{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Devito CFD Tutorial series\n", "\n", "The following series of notebook tutorials will demonstrate the use of Devito and it's SymPy-based API to solve a set of classic examples from Computational Fluid Dynamics (CFD). The tutorials are based on the excellent tutorial series _CFD Python: 12 steps to Navier-Stokes_ by Lorena Barba and focus on the implementation with Devito rather than pure CFD or finite difference theory. For a refresher on how to implement 2D finite difference solvers for CFD problems, please see the original tutorial series here:
\n", "http://lorenabarba.com/blog/cfd-python-12-steps-to-navier-stokes/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: Linear convection in 2D\n", "\n", "Lets start with a simple 2D convection example - step 5 in the original blog. This will already allow us to demonstrate a lot about the use of Devito's symbolic data objects and how to use them to build a simple operator directly from the symbolic notation of the equation. The governing equation we will implement in this tutorial is:\n", "\n", "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n", "\n", "In order to implement this equation we first discretize it using forward differences in time and backward differences in space. Just as the original tutorial, we will use $u_{i,j}^n$ to denote a finite difference stencil point with $i$ and $j$ denoting spatial indices and $n$ denoting the time index. So, after re-arragning the discretized equation for the forward stencil point in time we get \n", "\n", "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n", "\n", "Using this, we can start deriving the computational stencil for this equation. Let's first look at the original _pure Python_ implementation of the linear convection flow - but first we import our tools and define some parameters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dx 0.025, dy 0.025\n" ] } ], "source": [ "from examples.cfd import plot_field, init_hat\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 81\n", "ny = 81\n", "nt = 100\n", "c = 1.\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "print(\"dx %s, dy %s\" % (dx, dy))\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A small note on style:** Throughout this tutorial series we will use utility functions to plot the various 2D functions and data sets we deal with. These are all taken from the original tutorial series, but have been slightly modified for our purposes. One of the differences readers might find is that the original series uses _(y, x)_ indexing for 2d data arrays, whereas many of the examples have been adapted to use _(x, y)_ notation in our tutorials.\n", "\n", "So, let's start by creating a simple 2D function and initialising it with a \"hat function\". We will use that initialisation function a lot, so it comes from our utility scripts:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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