{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "Text provided under a Creative Commons Attribution license, CC-BY. All code is made available under the FSF-approved BSD-3 license. (c) Lorena A. Barba, Gilbert F. Forsyth 2017. Thanks to NSF for support via CAREER award #1149784." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[@LorenaABarba](https://twitter.com/LorenaABarba)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "12 steps to Navier–Stokes\n", "=====\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will be a milestone! We now get to Step 8: Burgers' equation. We can learn so much more from this equation. It plays a very important role in fluid mechanics, because it contains the full convective nonlinearity of the flow equations, and at the same time there are many known analytical solutions.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Step 8: Burgers' Equation in 2D\n", "----\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember, Burgers' equation can generate discontinuous solutions from an initial condition that is smooth, i.e., can develop \"shocks.\" We want to see this in two dimensions now!\n", "\n", "Here is our coupled set of PDEs:\n", "\n", "$$\n", "\\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y} = \\nu \\; \\left(\\frac{\\partial ^2 u}{\\partial x^2} + \\frac{\\partial ^2 u}{\\partial y^2}\\right)$$\n", "\n", "$$\n", "\\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y} = \\nu \\; \\left(\\frac{\\partial ^2 v}{\\partial x^2} + \\frac{\\partial ^2 v}{\\partial y^2}\\right)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We know how to discretize each term: we've already done it before!\n", "\n", "$$\n", "\\begin{split}\n", "& \\frac{u_{i,j}^{n+1} - u_{i,j}^n}{\\Delta t} + u_{i,j}^n \\frac{u_{i,j}^n-u_{i-1,j}^n}{\\Delta x} + v_{i,j}^n \\frac{u_{i,j}^n - u_{i,j-1}^n}{\\Delta y} = \\\\\n", "& \\qquad \\nu \\left( \\frac{u_{i+1,j}^n - 2u_{i,j}^n+u_{i-1,j}^n}{\\Delta x^2} + \\frac{u_{i,j+1}^n - 2u_{i,j}^n + u_{i,j-1}^n}{\\Delta y^2} \\right)\n", "\\end{split}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{split}\n", "& \\frac{v_{i,j}^{n+1} - v_{i,j}^n}{\\Delta t} + u_{i,j}^n \\frac{v_{i,j}^n-v_{i-1,j}^n}{\\Delta x} + v_{i,j}^n \\frac{v_{i,j}^n - v_{i,j-1}^n}{\\Delta y} = \\\\\n", "& \\qquad \\nu \\left( \\frac{v_{i+1,j}^n - 2v_{i,j}^n+v_{i-1,j}^n}{\\Delta x^2} + \\frac{v_{i,j+1}^n - 2v_{i,j}^n + v_{i,j-1}^n}{\\Delta y^2} \\right)\n", "\\end{split}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now, we will rearrange each of these equations for the only unknown: the two components $u,v$ of the solution at the next time step:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{split}\n", "u_{i,j}^{n+1} = & u_{i,j}^n - \\frac{\\Delta t}{\\Delta x} u_{i,j}^n (u_{i,j}^n - u_{i-1,j}^n) - \\frac{\\Delta t}{\\Delta y} v_{i,j}^n (u_{i,j}^n - u_{i,j-1}^n) \\\\\n", "&+ \\frac{\\nu \\Delta t}{\\Delta x^2}(u_{i+1,j}^n-2u_{i,j}^n+u_{i-1,j}^n) + \\frac{\\nu \\Delta t}{\\Delta y^2} (u_{i,j+1}^n - 2u_{i,j}^n + u_{i,j-1}^n)\n", "\\end{split}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{split}\n", "v_{i,j}^{n+1} = & v_{i,j}^n - \\frac{\\Delta t}{\\Delta x} u_{i,j}^n (v_{i,j}^n - v_{i-1,j}^n) - \\frac{\\Delta t}{\\Delta y} v_{i,j}^n (v_{i,j}^n - v_{i,j-1}^n) \\\\\n", "&+ \\frac{\\nu \\Delta t}{\\Delta x^2}(v_{i+1,j}^n-2v_{i,j}^n+v_{i-1,j}^n) + \\frac{\\nu \\Delta t}{\\Delta y^2} (v_{i,j+1}^n - 2v_{i,j}^n + v_{i,j-1}^n)\n", "\\end{split}\n", "$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy\n", "from matplotlib import pyplot, cm\n", "from mpl_toolkits.mplot3d import Axes3D\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "###variable declarations\n", "nx = 41\n", "ny = 41\n", "nt = 120\n", "c = 1\n", "dx = 2 / (nx - 1)\n", "dy = 2 / (ny - 1)\n", "sigma = .0009\n", "nu = 0.01\n", "dt = sigma * dx * dy / nu\n", "\n", "\n", "x = numpy.linspace(0, 2, nx)\n", "y = numpy.linspace(0, 2, ny)\n", "\n", "u = numpy.ones((ny, nx)) # create a 1xn vector of 1's\n", "v = numpy.ones((ny, nx))\n", "un = numpy.ones((ny, nx)) \n", "vn = numpy.ones((ny, nx))\n", "comb = numpy.ones((ny, nx))\n", "\n", "###Assign initial conditions\n", "\n", "##set hat function I.C. : u(.5<=x<=1 && .5<=y<=1 ) is 2\n", "u[int(.5 / dy):int(1 / dy + 1),int(.5 / dx):int(1 / dx + 1)] = 2 \n", "##set hat function I.C. : u(.5<=x<=1 && .5<=y<=1 ) is 2\n", "v[int(.5 / dy):int(1 / dy + 1),int(.5 / dx):int(1 / dx + 1)] = 2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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pU3r03oqgy0wwGMTn8xVVOUd/0p3Qc356PJ5BbcYoNjLVGoZCIc466yxeeuml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ElTjAindWpSYZxptrPXVYrOc4PLnOUdECATqytFd3IP21zxxGSdpsENcZkjvI6ExIyrFD3Iy3Wl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LBpqlyH+OICE2sec6F7Ikx3iFPDlZc5OUWhk7A9aBiSUF/B42st3BNqhVTpwlIWSmXHOjdC6q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\nkUgMcYR4mC4UVeEQe6nmO/727/6W//u/9wd0/qrniEF3Vbm1a9f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###(plot ICs)\n", "fig = pyplot.figure(figsize=(11, 7), dpi=100)\n", "ax = fig.gca(projection='3d')\n", "X, Y = numpy.meshgrid(x, y)\n", "ax.plot_surface(X, Y, u[:], cmap=cm.viridis, rstride=1, cstride=1)\n", "ax.plot_surface(X, Y, v[:], cmap=cm.viridis, rstride=1, cstride=1)\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$y$');" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "for n in range(nt + 1): ##loop across number of time steps\n", " un = u.copy()\n", " vn = v.copy()\n", "\n", " u[1:-1, 1:-1] = (un[1:-1, 1:-1] -\n", " dt / dx * un[1:-1, 1:-1] * \n", " (un[1:-1, 1:-1] - un[1:-1, 0:-2]) - \n", " dt / dy * vn[1:-1, 1:-1] * \n", " (un[1:-1, 1:-1] - un[0:-2, 1:-1]) + \n", " nu * dt / dx**2 * \n", " (un[1:-1,2:] - 2 * un[1:-1, 1:-1] + un[1:-1, 0:-2]) + \n", " nu * dt / dy**2 * \n", " (un[2:, 1:-1] - 2 * un[1:-1, 1:-1] + un[0:-2, 1:-1]))\n", " \n", " v[1:-1, 1:-1] = (vn[1:-1, 1:-1] - \n", " dt / dx * un[1:-1, 1:-1] *\n", " (vn[1:-1, 1:-1] - vn[1:-1, 0:-2]) -\n", " dt / dy * vn[1:-1, 1:-1] * \n", " (vn[1:-1, 1:-1] - vn[0:-2, 1:-1]) + \n", " nu * dt / dx**2 * \n", " (vn[1:-1, 2:] - 2 * vn[1:-1, 1:-1] + vn[1:-1, 0:-2]) +\n", " nu * dt / dy**2 *\n", " (vn[2:, 1:-1] - 2 * vn[1:-1, 1:-1] + vn[0:-2, 1:-1]))\n", " \n", " u[0, :] = 1\n", " u[-1, :] = 1\n", " u[:, 0] = 1\n", " u[:, -1] = 1\n", " \n", " v[0, :] = 1\n", " v[-1, :] = 1\n", " v[:, 0] = 1\n", " v[:, -1] = 1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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25k709CbCES76Focbru1PNnnigQZceHUPZh+/ByuWjobLlXgw/fbOOgiCghde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\nwHNzc/zUT36SscdjOJCb6ApzbKtKrAR9ROlmmSnWWcRHgEt8iIgWt0ut9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Sa5g4EDgYWf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = pyplot.figure(figsize=(11, 7), dpi=100)\n", "ax = fig.gca(projection='3d')\n", "X, Y = numpy.meshgrid(x, y)\n", "ax.plot_surface(X, Y, u, cmap=cm.viridis, rstride=1, cstride=1)\n", "ax.plot_surface(X, Y, v, cmap=cm.viridis, rstride=1, cstride=1)\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$y$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learn More" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The video lesson that walks you through the details for Steps 5 to 8 is **Video Lesson 6** on You Tube:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('tUg_dE3NXoY')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import HTML\n", "def css_styling():\n", " styles = open(\"../styles/custom.css\", \"r\").read()\n", " return HTML(styles)\n", "css_styling()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> (The cell above executes the style for this notebook.)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (CFDPython)", "language": "python", "name": "py36-cfdpython" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }