{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Meshgrid - Simulated Annealing" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import random as random\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example : Simulated annealing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$V(x) = V_{o}\\left \\lbrace nA + \\sum_{i=1}^{n}[x_{i}^{2} - A \\cos(6\\pi x_{i})]\\right \\rbrace$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$n =2, A = 0.1, V_o = 1.0$\n", "\n", "$Z = 0.2 + x^2 + y^2 -0.1 \\cos(6 \\pi x) - 0.1\\cos(6 \\pi y)$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Design variables at mesh points\n", "ns = 100\n", "xs = np.arange(-1.0, 1.0, 1/ns)\n", "ys = np.arange(-1.0, 1.0, 1/ns)\n", "\n", "XG,YG = np.meshgrid(xs, ys) \n", "\n", "\n", "ZG = 0.2 + xs**2 + ys**2\\\n", " - 0.5*np.cos(6.0*np.pi*XG)\\\n", " - 0.5*np.cos(6.0*np.pi*YG)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Heat Map" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = [10,8])\n", "sns.heatmap(ZG, annot =False,cmap =\"YlGnBu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Contour plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'x2')" ] }, "execution_count": 18, "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.figure(figsize =[10,8])\n", "\n", "# Create a contour plot\n", "CS = plt.contour(XG, YG, ZG)\n", "plt.clabel(CS, inline=1, fontsize=10)\n", "\n", "\n", "plt.title('Non-Convex Function')\n", "plt.xlabel('x1')\n", "plt.ylabel('x2')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. 3D plot" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = [10,8])\n", "ax = fig.gca(projection='3d')\n", "\n", "# Plot the surface.\n", "surf = ax.plot_surface(XG, YG, ZG,\\\n", " cmap=cm.coolwarm,\\\n", " linewidth=0,\\\n", " antialiased=False)\n", "\n", "# Add a color bar which maps values to colors.\n", "fig.colorbar(surf, shrink=0.5, aspect=5)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulate the Annealing Process" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def potential(x1,x2):\n", " obj = (2*10.0) + x1**2 + x2**2 - (10.0)*(np.cos(2.0*np.pi*x1) - np.cos(2.0*np.pi*x2))\n", " return obj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Setting up the parameters" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "# Start location\n", "x_start = [0.5, -0.5]\n", "\n", "#Number of particles\n", "N = 2000\n", "# Number of cycles\n", "n = 2000\n", "# Number of trials per cycle\n", "m = 1000\n", "# Number of accepted solutions\n", "na = 0.0\n", "# Probability of accepting worse solution at the start\n", "p1 = 0.7\n", "# Probability of accepting worse solution at the end\n", "p50 = 0.001\n", "\n", "\n", "# Initial temperature\n", "t1 = -1.0/np.log(p1)\n", "# Final temperature\n", "t50 = -1.0/np.log(p50)\n", "# Fractional reduction every cycle\n", "frac = (t50/t1)**(1.0/(n-1.0))\n", "\n", "# Initialize x, particle coordinates\n", "x = np.zeros((n+1,2))\n", "x[0] = x_start\n", "\n", "# dynamic xi\n", "xi = np.zeros(2)\n", "xi = x_start\n", "na = na + 1.0\n", "\n", "# Current best results so far\n", "xc = np.zeros(2)\n", "xc = x[0]\n", "fc = potential(xi[0],xi[1])\n", "fs = np.zeros(n+1)\n", "fs[0] = fc\n", "\n", "# Current temperature\n", "t = t1\n", "# DeltaE Average\n", "DeltaE_avg = 0.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Performing Simulation" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "X0 = []\n", "Y0 = []" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "for i in range(n):# number of cycle\n", " \n", " #print('Cycle: ' + str(i) + ' with Temperature: ' + str(t))\n", " \n", " for j in range(m):# number of trial\n", " \n", " \n", " # Generate new trial points\n", " xi[0] = xc[0] + random.random() - 0.5\n", " xi[1] = xc[1] + random.random() - 0.5\n", " \n", " # collect initial configuration\n", " if j == 0:\n", " X0.append(xi[0])\n", " Y0.append(xi[1])\n", " \n", " # Clip to upper and lower bounds\n", " xi[0] = max(min(xi[0],1.0),-1.0)\n", " xi[1] = max(min(xi[1],1.0),-1.0)\n", " \n", " DeltaE = abs(potential(xi[0],xi[1])-fc)\n", " \n", " #Metropolice step\n", " if (potential(xi[0],xi[1])>fc):\n", " # Initialize DeltaE_avg if a worse solution was found\n", " # on the first iteration\n", " if (i==0 and j==0): DeltaE_avg = DeltaE\n", " # objective function is worse\n", " # generate probability of acceptance\n", " p = np.exp(-DeltaE/(DeltaE_avg * t))\n", " # determine whether to accept worse point\n", " if (random.random()" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 8))\n", "plt.scatter(X0,Y0)\n", "#plt.savefig('inital-config.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best solution: [0.99151835 0.55916777]\n", "Best objective: 1.9928084246547968\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 8))\n", "plt.scatter(x[:,0],x[:,1])\n", "#plt.savefig('final-config.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 4))\n", "plt.plot(fs,'r.-')\n", "plt.legend(['Objective'])\n", "#plt.savefig('iterations.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 4))\n", "plt.plot(x[:,0],'b.-')\n", "plt.plot(x[:,1],'g--')\n", "plt.legend(['x1','x2'])\n", "#plt.savefig('iterations.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://www.youtube.com/watch?v=wvJAgrUBF4w" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "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": "3.7.3" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 2 }