Created
February 27, 2019 12:42
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Метод Пауэлла
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Метод Пауэлла\n", | |
| "Решаемая задача - поиск локального минимума функции $f(x): \\mathbb{R}^n \\rightarrow \\mathbb{R}$\n", | |
| "\n", | |
| "Рассмотрим следующую функцию: $f(x,y) = x^2 + (y-1)^2$. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from matplotlib import pyplot as plt\n", | |
| "import numpy as np\n", | |
| "%matplotlib inline\n", | |
| "plt.style.use('dark_background')\n", | |
| "\n", | |
| "f = lambda x, y : np.power(x, 2) + (y-1)**2\n", | |
| "\n", | |
| "def plot_func(X, Y, Z):\n", | |
| " plt.figure(facecolor='0.1', figsize=(10, 10))\n", | |
| " plt.grid(True, alpha=0.25)\n", | |
| " plt.contour(X, Y, Z, levels=levels)\n", | |
| "\n", | |
| "X = np.arange(-3, 3, 0.01)\n", | |
| "Y = np.arange(-2, 4, 0.01)\n", | |
| "levels = np.arange(0.1, 8, 1)\n", | |
| "X, Y = np.meshgrid(X, Y)\n", | |
| "Z = f(X, Y)\n", | |
| "\n", | |
| "plot_func(X, Y, Z)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Метод Пауэлла\n", | |
| "## Выбор начальных точек и направления\n", | |
| "$x_1 = (2, 2)$ \n", | |
| "$x_2 = (2, 3)$ \n", | |
| "$\\Delta x = (1, 0)$" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "x_1 = np.array((2, 2))\n", | |
| "x_2 = np.array((2, 3))\n", | |
| "dx = np.array((1, 0))\n", | |
| "\n", | |
| "plot_func(X, Y, Z)\n", | |
| "plt.scatter(*x_1)\n", | |
| "plt.scatter(*x_2)\n", | |
| "vec = np.array([x_1, x_1 + dx])\n", | |
| "plt.plot(vec[:, 0], vec[:, 1], linewidth=2, color='r')\n", | |
| "pass" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "line1 = np.array([x_1 + a * dx for a in np.linspace(-5, 1, 1000)])\n", | |
| "line2 = np.array([x_2 + a * dx for a in np.linspace(-5, 1, 1000)])\n", | |
| "plot_func(X, Y, Z)\n", | |
| "plt.plot(line1[:, 0], line1[:, 1])\n", | |
| "plt.plot(line2[:, 0], line2[:, 1])\n", | |
| "pass" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def get_min_on_line(f, line):\n", | |
| " func_vals = np.array([f(*x) for x in line])\n", | |
| " min_ = np.argmin(func_vals)\n", | |
| " min_point = line[min_]\n", | |
| " return min_point\n", | |
| "\n", | |
| "p1 = get_min_on_line(f, line1)\n", | |
| "p2 = get_min_on_line(f, line2)\n", | |
| "new_vec = p2 - p1\n", | |
| "line3 = np.array([p1 + new_vec * c for c in np.linspace(-4, 2, 1000)])\n", | |
| "p_min = get_min_on_line(f, line3)\n", | |
| "\n", | |
| "plot_func(X, Y, Z)\n", | |
| "plt.plot(line1[:, 0], line1[:, 1], linewidth=2, color='r', zorder=1)\n", | |
| "plt.plot(line2[:, 0], line2[:, 1], linewidth=2, color='r', zorder=1)\n", | |
| "plt.plot(line3[:, 0], line3[:, 1], linewidth=3, color='y', zorder=1)\n", | |
| "plt.scatter(*x_1, zorder=2)\n", | |
| "plt.scatter(*x_2, zorder=2)\n", | |
| "plt.scatter(*p1, color='r', zorder=2)\n", | |
| "plt.scatter(*p2, color='r', zorder=2)\n", | |
| "plt.scatter(*p_min, color='r', zorder=2, s=80)\n", | |
| "pass" | |
| ] | |
| } | |
| ], | |
| "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": "3.6.7" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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