{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 3, part A: Diffusion \n", "\n", "In this example we will look at the diffusion equation and how to handle second-order derivatives. For this, we will introduce Devito's `.laplace` short-hand expression and demonstrate it using the examples from step 7 of the original tutorial.\n", "\n", "So, the equation we are now trying to implement is\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", "To discretize this equation we will use central differences and reorganizing the terms yields\n", "\n", "\\begin{align}\n", "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) \\\\\n", "&+ \\frac{\\nu \\Delta t}{\\Delta y^2}(u_{i,j+1}^n-2 u_{i,j}^n + u_{i,j-1}^n)\n", "\\end{align}\n", "\n", "As usual, we establish our baseline experiment by re-creating some of the original example runs. So let's start by defining some parameters." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 80\n", "ny = 80\n", "nt = 50\n", "nu = .5\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "sigma = .25\n", "dt = sigma * dx * dy / nu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now set up the diffusion operator as a separate function, so that we can re-use if for several runs." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def diffuse(u, nt):\n", " for n in range(nt + 1): \n", " un = u.copy()\n", " u[1:-1, 1:-1] = (un[1:-1,1:-1] + \n", " nu * dt / dx**2 * (un[1:-1, 2:] - 2 * un[1:-1, 1:-1] + un[1:-1, 0:-2]) +\n", " nu * dt / dy**2 * (un[2:,1: -1] - 2 * un[1:-1, 1:-1] + un[0:-2, 1:-1]))\n", " u[0, :] = 1\n", " u[-1, :] = 1\n", " u[:, 0] = 1\n", " u[:, -1] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's take this for a spin. In the next two cells we run the same diffusion operator for a varying number of timesteps to see our \"hat function\" dissipate to varying degrees." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial state\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After 50 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After another 50 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialise u with hat function\n", "u = np.empty((nx, ny))\n", "init_hat(field=u, dx=dx, dy=dy, value=1)\n", "\n", "# Field initialization\n", "u[ nx//4:nx//4+10 , ny//4:ny//4+10 ] = 2\n", "u[ 3*nx//4:3*nx//4+10 , ny//4:ny//4+10 ] = 3\n", "u[ nx//4:nx//4+10 , 3*ny//4:3*ny//4+10 ] = 4\n", "u[ 3*ny//4:3*ny//4+10 , 3*ny//4:3*ny//4+10 ] = 5\n", "\n", "print (\"Initial state\")\n", "plot_field(u, zmax=4.5)\n", "\n", "diffuse(u, nt)\n", "print (\"After\", nt, \"timesteps\")\n", "plot_field(u, zmax=4.5)\n", "\n", "diffuse(u, nt)\n", "print (\"After another\", nt, \"timesteps\")\n", "plot_field(u, zmax=4.5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 50 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialise u with hat function\n", "u = np.empty((nx, ny))\n", "init_hat(field=u, dx=dx, dy=dy, value=1.)\n", "\n", "# Field initialization\n", "u[ nx//4:nx//4+10 , ny//4:ny//4+10 ] = 2\n", "u[ 3*nx//4:3*nx//4+10 , ny//4:ny//4+10 ] = 3\n", "u[ nx//4:nx//4+10 , 3*ny//4:3*ny//4+10 ] = 4\n", "u[ 3*ny//4:3*ny//4+10 , 3*ny//4:3*ny//4+10 ] = 5\n", "\n", "\n", " \n", "diffuse(u, nt)\n", "print (\"After\", nt, \"timesteps\")\n", "plot_field(u, zmax=4.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent. Now for the Devito part, we need to note one important detail to our previous examples: we now have a second-order derivative. So, when creating our `TimeFunction` object we need to tell it about our spatial discretization by setting `space_order=2`. Only then can we use the shorthand notation `u.dx2` and `u.dx2` to denote second order derivatives." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(u(t + dt, x, y), 2.0*(-1.0*a*dt*h_x**2*u(t, x, y) + 0.5*a*dt*h_x**2*u(t, x, y - h_y) + 0.5*a*dt*h_x**2*u(t, x, y + h_y) - 1.0*a*dt*h_y**2*u(t, x, y) + 0.5*a*dt*h_y**2*u(t, x - h_x, y) + 0.5*a*dt*h_y**2*u(t, x + h_x, y) + 0.5*h_x**2*h_y**2*u(t, x, y))/(h_x**2*h_y**2))\n" ] } ], "source": [ "from devito import Grid, TimeFunction, Eq, solve\n", "from sympy.abc import a\n", "\n", "# Initialize `u` for space order 2\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid, space_order=2)\n", "\n", "# Create an equation with second-order derivatives\n", "eq = Eq(u.dt, a * (u.dx2 + u.dy2))\n", "stencil = solve(eq, u.forward)\n", "eq_stencil = Eq(u.forward, stencil)\n", "\n", "print(eq_stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, there is another trick here! Note how the above formulation explicitly uses `u.dx2` and `u.dy2` to denote the laplace operator, which makes this equation dependent on the spatial dimension. We can instead use the notation `u.laplace` to denote all second order derivatives in space, allowing us to reuse this code for 2D and 3D examples." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(u(t + dt, x, y), 2.0*(-1.0*a*dt*h_x**2*u(t, x, y) + 0.5*a*dt*h_x**2*u(t, x, y - h_y) + 0.5*a*dt*h_x**2*u(t, x, y + h_y) - 1.0*a*dt*h_y**2*u(t, x, y) + 0.5*a*dt*h_y**2*u(t, x - h_x, y) + 0.5*a*dt*h_y**2*u(t, x + h_x, y) + 0.5*h_x**2*h_y**2*u(t, x, y))/(h_x**2*h_y**2))\n" ] } ], "source": [ "eq = Eq(u.dt, a * u.laplace)\n", "stencil = solve(eq, u.forward)\n", "eq_stencil = Eq(u.forward, stencil)\n", "\n", "print(eq_stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great. Now all that is left is to put it all together to build the operator and use it on our examples. For illustration purposes we will do this in one cell, including update equation and boundary conditions." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.02 s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "After 50 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.03 s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "After another 50 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator, Constant, Eq, solve\n", "\n", "# Reset our data field and ICs\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=1.)\n", "\n", "# Field initialization\n", "u.data[0][ nx//4:nx//4+10 , ny//4:ny//4+10 ] = 2\n", "u.data[0][ 3*nx//4:3*nx//4+10 , ny//4:ny//4+10 ] = 3\n", "u.data[0][ nx//4:nx//4+10 , 3*ny//4:3*ny//4+10 ] = 4\n", "u.data[0][ 3*ny//4:3*ny//4+10 , 3*ny//4:3*ny//4+10 ] = 5\n", "\n", "\n", "# Create an operator with second-order derivatives\n", "a = Constant(name='a')\n", "eq = Eq(u.dt, a * u.laplace, subdomain=grid.interior)\n", "stencil = solve(eq, u.forward)\n", "eq_stencil = Eq(u.forward, stencil)\n", "\n", "# Create boundary condition expressions\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc = [Eq(u[t+1, 0, y], 1.)] # left\n", "bc += [Eq(u[t+1, nx-1, y], 1.)] # right\n", "bc += [Eq(u[t+1, x, ny-1], 1.)] # top\n", "bc += [Eq(u[t+1, x, 0], 1.)] # bottom\n", "\n", "op = Operator([eq_stencil] + bc)\n", "op(time=nt, dt=dt, a=nu)\n", "\n", "print (\"After\", nt, \"timesteps\")\n", "plot_field(u.data[0], zmax=4.5)\n", "\n", "op(time=nt, dt=dt, a=nu)\n", "print (\"After another\", nt, \"timesteps\")\n", "plot_field(u.data[0], zmax=4.5)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "And now let's use the same operator again to show the more diffused field. In fact, instead of resetting the previously used object `u`, we can also create a new `TimeFunction` object and tell our operator to use this. In this cell we will double the value of `time`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.02 s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "After 100 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.18 s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "After another 100 timesteps\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "u2 = TimeFunction(name='u2', grid=grid, space_order=2)\n", "init_hat(field=u2.data[0], dx=dx, dy=dy, value=1.)\n", "\n", "# Field initialization\n", "u2.data[0][ nx//4:nx//4+10 , ny//4:ny//4+10 ] = 2\n", "u2.data[0][ 3*nx//4:3*nx//4+10 , ny//4:ny//4+10 ] = 3\n", "u2.data[0][ nx//4:nx//4+10 , 3*ny//4:3*ny//4+10 ] = 4\n", "u2.data[0][ 3*ny//4:3*ny//4+10 , 3*ny//4:3*ny//4+10 ] = 5\n", "\n", "op(u=u2, time=2*nt, dt=dt, a=nu)\n", "\n", "\n", "print (\"After\", 2*nt, \"timesteps\")\n", "plot_field(u2.data[0], zmax=4.5)\n", "\n", "op(u=u2, time=2*nt, dt=dt, a=nu)\n", "print (\"After another\", 2*nt, \"timesteps\")\n", "plot_field(u2.data[0], zmax=4.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.2" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }