{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "Texto y c\u00f3digo sujeto bajo Creative Commons Attribution license, CC-BY-SA. (c) Original por Lorena A. Barba y Gilbert Forsyth en 2013, traducido por F.J. Navarro-Brull para CAChemE.org" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[@LorenaABarba](https://twitter.com/LorenaABarba) - \n", "[@CAChemEorg](https://twitter.com/cachemeorg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "12 pasos para Navier-Stokes\n", "=====\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ves d\u00f3nde va esto... haremos la difusi\u00f3n en 2D ahora y en el pr\u00f3ximo vamos a combinar los pasos 6 y 7 para resolver la ecuaci\u00f3n de Burgers. As\u00ed que asegurate de que tus pasos anteriores funcionan bien antes de continuar." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Paso 7: Difusion en 2D\n", "----\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Y aqui est\u00e1 la ecuaci\u00f3n de difusi\u00f3n en 2D:\n", "\n", "$$\\frac{\\partial u}{\\partial t} = \\nu \\frac{\\partial ^2 u}{\\partial x^2} + \\nu \\frac{\\partial ^2 u}{\\partial y^2}$$\n", "\n", "\n", "Recordar\u00e1s que se nos ocurri\u00f3 un m\u00e9todo para discretizar derivadas de segundo orden en el paso 3, concretamente en la investigaci\u00f3n de la difusi\u00f3n en 1D. Vamos a utilizar el mismo esquema aqu\u00ed, con nuestras diferencias hacia delante en el tiempo y dos derivadas de segundo orden.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\frac{u_{i,j}^{n+1} - u_{i,j}^n}{\\Delta t} = \\nu \\frac{u_{i+1,j}^n - 2 u_{i,j}^n + u_{i-1,j}^n}{\\Delta x^2} + \\nu \\frac{u_{i,j+1}^n-2 u_{i,j}^n + u_{i,j-1}^n}{\\Delta y^2}$$\n", "\n", "Una vez m\u00e1s, reorganizamos la ecuaci\u00f3n de datos discretos y resolvemos para $u_{i,j}^{n+1}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$u_{i,j}^{n+1} = u_{i,j}^n + \\frac{\\nu \\Delta t}{\\Delta x^2}(u_{i+1,j}^n - 2 u_{i,j}^n + u_{i-1,j}^n) + \\frac{\\nu \\Delta t}{\\Delta y^2}(u_{i,j+1}^n-2 u_{i,j}^n + u_{i,j-1}^n)$$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline \n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D ##library for 3d projection plots\n", "from matplotlib import cm ##cm = \"colormap\" for changing the 3d plot color palette\n", "\n", "### Declaraci\u00f3n de variables\n", "nx = 31\n", "ny = 31\n", "nt = 17\n", "nu=.05\n", "dx = 2.0/(nx-1)\n", "dy = 2.0/(ny-1)\n", "sigma = .25\n", "dt = sigma*dx*dy/nu\n", "\n", "x = np.linspace(0,2,nx)\n", "y = np.linspace(0,2,ny)\n", "\n", "u = np.ones((ny,nx)) ## crea un vector 1xn de unos\n", "un = np.ones((ny,nx)) ##\n", "\n", "### Asignar variables inciales\n", "\n", "u[.5/dy:1/dy+1,.5/dx:1/dx+1]=2 ## establece funci\u00f3n de sobrero como C.I. : u(.5<=x<=1 && .5<=y<=1 ) is 2\n", "\n", "fig = plt.figure()\n", "ax = fig.gca(projection='3d')\n", "X,Y = np.meshgrid(x,y)\n", "surf = ax.plot_surface(X,Y,u[:], rstride=1, cstride=1, cmap=cm.coolwarm,\n", " linewidth=0, antialiased=False)\n", "plt.show()\n", "ax.set_xlim(1,2)\n", "ax.set_ylim(1,2)\n", "ax.set_zlim(1,2.5)\n", "#ax.zaxis.set_major_locator(LinearLocator(5))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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75rzzzsOyZcvgcDjQ1NSEu+++G6NHj0743nnz5qGuri7l+3Mch/vvvx9XXXWV\nbr8LU4suQU6sxELHsizKysrgdDpzupgyFcV4PI5AIICWlhYwDKPKGijGRywUYiEW7x2Q1EQ4HEYg\nEEAoFBKiZCMKsdGw2WyYMGECOI7Df//3f6OhoQEHDhxIeM3EiRNx3nnnpXyf559/HjNnzkTXrl21\nXG4CBZFeEIuhXGODWqVXmRjSJKv3VeP9KeZEmusNBAJCislIG3ZGinSlSNcWCASEUsBM13z06FG8\n//77+Pjjj7F9+3bdztnUoitNL4RCoYyFLtPjaWlkTkW3+NBjw66QkPtAyPZnsHjxYjz11FPCfafX\nvWdq0SWQx7JoNJrVxAalpBJFcQlaLkbmFIrSnX2tNuyM3CmnpoH5jh07MGvWLADtG3O1tbWw2WyY\nNm1azutMhalFl+d5tLa2Cr8I8c6lFqQypFHDW5dGupRkpNvZN7JBjZbk8gHzr3/9S/j7vHnzcN11\n12kuuIDJRZcIbTweR2trqy7HExvSBINBRKNR1bx1M8kZU8xPrrlTJR122XSAmSWnG4vFUqYQ05mX\n5wtTiy4A4YdOPvW1vlhIRUI4HIbdbkd5ebmuGxxkgw7opMsxKeYj1w47IyNtAe7UKfl9oMS8nLB2\n7dqc16YU04suoI+ROfEZjUajmhnSJIt05VqGcUrVQxce+78ABl6a/nVFQroNO1K+RurdydeMvGFn\nxm40oABEl4iskq60bBBXJDAMA5vNppkhTbqccaJHBDUxT0coFDKsYBiBZEIcCARgsViED3sjddhJ\nDcxTRbpGxfSiS1B7E0o6IsftdguP91pDUiWBQEDVnHGxQSblRiIRABDERGrhmC+MmDsl6yGTUgBj\nbdiJf2Znz56lkW4+yMb0Jh3JokutXcDIuZBWUeqrmxvT5nbst9/4x+FCyVUoFBIiOKl4UM6RbMNO\nXMKmhmVjppjRSxcoANElqCG66SoStCzpEkfRHMdp0txBSS/ERnqUzhdKI3CGYTrUxCvZsMvlKcPs\no3oAKroAEgdQOhwOuN1u2QtCC9GVpjGA9uYKGm3ph5wQf7CuMkE0AKgqxIVa9qdkwy4SiWQ92kfq\npXvxxRdrfk5qY3rRzSW9kKlPg9qiK5fGaGlpKdgbEmh3Grt/2Mf5XkZarpuzp8P/fbCuMuUYmmzG\n/Bgtetbi2ksmxNl02ElzujTSzSOZCGK+DWlIra9cGoN2pRmXVEIsHvNTCPPWtF5vug476YebONdO\nvt7W1kZzNZZFAAAdZ0lEQVQ30vJBJmIlV++ajU9DtrvOPM+n3SSjomsuUgmxdHNJ640lNchnRYWc\nEJM1kRwxAJw4cQIjR45E79698f333+NHP/oRxowZg+rq6oTvS2di/sYbb+Dpp58Gz/MoLS3F6tWr\nUVlZqd0J/hvTiy6BZdmU427EI3KUzESTI9smjGwja4o5kRPiv70+QhAOIsRAey2xGcQ4n5ANO5Zl\nEYvF0LNnTzQ2NuL222/H6NGjsXPnTmzduhXvvPNOwvfNmzcPd955J+bMmSP7vhdddBE+/fRTlJWV\noa6uDrfffju8Xq/m51MwopssQkw3Iieb42QCiayJT0S6yJpGuoXJtT/b3eH//vTSALAsK7vLny8h\nNsu1V1paCp/Ph7vuugt2u132NRMnTkRTU1PS95gwYYLw9+rqajQ3N6u9TFlML7rJ0gvSigSPx6PK\nxatUFGOxGILBIDiOyyiypqJbPPzk9gMd/u9vr4/o0ISgt6G5UaNt6RNmLBZTzUJ1zZo1mDp1qirv\nlQ7Tiy6QOB5dSd4012OlEkWx2DudTtXE3sx8uL0gLjNdkIuIxUIsZ2heLKPg5bx01Tjnv//973j1\n1VfxxRdf5PxeSiiouyEej+Ps2bOa5k1TmdKQ8rNcxF5JpOttpL4LxUQqIRYb1YiFONsGBCO2JhPk\n7otc17pnzx7cdtttqKurSztPTS0KQnQjkQj8fj94nkenTp00mxwBdBRFYogTCARUEXuaXqAoQU6I\ngXPddakaEMzceKOmo+Dhw4dxww03YP369ejXr58ay1NEQYguyZv6fD7NqwLEopjpJhmFojWZtDnL\ndYIZPdIlawuFQnA4HClfn87E/NFHH8WZM2ewYMECAO0mP9u2bdP2JFAgoutyuYRWTa1hmPbJrW1t\nbRlvkil9/2SRLqnEAFyqHItSHKRrcxYLMXCubddoTR2ZOoylMzF/5ZVX8Morr6i2PqUUhOiKKxji\n8bhm0S7pPCJiq8UmGTkH6XFDoRDC4XDaT3fKOWofCeLqpc58L8OQJGvqIDXEpKZdbrPOCEJsVocx\noEBEl6ClkTnZJLNYLLDb7bqIn1xTBYWiFXr5TWSL2MDcrL4LQIGIrla+BXKbZOJuIi0g5yDOF3s8\nHrAsiytu3A4AePypsZodn0IRo9RvQm6zTm0hljqMUdE1AGqKbrJNMrnHfzUhghuLxeB0OmGz2TDl\np9on9ykUpWTrN6GmEJvVSxegotuBdJ1kWpV0kbwtmevVqVOnghVbs9g7UpSTzm9CjTZnaaSrV12t\n2hSE6KqRXlDaSaZFCoPkbUtKSuByuRAKhQpWcCnFQ7KmDiVj4OXuPano9u3bV/Nz0IKCEF1Crkbm\nSjrJtEphSPO2FEohorTNWU6IpaN6zOilCxSI6GYT6YpHq1ssFl2NzKXOZzRvSylmlLY5A+0TnV9+\n+WWcOnXKEKVr2VAQoktQuskljjDdbndGTkVqpTDILDYqthRKR6RC/MG6SoRCIUSjURw5cgT19fV4\n99130a1bN0yZMgUvvvii8Np05uUAsHDhQtTW1sLlcuG1117DqFGjND0fMeZtwpaBZdmUoks6yfx+\nP5xOJ0pLSzO2hsslhdHS0gIA6NSpE0pKSqjgUigKicViANqHti5btgwXXHABDh06hNraWtx4440J\nr503bx7q6uqSvldNTQ0aGxtx8OBBvPTSS0IbsF4URKSbLr2gprdupqJL6nzJeCCGYWjelkJRyJ9e\nGgCGYRCLxbBjxw507doVe/fuxb59++B0OjFw4EAMHDgw4XvSmZdv3LgRc+fOBdBuXn727FkcP34c\n3bt31/JUBApCdIFET11CptN+MyGdMYi09MxqtdLIlkLJgJo3RsHv94NlWVitVrz33nvYvHkzvv/+\ne4wdOxa/+c1v8Nvf/jbj0rGjR4+ioqJC+HefPn3Q3NxMRTcbxEbm2WySKT1GKqSlZzRvS6Fkxua3\nqhAKhRAIBISAZdOmTfjnP/+JtWvXYsyYMdi1axd27NgBlys78yfp06qem3IFI7ok0o3H42htbQWA\njDfJMjmWNNKV1tsSnwQquBSKcmreGCVYtJaWlqK1tRX33XcfLBYLNm/eLES1l19+OS6//PKsjtG7\nd28cOXJE+HdzczN69+6tyvqVUDAbabFYDH6/HwDgcDjQqVMnTQQXSMzrkqi6paUF0WgUpaWlcDgc\nuOLG7TR3S6FkwPuvDUMgEIDD4YDT6cTWrVtx/fXXY8aMGVi7dq1qHWjTpk3DunXrAABerxfl5eW6\npRaAAop0Q6EQrFYrotFozhN/00FENxaLIRAIIB6PCy3Dl/+kQbPjUiiFSM0boxAMBhGPx+HxeBAM\nBnH//ffj9OnT2LRpE7p27ZrR+6UzL586dSpqamrQr18/uN1urF27VovTSkrBiG5paSk4jkMoFNLF\n/T4YDAqmNLT8i0LJjo1/HC5Et1arFQ0NDXjwwQexcOFC3HzzzVndx+nMywFg1apV2SxXFQpGdAla\nzhgj1RAcxwmmNADN2xoZamRuTGrfHC10ZXo8HkQiETzyyCM4cOAA3nvvPV1zrHpTMDld8omYrkEi\nG8R521gsBqvVCqvVSvO2ObDsn5fpdizqP2wsNv5xOPx+P+x2O1wuF/bs2YNrrrkGAwcOxPvvv1/Q\nggvQSDctJG/L8zzN25oYIry/eYB+SOaL2jdHC2k5j8cDjuPw1FNPwev14o033sBFF12U7yXqQsFF\numqJbjweh9/vR1tbG0pKSlBaWoqrb95JBdfEUMHNHx+sq4Tf74fNZoPb7caBAwdw3XXXoXPnzqir\nq8tYcI8cOYLJkydj6NChGDZsGJ577jnZ1y1cuBD9+/fHiBEjsGvXLjVOJWdopCtBavVI87bmh4pt\n/qjbMAaBQADRaBRutxsA8Pzzz6O2thYvvvgiBg8enNX72mw2rFixAiNHjoTP58OYMWMwZcqUhPcT\neyw0NDRgwYIF8Hq9qpxXLlDR/TfiuWSkMJv6JJgbuoGWX/72+gj4fD7Y7XaUlJTg22+/xaJFizB5\n8mRs2bIlpzr6Hj16oEePHgAAj8eDwYMH47vvvksQ3Xx7LCSjYEQ3l/SCNG9LfRLMDxXc/LFp/UiE\nw2FEIhG43W4wDINXX30Vb731FlatWqW6jWJTUxN27dqF6urqhP/Pt8dCMgpGdAmZDI6Mx+PCow+t\nty0MqNjml/fWDEYgEAAAPPbYYzhx4gQaGxsxfPhwbNq0SfVpDz6fDzNnzsTKlSvh8Xg6fD2fHgvJ\nKMqNNJ7nEQwG0dLSApZlUVZWZprpDT+aMQEA8OH2gvu8zBkquPmjbsMY/OXVIeB5Hh6PBx6PB337\n9kUgEMAFF1yAr7/+Gr169UJDg3ob0dFoFDNmzMDs2bMxffr0Dl/Pt8dCMgrqzhWb3sghdR8jeVsz\niS1ABVcKFdv8sml9+2YWGaz6/fff4+6770afPn3wpz/9SXACC4VCqrn98TyP+fPnY8iQIVi8eLHs\na6ZNm4ZVq1Zh1qxZefFYSEbB3b1kgJ0UmrctPKjY5pe6DWOESh+XywWLxYKNGzdixYoVePLJJ3HZ\nZZclPM47HA7Vjv3FF19g/fr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"text": [ "" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "(1, 2.5)" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$u_{i,j}^{n+1} = u_{i,j}^n + \\frac{\\nu \\Delta t}{\\Delta x^2}(u_{i+1,j}^n - 2 u_{i,j}^n + u_{i-1,j}^n) + \\frac{\\nu \\Delta t}{\\Delta y^2}(u_{i,j+1}^n-2 u_{i,j}^n + u_{i,j-1}^n)$$" ] }, { "cell_type": "code", "collapsed": false, "input": [ "### Funci\u00f3n que ejecuta la soluci\u00f3n hasta un tiempo nt\n", "def diffuse(nt):\n", " u[.5/dy:1/dy+1,.5/dx:1/dx+1]=2\n", " \n", " for n in range(nt+1): \n", " un[:] = u[:]\n", " u[1:-1,1:-1]=un[1:-1,1:-1]+nu*dt/dx**2*(un[2:,1:-1]-2*un[1:-1,1:-1]+un[0:-2,1:-1])+nu*dt/dy**2*(un[1:-1,2:]-2*un[1:-1,1:-1]+un[1:-1,0:-2])\n", " u[0,:]=1\n", " u[-1,:]=1\n", " u[:,0]=1\n", " u[:,-1]=1\n", "\n", " \n", " fig = plt.figure()\n", " ax = fig.gca(projection='3d')\n", " surf = ax.plot_surface(X,Y,u[:], rstride=1, cstride=1, cmap=cm.coolwarm,\n", " linewidth=0, antialiased=True)\n", " ax.set_zlim(1,2.5)\n", " plt.show()\n", " \n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "diffuse(10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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o2uP98vJytclgI/lXOwhvFKlUqiYH3coYnmny/L/7DfLffx63bOJZDq5hIUgC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WrZoWdsIIKEy6zaRAPvvZz2767+Pj43z5y1+OZG7NoG9JVxAEVFUlFotVij7d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\nU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3W1GqFgGxbta0sBNGQGHSbSQF8g//8A8b/vvw8DBf//rXI5lbI+ha0hVCYBgG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\nr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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Aprender m\u00e1s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La lecci\u00f3n del v\u00eddeo que te lleva a trav\u00e9s de los detalles de los pasos 5 al 8 es la **Video Lesson 6** en You Tube:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('tUg_dE3NXoY')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "output_type": "pyout", "prompt_number": 1, "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "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()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "> (La celda de arriba establece el formato de este notebook)" ] } ], "metadata": {} } ] }