{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 布朗运动模拟" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "t=np.linspace(0.0,5.0,5000)\n", "B1=np.zeros(len(t))\n", "B2=np.zeros(len(t))\n", "B3=np.zeros(len(t))\n", "B4=np.zeros(len(t))\n", "B5=np.zeros(len(t))\n", "B6=np.zeros(len(t))\n", "b1=b2=b3=b4=b5=b6=0\n", "epsilon=np.sqrt(t[1]-t[0])\n", "for tt in range(len(t)):\n", " B1[tt]=b1\n", " b1=b1+nprd.normal(0,epsilon)\n", " B2[tt]=b2\n", " b2=b2+nprd.normal(0,epsilon)\n", " B3[tt]=b3\n", " b3=b3+nprd.normal(0,epsilon)\n", " B4[tt]=b4\n", " b4=b4+nprd.normal(0,epsilon)\n", " B5[tt]=b5\n", " b5=b5+nprd.normal(0,epsilon)\n", " B6[tt]=b6\n", " b6=b6+nprd.normal(0,epsilon)\n", " \n", "import matplotlib.pyplot as plt \n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "\n", "plt.plot(t,B1,label=r'Brownian Motion1',color='blue')\n", "plt.plot(t,B2,label=r'Brownian Motion2',color='red')\n", "plt.plot(t,B3,label=r'Brownian Motion3',color='pink')\n", "plt.plot(t,B4,label=r'Brownian Motion4',color='green')\n", "plt.plot(t,B5,label=r'Brownian Motion5',color='orange')\n", "plt.plot(t,B6,label=r'Brownian Motion6',color='yellow')\n", "plt.legend(loc='upper left', frameon=True)\n", "plt.show() ## 画图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 几何布朗运动模拟" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "GB1=np.zeros(len(t))\n", "GB2=np.zeros(len(t))\n", "GB3=np.zeros(len(t))\n", "GB4=np.zeros(len(t))\n", "GB5=np.zeros(len(t))\n", "GB6=np.zeros(len(t))\n", "for tt in range(len(GB1)):\n", " GB1[tt]=np.exp(B1[tt])\n", " GB2[tt]=np.exp(B2[tt])\n", " GB3[tt]=np.exp(B3[tt])\n", " GB4[tt]=np.exp(B4[tt])\n", " GB5[tt]=np.exp(B5[tt])\n", " GB6[tt]=np.exp(B6[tt])\n", "\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "\n", "plt.plot(t,GB1,label=r'GBM1',color='blue')\n", "plt.plot(t,GB2,label=r'GBM2',color='red')\n", "plt.plot(t,GB3,label=r'GBM3',color='pink')\n", "plt.plot(t,GB4,label=r'GBM4',color='green')\n", "plt.plot(t,GB5,label=r'GBM5',color='orange')\n", "plt.plot(t,GB6,label=r'GBM6',color='yellow')\n", "plt.legend(loc='upper left', frameon=True)\n", "plt.show() ## 画图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 布朗桥模拟" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=np.linspace(0.0,1.0,5000)\n", "B=np.zeros(len(t))\n", "BB=np.zeros(len(t))\n", "b=0\n", "epsilon=np.sqrt(t[1]-t[0])\n", "for tt in range(len(t)):\n", " B[tt]=b\n", " b=b+nprd.normal(0,epsilon)\n", "for tt in range(len(t)):\n", " BB[tt]=B[tt]-t[tt]*B[-1]\n", " \n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (10.0, 10.0)\n", "\n", "plt.plot(t,BB,label=r'Brownian Bridge',color='blue')\n", "plt.legend(loc='upper left', frameon=True)\n", "plt.show() ## 画图" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "t=np.linspace(0.0,1.0,100000)\n", "B1=np.zeros(len(t))\n", "B2=np.zeros(len(t))\n", "B3=np.zeros(len(t))\n", "B4=np.zeros(len(t))\n", "B5=np.zeros(len(t))\n", "B6=np.zeros(len(t))\n", "b1=b2=b3=b4=b5=b6=0\n", "epsilon=np.sqrt(t[1]-t[0])**3\n", "for tt in range(len(t)):\n", " B1[tt]=b1\n", " b1=b1+nprd.normal(0,epsilon)\n", " B2[tt]=b2\n", " b2=b2+nprd.normal(0,epsilon)\n", " B3[tt]=b3\n", " b3=b3+nprd.normal(0,epsilon)\n", " B4[tt]=b4\n", " b4=b4+nprd.normal(0,epsilon)\n", " B5[tt]=b5\n", " b5=b5+nprd.normal(0,epsilon)\n", " B6[tt]=b6\n", " b6=b6+nprd.normal(0,epsilon)\n", " \n", "import matplotlib.pyplot as plt \n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "\n", "plt.plot(t,B1,label=r'Brownian Motion1',color='blue')\n", "plt.plot(t,B2,label=r'Brownian Motion2',color='red')\n", "plt.plot(t,B3,label=r'Brownian Motion3',color='pink')\n", "plt.plot(t,B4,label=r'Brownian Motion4',color='green')\n", "plt.plot(t,B5,label=r'Brownian Motion5',color='orange')\n", "plt.plot(t,B6,label=r'Brownian Motion6',color='yellow')\n", "plt.legend(loc='upper left', frameon=True)\n", "plt.show() ## 画图" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "t=np.linspace(0.0,5.0,10000)\n", "B1=np.zeros(len(t))\n", "B2=np.zeros(len(t))\n", "B3=np.zeros(len(t))\n", "B4=np.zeros(len(t))\n", "B5=np.zeros(len(t))\n", "B6=np.zeros(len(t))\n", "b1=b2=b3=b4=b5=b6=0\n", "epsilon=np.sqrt(t[1]-t[0])\n", "for tt in range(len(t)):\n", " B1[tt]=b1\n", " b1=b1+nprd.normal(0,epsilon)\n", " B2[tt]=b2\n", " b2=b2+nprd.normal(0,epsilon)\n", " B3[tt]=b3\n", " b3=b3+nprd.normal(0,epsilon)\n", " B4[tt]=b4\n", " b4=b4+nprd.normal(0,epsilon)\n", " B5[tt]=b5\n", " b5=b5+nprd.normal(0,epsilon)\n", " B6[tt]=b6\n", " b6=b6+nprd.normal(0,epsilon)\n", "\n", " \n", "import matplotlib.pyplot as plt \n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 10.0)\n", "plt.plot(B1,B2,label=r'Brownian Motion1',color='blue')\n", "plt.plot(B3,B4,label=r'Brownian Motion2',color='red')\n", "plt.plot(B5,B6,label=r'Brownian Motion3',color='green')\n", "plt.legend(loc='upper left', frameon=True)\n", "plt.show() ## 画图" ] }, { "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }