{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Differential Equations" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.integrate import odeint, ode\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chaos System : \n", "\n", "#### Example 1 : Lorents Attractor\n", "\n", "The Lorenz system is represented by a system of three coupled differential equations, and characterizes a system with three state variables (x,y,z).\n", "\n", "$\\begin{eqnarray}\n", "\\dot{x} &= &\\sigma(y-x)\\\\\n", "\\dot{y} &= &(\\rho-z)x - y\\\\\n", "\\dot{z} &= &xy-\\beta z\n", "\\end{eqnarray}$\n", "\n", "Setting constants to\n", "\n", "$\\begin{eqnarray}\n", "\\sigma &= &10\\\\\n", "\\rho &= &28\\\\\n", "\\beta &= &\\frac{8}{3}\n", "\\end{eqnarray}$\n", " We get the following solution:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def Lorenz(state,t):\n", " # unpack the state vector\n", " x = state[0]\n", " y = state[1]\n", " z = state[2]\n", "\n", " # these are our constants\n", " sigma = 10.0\n", " rho = 28.0\n", " beta = 8.0/3.0\n", "\n", " # compute state derivatives\n", " xd = sigma * (y-x)\n", " yd = (rho-z)*x - y\n", " zd = x*y - beta*z\n", "\n", " # return the state derivatives\n", " return [xd, yd, zd]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "state0 = [2.0, 3.0, 4.0]\n", "t = arange(0.0, 30.0, 0.01)\n", "\n", "state = odeint(Lorenz, state0, t)\n", "\n", "# do some fancy 3D plotting\n", "from mpl_toolkits.mplot3d import Axes3D\n", "fig = plt.figure(figsize = [10,10])\n", "ax = fig.gca(projection='3d')\n", "ax.plot(state[:,0],state[:,1],state[:,2])\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_zlabel('z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Double Pendulum :\n", "\n", " This code is taken form [GALILEO UNBOUND](https://galileo-unbound.blog/tag/python-code/) \"Introduction to Modern Dynamics\" 2nd Edition (Oxford, 2019) web page. " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#!/usr/bin/env python3\n", "# -*- coding: utf-8 -*-\n", "\"\"\"\n", "Created on Oct 16 06:03:32 2020\n", "\"Introduction to Modern Dynamics\" 2nd Edition (Oxford, 2019)\n", "@author: nolte\n", "\"\"\"\n", " \n", "import numpy as np\n", "from scipy import integrate\n", "from matplotlib import pyplot as plt\n", "import time\n", " \n", "plt.close('all')\n", " \n", "E = 1. # Try 0.8 to 1.5\n", " \n", "def flow_deriv(x_y_z_w,tspan):\n", " x, y, z, w = x_y_z_w\n", " \n", " A = w**2*np.sin(y-x);\n", " B = -2*np.sin(x);\n", " C = z**2*np.sin(y-x)*np.cos(y-x);\n", " D = np.sin(y)*np.cos(y-x);\n", " EE = 2 - (np.cos(y-x))**2;\n", " \n", " FF = w**2*np.sin(y-x)*np.cos(y-x);\n", " G = -2*np.sin(x)*np.cos(y-x);\n", " H = 2*z**2*np.sin(y-x);\n", " I = 2*np.sin(y);\n", " JJ = (np.cos(y-x))**2 - 2;\n", " \n", " a = z\n", " b = w\n", " c = (A+B+C+D)/EE\n", " d = (FF+G+H+I)/JJ\n", " return[a,b,c,d]\n", " \n", "repnum = 75\n", " \n", "np.random.seed(1)\n", "for reploop in range(repnum):\n", " \n", " \n", " px1 = 2*(np.random.random((1))-0.499)*np.sqrt(E);\n", " py1 = -px1 + np.sign(np.random.random((1))-0.499)*np.sqrt(2*E - px1**2); \n", " \n", " xp1 = 0 # Try 0.1\n", " yp1 = 0 # Try -0.2\n", " \n", " x_y_z_w0 = [xp1, yp1, px1, py1]\n", " \n", " tspan = np.linspace(1,1000,10000)\n", " x_t = integrate.odeint(flow_deriv, x_y_z_w0, tspan)\n", " siztmp = np.shape(x_t)\n", " siz = siztmp[0]\n", " \n", " if reploop % 50 == 0:\n", " plt.figure(2)\n", " lines = plt.plot(x_t[:,0],x_t[:,1])\n", " plt.setp(lines, linewidth=0.5)\n", " plt.show()\n", " time.sleep(0.1)\n", " #os.system(\"pause\")\n", " \n", " y1 = np.mod(x_t[:,0]+np.pi,2*np.pi) - np.pi\n", " y2 = np.mod(x_t[:,1]+np.pi,2*np.pi) - np.pi\n", " y3 = np.mod(x_t[:,2]+np.pi,2*np.pi) - np.pi\n", " y4 = np.mod(x_t[:,3]+np.pi,2*np.pi) - np.pi\n", " \n", " py = np.zeros(shape=(10*repnum,))\n", " yvar = np.zeros(shape=(10*repnum,))\n", " cnt = -1\n", " last = y1[1]\n", " for loop in range(2,siz):\n", " if (last < 0)and(y1[loop] > 0):\n", " cnt = cnt+1\n", " del1 = -y1[loop-1]/(y1[loop] - y1[loop-1])\n", " py[cnt] = y4[loop-1] + del1*(y4[loop]-y4[loop-1])\n", " yvar[cnt] = y2[loop-1] + del1*(y2[loop]-y2[loop-1])\n", " last = y1[loop]\n", " else:\n", " last = y1[loop]\n", " \n", " plt.figure(3)\n", " lines = plt.plot(yvar,py,'o',ms=1)\n", " #plt.show()\n", " \n", "#plt.savefig('DPen')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References:\n", "1. http://folk.ntnu.no/leifh/teaching/tkt4140/._main000.html\n", "2. http://folk.ntnu.no/leifh/teaching/tkt4140/._main055.html\n", "3. https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.least_squares.html#scipy.optimize.least_squares\n", "4. https://gribblelab.org/compneuro2012/2_Modelling_Dynamical_Systems.html\n", "5. https://physics.nyu.edu/pine/pymanual/html/chap9/chap9_scipy.html\n", "6. https://en.wikibooks.org/wiki/Ordinary_Differential_Equations/Graphing_1\n", "7. https://galileo-unbound.blog/tag/python-code/\n", "8. https://ipython-books.github.io/123-simulating-an-ordinary-differential-equation-with-scipy/" ] } ], "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" } }, "nbformat": 4, "nbformat_minor": 2 }