{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 3: 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 = 31\n", "ny = 31\n", "nt = 17\n", "nu = .05\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 nuper of timesteps to see our \"hat function\" dissipate to varying degrees." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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=2.)\n", "plot_field(u, zmax=2.5)\n", "\n", "diffuse(u, nt=10)\n", "plot_field(u, zmax=2.5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "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=2.)\n", " \n", "diffuse(u, nt=50)\n", "plot_field(u, zmax=2.5)" ] }, { "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 discretisation by setting `space_order=2`. Only then can we use the shorthand notation `u.dx2` and `u.dx2` to denote second derivatives." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(u(t + dt, x, y), (a*dt*h_x**2*(-2*u(t, x, y) + u(t, x, y - h_y) + u(t, x, y + h_y)) + a*dt*h_y**2*(-2*u(t, x, y) + u(t, x - h_x, y) + u(t, x + h_x, y)) + h_x**2*h_y**2*u(t, x, y))/(h_x**2*h_y**2))\n" ] } ], "source": [ "from devito import Grid, TimeFunction, Eq\n", "from sympy import 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)[0]\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 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), (a*dt*h_x**2*(-2*u(t, x, y) + u(t, x, y - h_y) + u(t, x, y + h_y)) + a*dt*h_y**2*(-2*u(t, x, y) + u(t, x - h_x, y) + u(t, x + h_x, y)) + 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)[0]\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 pu 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": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "CustomCompiler: compiled /var/folders/qr/4hc1nw7d3hj55jbd1z7kkrvh0000gn/T/devito-rzmjwsx5/a3a99b9b525743584448033b7f68eaecc959cb91.c [1.17 s]\n", "=========================================================================================\n", "Section section_1<11,31> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section section_2<11,31> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section main<11,31,31> with OI=2.50 computed in 0.000 s [5.42 GFlops/s, 0.27 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from sympy import solve\n", "from devito import Operator, Constant, Eq, INTERIOR\n", "\n", "# Reset our data field and ICs\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "# Create an operator with second-order derivatives\n", "a = Constant(name='a')\n", "eq = Eq(u.dt, a * u.laplace, region=INTERIOR)\n", "stencil = solve(eq, u.forward)[0]\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.indexed[t+1, 0, y], 1.)] # left\n", "bc += [Eq(u.indexed[t+1, nx-1, y], 1.)] # right\n", "bc += [Eq(u.indexed[t+1, x, ny-1], 1.)] # top\n", "bc += [Eq(u.indexed[t+1, x, 0], 1.)] # bottom\n", "\n", "op = Operator([eq_stencil] + bc)\n", "op(time=10, dt=dt, a=nu)\n", "\n", "plot_field(u.data[0], zmax=2.5)" ] }, { "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." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "=========================================================================================\n", "Section section_1<51,31> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section section_2<51,31> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section main<51,31,31> with OI=2.50 computed in 0.000 s [6.45 GFlops/s, 0.32 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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=2.)\n", "\n", "op(u=u2, time=50, dt=dt, a=nu)\n", "\n", "plot_field(u2.data[0], zmax=2.5)" ] } ], "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": "3.6.4" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }