{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Getting started with Julia and Trixi.jl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Trixi.jl](https://github.com/trixi-framework/Trixi.jl) is a numerical simulation framework for hyperbolic conservation laws written in [Julia](https://julialang.org). A key objective for the framework is to be useful to both scientists and students. Therefore, next to having an extensible design with a fast implementation, Trixi is focused on being easy to use for new or inexperienced users, including the installation and postprocessing procedures.\n", "\n", "The primary goal of this notebook is to provide a live demonstration of Julia and Trixi during a talk given at the Numerical Analysis Seminar at Lund University in January 2021. Here, we will show how to use Trixi for setting up and running simulations, how to visualize the results, and how to extend Trixi with new functionality. The notebook and a description of how to run it with Jupyter are available at https://github.com/trixi-framework/talk-2021-julia-adaptive-multi-physics-simulations. For more information about Trixi and how to use it, please visit Trixi on [GitHub](https://github.com/trixi-framework/Trixi.jl) or refer to the [official documentation](https://trixi-framework.github.io/Trixi.jl/stable/). This notebook was set up and tested with Julia 1.5.3 but may also work with other versions.\n", "\n", "*Note:* If you change a variable in a later cell and then re-execute an earlier cell, the results might change unexpectedly. Thus if in doubt, re-run the entire notebook *in order*. The reason is that all cells in a Jupyter notebooks share a common variable space. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Table of contents**\n", "1. [Quickstart](#Quickstart)\n", "2. [Mixing an elixir: creating a Trixi simulation from scratch](#Mixing-an-elixir:-creating-a-Trixi-simulation-from-scratch)\n", " 1. [The basics](#The-basics)\n", " 2. [Using a different initial condition](#Using-a-different-initial-condition)\n", " 3. [Adaptive mesh refinement](#Adaptive-mesh-refinement)\n", " 4. [In-situ visualization](#In-situ-visualization)\n", "3. [Advanced usage](#Advanced-usage)\n", " 1. [Analyzing the solution](#Analyzing-the-solution)\n", " 2. [Running convergence tests](#Running-convergence-tests)\n", " 3. [Visualizing the spectrum](#Visualizing-the-spectrum)\n", " 4. [Postprocessing with Trixi2Vtk and ParaView](#Postprocessing-with-Trixi2Vtk-and-ParaView)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quickstart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To quickly get up and running with Trixi, load the package (only required once) and start an example 2D simulation with the following commands (to execute a Jupyter cell, select it and hit `Ctrl-Enter`):" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "using Trixi\n", "\n", "trixi_include(default_example())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`trixi_include(...)` is a function that loads a Julia file and executes its contents. We call such files that contain a valid Trixi setup **elixirs**. `default_example()` is part of the Trixi package and returns the path to an example elixir for running a 2D linear advection simulation.\n", "\n", "**Please note that during the first invocation this may take a minute or two, since Julia has to compile all functions at first usage.**\n", "\n", "The results of a Trixi simulation can easily be visualized with the [Plots](https://github.com/JuliaPlots/Plots.jl) package. Simply load `Plots` and call the `plot(...)` command with the argument `sol`. By convention, in all our elixirs `sol` (short for *solution*) is the variable name that contains the result of a simulation." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "using Plots\n", "\n", "plot(sol)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Mixing an elixir: creating a Trixi simulation from scratch" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "In this section, we will see how one can combine the individual components that make up Trixi into a full simulation setup that can be executed." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### The basics" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Let's have a look at what an elixir looks like. Generally speaking, the following components are required:\n", "* an **equation** object that contains all physics-specific data and functionality\n", "* a **solver** that represents the numerical method and its algorithms\n", "* a **mesh** that holds the grid data\n", "* a **semidiscretization** that encapsulates equation, solver, and mesh, together with initial and boundary conditions\n", "\n", "The semidiscretization object is then used to create an `ODEProblem` that can be solved with one of the solvers for ordinary differential equations (ODEs) from the [OrdinaryDiffEq](https://github.com/SciML/OrdinaryDiffEq.jl) package." ] }, { "attachments": { "ec01b418-74d1-4b51-83f0-01624de0f652.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "