{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Lorentz_Attractor.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyMKwOu1OP3zeCj5qI5nYb0J",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ObiKhEvIWTDx"
},
"source": [
"# Strange (Lorentz) Attractors"
]
},
{
"cell_type": "markdown",
"source": [
"## Part (a-c) "
],
"metadata": {
"id": "aonuj3CMADAo"
}
},
{
"cell_type": "code",
"metadata": {
"id": "EYVOLOfm31ig"
},
"source": [
"#import all libraries\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.animation as animation\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"#RK4\n",
"def rungeKutta4(f, t_i, y_i, dt):\n",
" f_1 = f(t_i, y_i)\n",
" f_2 = f(t_i + dt/2, y_i + (1/2)*dt*f_1)\n",
" f_3 = f(t_i + dt/2, y_i + (1/2)*dt*f_2)\n",
" f_4 = f(t_i + dt, y_i + dt*f_3)\n",
"\n",
" y_next = y_i + (1/6)*dt*(f_1 + 2*f_2 + 2*f_3 + f_4)\n",
"\n",
" return y_next"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "wwkzpftt2-w0"
},
"source": [
"**Lorentz Equation**"
]
},
{
"cell_type": "markdown",
"source": [
"\\begin{align*}\n",
" x' &= \\frac{dx}{dt} &&= \\sigma(y-x)\\\\\n",
" y' &= \\frac{dy}{dt} &&= rx-y-xz\\\\\n",
" z' &= \\frac{dz}{dt} &&= xy - bz\\\\\n",
"\\end{align*}"
],
"metadata": {
"id": "iepa8TY1ur5D"
}
},
{
"cell_type": "code",
"metadata": {
"id": "IxmQSXw1rJgw"
},
"source": [
"\n",
"'''\n",
"Attributes\n",
"----------\n",
"- ts (list) : saves the time steps\n",
"- sigma (float) : value for sigma\n",
"- b (float) : value for b\n",
"- r (float) : value for r\n",
"- dt (float) : value for the step size (in seconds)\n",
"- xs (list) : list of xs\n",
"- ys (list) : list of ys\n",
"- zs (list) : list of zs\n",
"\n",
"\n",
"Methods\n",
"-------\n",
"- update : uses RK4 to update the variables\n",
"- derivatives : returns the derivatives of the system variables\n",
"- display : display 3D trajectory graph\n",
"'''\n",
"\n",
"class ConvectionRoll:\n",
" '''\n",
" This function initializes the class. The attributes are described above.\n",
" '''\n",
" def __init__(self, x0, y0, z0, sigma, b, r, dt):\n",
" self.xs = [x0]\n",
" self.ys = [y0]\n",
" self.zs = [z0]\n",
" self.step = dt\n",
"\n",
" self.sigma = sigma\n",
" self.b = b\n",
" self.r = r\n",
" \n",
" self.ts = [0]\n",
" self.state = (self.xs[-1], self.ys[-1], self.zs[-1])\n",
"\n",
" def derivative(self, time, state):\n",
" '''\n",
" return the derivatives of our state variables\n",
" '''\n",
" x,y,z = state\n",
" sigma, b, r = self.sigma, self.b, self.r\n",
"\n",
" x_prime = sigma*(y-x)\n",
" y_prime = r*x - y - x*z\n",
" z_prime = x*y - b*z\n",
"\n",
" return np.array((x_prime, y_prime, z_prime))\n",
"\n",
" def update(self):\n",
" '''\n",
" Updates the variables using RK4. \n",
" '''\n",
" state = self.state\n",
" next_state = rungeKutta4(self.derivative, self.ts[-1], state, self.step)\n",
"\t\t \n",
" x, y, z = next_state\n",
"\n",
" self.xs.append(x)\n",
" self.ys.append(y)\n",
" self.zs.append(z)\n",
"\n",
" self.state = next_state\n",
"\n",
" t_next = self.ts[-1] + self.step\n",
" self.ts.append(t_next)\n",
"\n",
" def display(self):\n",
" fig = plt.figure(figsize=(14,10))\n",
" points = np.array([self.xs, self.ys, self.zs])\n",
" \n",
" ax = fig.add_subplot(111, projection = '3d')\n",
" ax.plot(points[0], points[1], points[2], marker = '.', linewidth = 0.5)\n",
" ax.scatter(*points.T[0], color = 'red') # initial point\n",
" \n",
" plt.title(f'$\\sigma$ = {self.sigma}, r ={self.r:0.2f}, \\\n",
" b ={self.b:0.2f}, Time = {self.ts[-1]:0.2f}')\n",
" ax.set_xlabel('x (t)')\n",
" ax.set_ylabel('y (t)')\n",
" ax.set_zlabel('z (t)')\n",
" plt.show()\n",
"\n",
" "
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#initialize the system with given values\n",
"sys = ConvectionRoll(0,1,0, sigma=10, b=8/3, r=20, dt= 0.01)"
],
"metadata": {
"id": "wMQhazOI5gj0"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#let the system run for a while before diplaying the system\n",
"for i in range(5000):\n",
" sys.update()\n",
"sys.display()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 575
},
"id": "2NG7MxVa6jPa",
"outputId": "b874190a-9b68-41b2-8d96-d250f5e31ad3"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
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