{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: Nonlinear convection in 2D\n", "\n", "Following the initial convection tutorial with a single state variable $u$, we will now look at non-linear convection (step 6 in the original). This brings one new crucial challenge: computing a pair of coupled equations and thus updating two time-dependent variables $u$ and $v$.\n", "\n", "The full set of coupled equations is now\n", "\n", "\\begin{aligned}\n", "\\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y} = 0 \\\\\n", "\\\\\n", "\\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y} = 0\\\\\n", "\\end{aligned}\n", "\n", "and rearranging the discretised version gives us an expression for the update of both variables\n", "\n", "\\begin{aligned}\n", "u_{i,j}^{n+1} &= u_{i,j}^n - u_{i,j} \\frac{\\Delta t}{\\Delta x} (u_{i,j}^n-u_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (u_{i,j}^n-u_{i,j-1}^n) \\\\\n", "\\\\\n", "v_{i,j}^{n+1} &= v_{i,j}^n - u_{i,j} \\frac{\\Delta t}{\\Delta x} (v_{i,j}^n-v_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (v_{i,j}^n-v_{i,j-1}^n)\n", "\\end{aligned}\n", "\n", "So, for starters we will re-create the original example run in pure NumPy array notation, before demonstrating \n", "the Devito version. Let's start again with some utilities and 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 = 101\n", "ny = 101\n", "nt = 80\n", "c = 1.\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's re-create the initial setup with a 2D \"hat function\", but this time for two state variables." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Allocate fields and assign initial conditions\n", "u = np.empty((nx, ny))\n", "v = np.empty((nx, ny))\n", "\n", "init_hat(field=u, dx=dx, dy=dy, value=2.)\n", "init_hat(field=v, dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create the two stencil expression for our two coupled equations according to the discretised equation above. We again use some simple Dirichlet boundary conditions to keep the values on all sides constant." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "for n in range(nt + 1): ##loop across number of time steps\n", " un = u.copy()\n", " vn = v.copy()\n", " u[1:, 1:] = (un[1:, 1:] - \n", " (un[1:, 1:] * c * dt / dx * (un[1:, 1:] - un[1:, :-1])) -\n", " vn[1:, 1:] * c * dt / dy * (un[1:, 1:] - un[:-1, 1:]))\n", " v[1:, 1:] = (vn[1:, 1:] -\n", " (un[1:, 1:] * c * dt / dx * (vn[1:, 1:] - vn[1:, :-1])) -\n", " vn[1:, 1:] * c * dt / dy * (vn[1:, 1:] - vn[:-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\n", " \n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent, we gain get a wave that resembles the one from the oiginal examples.\n", "\n", "Now we can set up our coupled problem in Devito. Let's start by creating two initial state variables $u$ and $v$, as before, and intialising them with our \"hat function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, TimeFunction\n", "\n", "# First we need two time-dependent data fields, both initialised with the hat function\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "v = TimeFunction(name='v', grid=grid)\n", "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the two `TimeFunction` objects we can again derive our dicretized equation, rearrange for the forward stencil point in time and define our variable update expression - only we have to do everything twice now! We again use foward differences for time via `u.dt` and backward differnces in space via `u.dxl` and `u.dyl` to match the original tutorial." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "U update:\n", "Eq(u(t + dt, x, y), (dt*h_x*(-u(t, x, y) + u(t, x, y - h_y))*v(t, x, y) + dt*h_y*(-u(t, x, y) + u(t, x - h_x, y))*u(t, x, y) + h_x*h_y*u(t, x, y))/(h_x*h_y))\n", "\n", "V update:\n", "Eq(v(t + dt, x, y), (dt*h_x*(-v(t, x, y) + v(t, x, y - h_y))*v(t, x, y) + dt*h_y*(-v(t, x, y) + v(t, x - h_x, y))*u(t, x, y) + h_x*h_y*v(t, x, y))/(h_x*h_y))\n", "\n" ] } ], "source": [ "from sympy import solve\n", "from devito import Eq, INTERIOR\n", "\n", "eq_u = Eq(u.dt + u*u.dxl + v*u.dyl)\n", "eq_v = Eq(v.dt + u*v.dxl + v*v.dyl)\n", "\n", "# We can use the same SymPy trick to generate two\n", "# stencil expressions, one for each field update.\n", "stencil_u = solve(eq_u, u.forward)[0]\n", "stencil_v = solve(eq_v, v.forward)[0]\n", "update_u = Eq(u.forward, stencil_u, region=INTERIOR)\n", "update_v = Eq(v.forward, stencil_v, region=INTERIOR)\n", "\n", "print(\"U update:\\n%s\\n\" % update_u)\n", "print(\"V update:\\n%s\\n\" % update_v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then set Dirichlet boundary conditions at all sides of the domain to $1$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_u = [Eq(u.indexed[t+1, 0, y], 1.)] # left\n", "bc_u += [Eq(u.indexed[t+1, nx-1, y], 1.)] # right\n", "bc_u += [Eq(u.indexed[t+1, x, ny-1], 1.)] # top\n", "bc_u += [Eq(u.indexed[t+1, x, 0], 1.)] # bottom\n", "bc_v = [Eq(v.indexed[t+1, 0, y], 1.)] # left\n", "bc_v += [Eq(v.indexed[t+1, nx-1, y], 1.)] # right\n", "bc_v += [Eq(v.indexed[t+1, x, ny-1], 1.)] # top\n", "bc_v += [Eq(v.indexed[t+1, x, 0], 1.)] # bottom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally we can put it all together to build an operator and solve our coupled problem." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "CustomCompiler: compiled /var/folders/qr/4hc1nw7d3hj55jbd1z7kkrvh0000gn/T/devito-sgqn51jn/2f1a291c50a8ee234a1861ccb3c37b1903e971cc.c [1.78 s]\n", "=========================================================================================\n", "Section section_1<81,101> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section section_2<81,101> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section main<81,99,99> with OI=1.75 computed in 0.004 s [5.67 GFlops/s, 0.20 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Reset our data field and ICs\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "op = Operator([update_u, update_v] + bc_u + bc_v)\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])" ] } ], "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 }