diff --git a/examples/euler_vortex_2d-Copy1.ipynb b/examples/euler_vortex_2d-Copy1.ipynb deleted file mode 100644 index 6692a12d..00000000 --- a/examples/euler_vortex_2d-Copy1.ipynb +++ /dev/null @@ -1,1501 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# `StableSpectralElements.jl` - Kelvin-Helmholtz\n", - "\n", - "First, let's load the packages used in this example." - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "using StableSpectralElements, OrdinaryDiffEq\n", - "using Plots, Plots.PlotMeasures, TimerOutputs, StaticArrays, BenchmarkTools" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We will be solving the two-dimensional compressible Euler equations, which are a hyperbolic system of conservation laws given by\n", - "$$\n", - "\\begin{aligned}\n", - "\\partial_t \\rho(\\boldsymbol{x},t) + \\nabla_{\\boldsymbol{x}} \\cdot ( \\rho(\\boldsymbol{x},t) \\boldsymbol{V}(\\boldsymbol{x},t)) &= 0,\\\\\n", - "\\partial_t ( \\rho(\\boldsymbol{x},t) \\boldsymbol{V}(\\boldsymbol{x},t)) + \\nabla_{\\boldsymbol{x}} \\cdot ( \\rho(\\boldsymbol{x},t) \\boldsymbol{V}(\\boldsymbol{x},t) \\otimes \\boldsymbol{V}(\\boldsymbol{x},t) + P(\\boldsymbol{x},t)\\boldsymbol{I}) &= \\boldsymbol{0},\\\\\n", - "\\partial_t E(\\boldsymbol{x},t) + \\nabla_{\\boldsymbol{x}} \\cdot ((E(\\boldsymbol{x},t) + P(\\boldsymbol{x},t))\\boldsymbol{V}(\\boldsymbol{x},t)) &= 0,\n", - "\\end{aligned}\n", - "$$\n", - "with \n", - "$$\n", - " P(\\boldsymbol{x},t) = (\\gamma - 1)\\big(E(\\boldsymbol{x},t) - \\tfrac{1}{2} \\rho(\\boldsymbol{x},t) \\lVert \\boldsymbol{V}(\\boldsymbol{x},t) \\rVert^2 \\big),\n", - "$$\n", - "where $\\gamma = 1.4$ is the specific heat ratio. The initial condition is an isentropic vortex in a uniform flow on the domain $\\Omega = (0,1)^2$ with periodic boundary conditions, at a Mach number of 0.4. The density field is shown below.\n", - "\n", - "![620x400](figures/euler_initial_condition.png)" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "mach_number = 0.4\n", - "angle = π/3\n", - "L = 1.0\n", - "γ=1.4\n", - "T = L/mach_number # end time\n", - "strength = sqrt(2/(γ-1)*(1-0.75^(γ-1))) # for central value of ρ=0.75\n", - "\n", - "conservation_law = EulerEquations{2}(γ)\n", - "exact_solution = IsentropicVortex(conservation_law, θ=angle,\n", - " Ma=mach_number, β=0.0, R=1.0/10.0, x_0=(L/2,L/2));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's discretize the above problem using a `ModalMulti` discretization of degree $p = 3$ on an isoparametrically warped triangular mesh with $M = 4$ edges in each direction. We will use an entropy-stable flux-differencing scheme employing [Ranocha's two-point flux](https://link.springer.com/chapter/10.1007/978-3-030-39647-3_42) and Lax-Friedrichs interface dissipation; to obtain an entropy-conservative scheme, one can instead take `inviscid_numerical_flux=EntropyConservativeNumericalFlux()`. The modal (i.e. non-collocated) formulation necessitates the introduction of an \"entropy projection\" procedure as well as a facet correction equivalent to the use of hybridized/decoupled SBP operators as proposed by [Chan (2018)](https://arxiv.org/abs/1708.01243)." - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "metadata": {}, - "outputs": [], - "source": [ - "p = 4\n", - "M = 4\n", - "\n", - "form = FluxDifferencingForm(inviscid_numerical_flux=LaxFriedrichsNumericalFlux())\n", - "\n", - "reference_approximation = ReferenceApproximation(ModalMulti(p), Tri(), mapping_degree=p)\n", - "\n", - "uniform_mesh = uniform_periodic_mesh(reference_approximation, ((0.0,L),(0.0,L)), (M,M))\n", - "\n", - "mesh = warp_mesh(uniform_mesh, reference_approximation, ChanWarping(1.0/16, (L,L)))\n", - "\n", - "spatial_discretization = SpatialDiscretization(mesh, reference_approximation)\n", - "\n", - "results_path = save_project(conservation_law,\n", - " spatial_discretization, exact_solution, form, (0.0, T),\n", - " \"results/euler_vortex_2d/\", overwrite=true, clear=true);\n", - "\n", - "ode = semidiscretize(conservation_law, spatial_discretization, \n", - " exact_solution, form, (0.0, T), parallelism=Serial());" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll now plot the mesh, showing the volume and facet quadrature nodes." - ] - }, - { - "cell_type": "code", - "execution_count": 151, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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"text/html": [ - "" - ] - }, - "execution_count": 151, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "plot(spatial_discretization, grid_connect=true, fmt=:png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The resulting system of ordinary differential equations can then be solved as usual using OrdinaryDiffEq.jl's `solve` function." - ] - }, - { - "cell_type": "code", - "execution_count": 152, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n", - "\u001b[0m\u001b[1m \u001b[22m Time Allocations \n", - " ─────────────────────── ────────────────────────\n", - " Tot / % measured: 6.01s / 97.9% 752MiB / 99.1% \n", - "\n", - " Section ncalls time %tot avg alloc %tot avg\n", - " ────────────────────────────────────────────────────────────────────────────────\n", - " semi-disc. residual 8.20k 5.89s 100.0% 718μs 745MiB 100.0% 93.0KiB\n", - " time deriv. 262k 3.44s 58.4% 13.1μs 0.00B 0.0% 0.00B\n", - " nodal values 262k 2.38s 40.4% 9.05μs 745MiB 100.0% 2.91KiB\n", - "\u001b[0m\u001b[1m ────────────────────────────────────────────────────────────────────────────────\u001b[22m\n" - ] - } - ], - "source": [ - "N_t = 25*M*(p+1)\n", - "reset_timer!()\n", - "sol = solve(ode, DP8(), adaptive=false, dt=T/N_t, save_everystep=false, \n", - " callback=save_callback(results_path, (0.0,T), 5))\n", - "print_timer()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The $L^2$ error in each conservative variable (i.e. $\\rho$, $\\rho V_1$, $\\rho V_2$, and $E$) can be computed as follows." - ] - }, - { - "cell_type": "code", - "execution_count": 153, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "L2 error:\n", - "[2.2880724743600347e-14, 5.292511259779722e-14, 7.672832774258492e-14, 4.966806113703338e-14]\n" - ] - } - ], - "source": [ - "error_analysis = ErrorAnalysis(results_path, conservation_law, \n", - " spatial_discretization)\n", - "println(\"L2 error:\")\n", - "println(analyze(error_analysis, last(sol.u), exact_solution, T))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll check that the scheme is indeed conservative by plotting the evolution of the integrated conservative variables." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "ename": "LoadError", - "evalue": "UndefVarError: `PrimaryConservationAnalysis` not defined", - "output_type": "error", - "traceback": [ - "UndefVarError: `PrimaryConservationAnalysis` not defined", - "", - "Stacktrace:", - " [1] top-level scope", - " @ In[1]:1" - ] - } - ], - "source": [ - "conservation = analyze(PrimaryConservationAnalysis(results_path, \n", - " conservation_law, spatial_discretization),\n", - " load_time_steps(results_path), normalize=false)\n", - "\n", - "conservation_plot = plot(conservation, ylabel=\"Conservation metric\", 1, \n", - " net_change=true, label=\"\\$\\\\rho\\$\", size=(400,300), fmt=:png)\n", - "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_1\\$\", 2, net_change=true)\n", - "plot!(conservation_plot, conservation, label=\"\\$\\\\rho V_2\\$\", 3, net_change=true)\n", - "plot!(conservation_plot, conservation, label=\"\\$E\\$\", 4, net_change=true)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can finally plot the evolution of the integrated mathematical entropy $\\int_{\\Omega} S(U(\\boldsymbol{x},t)) \\, \\mathrm{d} \\boldsymbol{x}$, where $S(U(\\boldsymbol{x},t)) = - \\tfrac{1}{1-\\gamma}\\rho(\\boldsymbol{x},t) \\ln(p(\\boldsymbol{x},t)/\\rho(\\boldsymbol{x},t)^\\gamma) $, again using the scheme's collocated LGL quadrature rule. Notice that the scheme dissipates entropy, as expected." - ] - }, - { - "cell_type": "code", - "execution_count": 155, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ParaView." - ] - }, - { - "cell_type": "code", - "execution_count": 156, - "metadata": {}, - "outputs": [], - "source": [ - "for i in eachindex(sol.u)\n", - " postprocess_vtk(spatial_discretization, string(results_path,\n", - " \"solution_\",i,\".vtu\"), sol.u[i], variable_name=\"Density\")\n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": 157, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.07288499288108677" - ] - }, - "execution_count": 157, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "maximum(spatial_discretization.geometric_factors.Λ_q[:,1,1,1]) - minimum(spatial_discretization.geometric_factors.Λ_q[:,1,1,1])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Julia 1.9.3", - "language": "julia", - "name": "julia-1.9" - }, - "language_info": { - "file_extension": ".jl", - "mimetype": "application/julia", - "name": "julia", - "version": "1.9.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}