMX+D8ZmqVNAPWDKUkbwEWquqhjVygqo5V1cGqOribSzbyJSTNkFF6SjcCb03yZuBS4PIkHwWeSjJXVeeSzAEL21mopNmw5kipqu6uqv1VdQ3wduCLVfVO4ARwaHjaIeDebatS0szYzDqlo8AtSc4AtwzHkrQp6/rVJVV1P3D/sP9j4OatL0nSLGv7+5TW4rolaTr5NhNJrRhKklrZsdO35ZzOaZosfz3PEkdKkloxlCS1YihJamVqekrL7dQe07h6CTvlfsyKWe4hLedISVIrhpKkVgwlSa2kqsZ2scuzp16Tyb9dbqf2UybZd9ip96yrWe8hPVCn+Fn9JCs95khJUiuGkqRWDCVJrUztOqXnslPXMK1V56z3KTrzezM6R0qSWjGUJLViKElqZSZ7SsutNd+356T18l5vnCMlSa0YSpJaMZQktWJPaQQ7dV3Tcs9Vtz2Q9fOebQ9HSpJaMZQkteL0TcBvTu2WT02mZQq7Hk7PJsORkqRWDCVJrYw0fUvyBPBz4Bng6ao6mGQP8C/ANcATwJ9V1X9vT5mSZsV6ekqvr6ofLTk+ApyqqqNJjgzHd21pdU3NYn9luefqt+yU+2HPqKfNTN9uA44P+8eB2zddjaSZN2ooFfCFJA8lOTyc21dV5wCG7d6VPjHJ4STzSeYvcH7zFUuaaqNO326sqieT7AVOJnls1AtU1THgGCz+NZMN1ChphowUSlX15LBdSPIZ4AbgqSRzVXUuyRywsI11trae3kTXfstW9lfW+7U2c0/sC02fNadvSS5L8qKL+8AbgUeAE8Ch4WmHgHu3q0hJs2OUkdI+4DNJLj7/n6vqc0keBO5JcgfwfeBt21empFmxZihV1feA61Y4/2Ng8n/uVtJU8b1vY7aVPZBp6cV0qkWT59tMJLViKElqxVCS1Io9pR3MXoymkSMlSa0YSpJaMZQktWIoSWrFUJLUiqEkqRVDSVIrhpKkVgwlSa0YSpJaMZQktWIoSWrFUJLUiqEkqZVUje9PsSX5IfCfwIuBH63x9EmwrvWxrvXrWtu46/rdqnrJSg+MNZSevWgyX1UHx37hNVjX+ljX+nWtrVNdTt8ktWIoSWplUqF0bELXXYt1rY91rV/X2trUNZGekiStxumbpFYMJUmtjDWUktya5PEk301yZJzXXqGWDydZSPLIknN7kpxMcmbYXjmBuq5O8qUkp5M8muTODrUluTTJV5N8Y6jrfR3qWlLfriRfT3Jfl7qSPJHkW0keTjLfqK4rknwyyWPD6+x1Heq6aGyhlGQX8PfAnwCvBN6R5JXjuv4KPgLcuuzcEeBUVV0LnBqOx+1p4D1V9fvAa4F3Dfdp0rWdB26qquuAA8CtSV7boK6L7gROLznuUtfrq+rAkjVAHer6W+BzVfV7wHUs3rcOdS2qqrF8AK8DPr/k+G7g7nFdf5WargEeWXL8ODA37M8Bj0+yvqGOe4FbOtUG/DbwNeA1HeoC9rP4D+km4L4u30vgCeDFy85NtC7gcuA/GH7I1aWupR/jnL5dBfxgyfHZ4Vwn+6rqHMCw3TvJYpJcA1wPPECD2oYp0sPAAnCyqlrUBXwAeC/wyyXnOtRVwBeSPJTkcJO6Xg78EPjHYbr7wSSXNajrWeMMpaxwzvUIq0jyQuBTwLur6meTrgegqp6pqgMsjkxuSPKqCZdEkrcAC1X10KRrWcGNVfVqFlsW70ryR5MuCHge8GrgH6rqeuAXTHKqtoJxhtJZ4Oolx/uBJ8d4/VE8lWQOYNguTKKIJLtZDKSPVdWnO9UGUFU/Be5nsSc36bpuBN6a5AngE8BNST7aoC6q6slhuwB8BrihQV1ngbPDKBfgkyyG1KTretY4Q+lB4NokL0vyfODtwIkxXn8UJ4BDw/4hFvs5Y5UkwIeA01X1/i61JXlJkiuG/RcAbwAem3RdVXV3Ve2vqmtYfE19sareOem6klyW5EUX94E3Ao9Muq6q+i/gB0leMZy6Gfj2pOv6NWNusr0Z+A7w78BfT6qRNtTyceAccIHF/3vcAfwOiw3TM8N2zwTq+kMWp7XfBB4ePt486dqAPwC+PtT1CPA3w/mJ37MlNf4xv2p0T/p+vRz4xvDx6MXX+6TrGmo4AMwP38t/Ba7sUNfFD99mIqkVV3RLasVQktSKoSSpFUNJUiuGkqRWDCVJrRhKklr5f9eXm/GFw3dnAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(turkey_bool[10])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "rawturk_temp = 273.15 + 25\n", "oven_temp = 273.15 + 165" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "init_heat = np.zeros(img.shape) + oven_temp\n", "init_heat[turkey_bool] = rawturk_temp" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "times = 36000\n", "times_snapshot = 3600\n", "f = int(times/times_snapshot)\n", "heat_frames = np.zeros([times_snapshot, *img.shape])\n", "heat_frames[0] = init_heat" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "x = 0.4\n", "dx = x/img.shape[2]\n", "dy = dz = dx\n", "dt = 1\n", "a = 1.32e-7" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0038148" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a * dt / dx**2" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(turkey_bool[-21])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "@numba.jit(\"f8[:,:,:,:](f8[:,:,:,:], b1[:,:,:])\", nopython=True, nogil=True)\n", "def solve_heat(heatmap, is_turkey):\n", " cs = heatmap[0].copy() #current state\n", " lz, ly, lx = cs.shape\n", " cf = 0 # current frame\n", " for t in range(1,times):\n", " ns = cs.copy() # new state\n", " for i in range(1, lx-1):\n", " for j in range(1, ly-1):\n", " for k in range(1,lz-1):\n", " if is_turkey[k][j][i]:\n", " ns[k][j][i] = cs[k][j][i] + a*dt/dx**2 * (cs[k][j+1][i] + cs[k][j-1][i] +\\\n", " cs[k+1][j][i] + cs[k-1][j][i] +\\\n", " cs[k][j][i+1] + cs[k][j][i-1] -\\\n", " 6*cs[k][j][i])\n", " cs = ns.copy()\n", " if t%f==0:\n", " cf = cf + 1\n", " heatmap[cf] = cs\n", " \n", " return heatmap" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "heat_frames = solve_heat(heat_frames, turkey_bool)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "heat_frames -= 273.15" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "t = np.linspace(0, 10, len(heat_frames))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(heat_frames[-1][10])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[165., 165., 165., ..., 165., 165., 165.],\n", " [165., 165., 165., ..., 165., 165., 165.],\n", " [165., 165., 165., ..., 165., 165., 165.],\n", " ...,\n", " [165., 165., 165., ..., 165., 165., 165.],\n", " [165., 165., 165., ..., 165., 165., 165.],\n", " [165., 165., 165., ..., 165., 165., 165.]])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "heat_frames[3599][10]" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Time = 1.86 hours')" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "a = ax.contourf(heat_frames[10*67][10], 100, cmap=my_cmap,\n", " vmin=rawturk_temp-273.15, vmax = oven_temp-273.15)\n", "cbar = fig.colorbar(a)\n", "cbar.set_label('Temp [$^\\circ C$]', fontsize=15)\n", "ax.set_title('Time = {:.2f} hours'.format(100*67/3600), fontsize=20)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "my_cmap = plt.get_cmap('inferno')\n", "def init():\n", " a = ax.contourf(heat_frames[0][10], 100, cmap=my_cmap,\n", " vmin=rawturk_temp-273.15, vmax = oven_temp-273.15)\n", " cbar = fig.colorbar(a)\n", " cbar.set_label('Temp [$^\\circ C$]')\n", "\n", "def animate(i):\n", " ax.clear()\n", " ax.contourf(heat_frames[10*i][10], 100, cmap=my_cmap,\n", " vmin=rawturk_temp-273.15, vmax = oven_temp-273.15)\n", " ax.set_title('Time = {:.2f} hours'.format(100*i/3600), fontsize=20)\n", " return fig,\n", "\n", "fig, ax = plt.subplots(figsize=(8,6))\n", "ani = animation.FuncAnimation(fig, animate, init_func=init,\n", " frames=359, interval=50)\n", "ani.save('cooked.gif',writer='pillow',fps=30)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "avg_temp = np.array([heat_frame[turkey_bool].mean() for heat_frame in heat_frames]) \n", "min_temp = np.array([heat_frame[turkey_bool].min() for heat_frame in heat_frames]) \n", "std_temp = np.array([heat_frame[turkey_bool].std() for heat_frame in heat_frames]) " ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,5))\n", "plt.plot(t, avg_temp, label='average')\n", "plt.plot(t, min_temp, label='minimum')\n", "plt.axhline(80, color='k', ls='--')\n", "plt.xlabel('Time[hours]')\n", "plt.ylabel('Temp [$^\\circ C$]')\n", "plt.grid()\n", "plt.legend()\n", "plt.savefig('for_vid.png', dpi=200)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }