{ "metadata": { "language": "Julia", "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "using PyPlot" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Problem 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we copy some code from the IJulia notebook posted from lecture:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# construct the (M+1)xM matrix D, not including the 1/dx factor\n", "diff1(M) = [ [1.0 zeros(1,M-1)]; diagm(ones(M-1),1) - eye(M) ]\n", "\n", "# sparse version (the lazy way):\n", "sdiff1(M) = sparse(diff1(M))\n", "\n", "# make the discrete -Laplacian in 2d, with Dirichlet boundaries\n", "function Laplacian(Nx, Ny, Lx, Ly)\n", " dx = Lx / (Nx+1)\n", " dy = Ly / (Ny+1)\n", " Dx = sdiff1(Nx) / dx\n", " Dy = sdiff1(Ny) / dy\n", " Ax = Dx' * Dx\n", " Ay = Dy' * Dy\n", " return kron(speye(Ny), Ax) + kron(Ay, speye(Nx))\n", "end" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "Laplacian (generic function with 1 method)" ] } ], "prompt_number": 4 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "part (a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the first six $-\\nabla^2$ eigenvalues in a $100\\times 100$ grid for a radius-1 cylinder:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Lx = 1\n", "Ly = 1\n", "Nx = 100\n", "Ny = 100\n", "x = linspace(-Lx,Lx,Nx+2)[2:end-1] # a column vector\n", "y = linspace(-Ly,Ly,Ny+2)[2:end-1]' # a row vector\n", "r = sqrt(x.^2 .+ y.^2) # use broadcasting (.+) to make Nx x Ny matrix of radii\n", "i = find(r .< 1) # and get indices of points inside the cylinder\n", "A = Laplacian(Nx,Ny,2Lx,2Ly)\n", "Ai = A[i,i] # to make a submatrix for the Laplacian inside the cylinder\n", "\u03bbi, Ui = eigs(Ai, which=\"SM\");\n", "\u03bbi" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "6-element Array{Float64,1}:\n", " 5.7062\n", " 14.4833\n", " 14.4833\n", " 25.985 \n", " 26.0355\n", " 30.0471" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "Warning: Possible conflict in library symbol dsaupd_\n", "Warning: Possible conflict in library symbol dseupd_\n" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the first eigenvalue with the analytical one, from the root of the Bessel function $J_0(x)$:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "k01 = so.newton(x -> besselj(0,x), 2)\n", "\u03bbi1 = k01^2\n", "(\u03bbi1- \u03bbi[1]) / \u03bbi1" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "0.013311839384716175" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hooray, the fractional difference is pretty small, about 1%! Now, let's repeat it for bigger grids:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "\u03bbi_200 = let Nx = 200, Ny = 200,\n", " x = linspace(-Lx,Lx,Nx+2)[2:end-1],\n", " y = linspace(-Ly,Ly,Ny+2)[2:end-1]',\n", " r = sqrt(x.^2 .+ y.^2),\n", " i = find(r .< 1),\n", " A = Laplacian(Nx,Ny,2Lx,2Ly),\n", " Ai = A[i,i],\n", " result = eigs(Ai, which=\"SM\", nev=1, maxiter=10000)\n", " result[1][1]\n", "end" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "5.746460127868359" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "\u03bbi_400 = let Nx = 400, Ny = 400,\n", " x = linspace(-Lx,Lx,Nx+2)[2:end-1],\n", " y = linspace(-Ly,Ly,Ny+2)[2:end-1]',\n", " r = sqrt(x.^2 .+ y.^2),\n", " i = find(r .< 1),\n", " A = Laplacian(Nx,Ny,2Lx,2Ly),\n", " Ai = A[i,i],\n", " result = eigs(Ai, which=\"SM\", nev=1, maxiter=10000)\n", " result[1][1]\n", "end" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "5.764358138404327" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "(\u03bbi1- \u03bbi_200) / \u03bbi1, (\u03bbi1- \u03bbi_400) / \u03bbi1," ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "(0.006350450307793745,0.0032556145804557303)" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The error is definitely decreasing, but it is only *halving* with each doubling of the resolution:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "(\u03bbi1- \u03bbi_200) / (\u03bbi1- \u03bbi[1]), (\u03bbi1- \u03bbi_400) / (\u03bbi1- \u03bbi_200)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "(0.4770528042191477,0.512658854516222)" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is, we only have *first-order* convergence: errors $O(\\Delta x)$, rather than the second-order accuracy we might naively expect from our center-difference approximations. The problem is that we are making a first-order error in our boundary conditions. The boundary pixels that we are setting to zero come from a *square* grid and don't lie exactly on the radius-1 circle; the distance between our \"staircased\"/gridded boundary and the true boundary is proportional to $\\Delta x$, so this is a first-order error." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "part (b)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Lx = 1\n", "Ly = 1\n", "Nx = 100\n", "Ny = 100\n", "x = linspace(-Lx,Lx,Nx+2)[2:end-1] # a column vector\n", "y = linspace(-Ly,Ly,Ny+2)[2:end-1]' # a row vector\n", "r = sqrt(x.^2 .+ y.^2)\n", "dx = Lx / (Nx+1)\n", "dy = Ly / (Ny+1)\n", "\n", "# we'll also need x and y on the v and w grids:\n", "xv = linspace(-Lx,Lx,Nx+2)[1:end-1] + dx/2\n", "yw = linspace(-Ly,Ly,Ny+2)[1:end-1]' + dy/2\n", "rv = sqrt(xv.^2 .+ y.^2)\n", "rw = sqrt(x.^2 .+ yw.^2)\n", "\n", "# construct G from Dx and Dy via Kronecker products:\n", "Dx = sdiff1(Nx) / dx\n", "Dy = sdiff1(Ny) / dy\n", "G = [kron(speye(Ny), Dx); kron(Dy, speye(Nx))]\n", "\n", "# The C matrices multiply by c(r) = r^2 + 1 on the v and w grids:\n", "cv = rv.^2 + 1\n", "cw = rw.^2 + 1\n", "Cg = spdiagm([reshape(cv, prod(size(cv))), reshape(cw, prod(size(cw)))], 0)\n", "\n", "# we put it all together to get our A0 matrix on the square domain:\n", "A0 = -G' * Cg * G\n", "\n", "# then we pick out the parts inside the cylinder as before\n", "i = find(r .< 1)\n", "Ai = A0[i,i] " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "8000x8000 sparse matrix with 39600 Float64 nonzeros:\n", "\t[1 , 1] = -81693.0\n", "\t[2 , 1] = 20344.3\n", "\t[25 , 1] = 20264.3\n", "\t[1 , 2] = 20344.3\n", "\t[2 , 2] = -81401.0\n", "\t[3 , 2] = 20274.2\n", "\t[26 , 2] = 20192.3\n", "\t[2 , 3] = 20274.2\n", "\t[3 , 3] = -81141.0\n", "\t[4 , 3] = 20212.3\n", "\t\u22ee\n", "\t[7974, 7998] = 19932.3\n", "\t[7997, 7998] = 20184.3\n", "\t[7998, 7998] = -80685.0\n", "\t[7999, 7998] = 20242.3\n", "\t[7975, 7999] = 19996.3\n", "\t[7998, 7999] = 20242.3\n", "\t[7999, 7999] = -80937.0\n", "\t[8000, 7999] = 20308.3\n", "\t[7976, 8000] = 20068.2\n", "\t[7999, 8000] = 20308.3\n", "\t[8000, 8000] = -81221.0\n" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "part (c)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# following the lecture notebook:\n", "\u03bbi, Ui = eigs(Ai, which=\"SM\", nev=1)\n", "u = zeros(Nx,Ny)\n", "u[i] = Ui[:,1]\n", "imshow(u, extent=[-Ly,Ly,-Lx,Lx], cmap=\"RdBu\")\n", "contour(y,x, (r.<1) * 1.0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"cell_type": "code", "collapsed": false, "input": [ "plot(r[Nx/2:end,Ny/2], u[Nx/2:end,Ny/2], \"ro-\")\n", "plot(0:0.01:1, besselj(0, k01 * (0:0.01:1)) / 45, \"b--\")\n", "xlabel(L\"radius $r/R$\")\n", "ylabel(L\"eigenfunctions $u_0(r)$\")\n", "legend([L\"$c(r) = r^2 + 1$\", L\"$c = 1\"])\n", "savefig(\"pset5-f13-2c.pdf\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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This is consistent with what we expect from the min\u2013max theorem, since this eigenfunction \"wants\" to minimize the Rayleigh quotient $\\int c|\\nabla u|^2 / \\int |u|^2$, so it \"wants\" to be concentrated in the regions of *smallest* $c$, and this occurs in the center (small $r$)." ] } ], "metadata": {} } ] }