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Examples/.ipynb_checkpoints/Simple Pendulum- Forward and Back integration-checkpoint.ipynb
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"id": "c5b2c9a2", | ||
"metadata": {}, | ||
"source": [ | ||
"# Simple Pendulum example: forward and backward integrations" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "b343f609", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"using OrdinaryDiffEq \n", | ||
"using IRKGaussLegendre\n", | ||
"using Plots" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "fb9278c5", | ||
"metadata": {}, | ||
"source": [ | ||
"## ODE definition " | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "df7272c0", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"#Constants\n", | ||
"const g = 9.81\n", | ||
"L = 1.0\n", | ||
"\n", | ||
"#Initial Conditions\n", | ||
"u₀ = [0, π / 2]\n", | ||
"\n", | ||
"#Define the problem\n", | ||
"function simplependulum(du, u, p, t)\n", | ||
" θ = u[1]\n", | ||
" dθ = u[2]\n", | ||
" du[1] = dθ\n", | ||
" du[2] = -(g / L) * sin(θ)\n", | ||
"end" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "20c50ccf", | ||
"metadata": {}, | ||
"source": [ | ||
"# Forward Integrations " | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "c9b43ebd", | ||
"metadata": {}, | ||
"source": [ | ||
"### Case 1 (adaptive)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "028c6101", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"tspan = (0.0, 6.3)\n", | ||
"\n", | ||
"#Pass to solvers\n", | ||
"prob = ODEProblem(simplependulum, u₀, tspan)\n", | ||
"#sol = solve(prob, Tsit5())\n", | ||
"sol = solve(prob, IRKGL16(), reltol=1e-14, abstol=1e-14)\n", | ||
"\n", | ||
"#Plot\n", | ||
"plot(sol, linewidth = 2, title = \"Simple Pendulum Problem\", xaxis = \"Time\",\n", | ||
" yaxis = \"Height\", label = [\"\\\\theta\" \"d\\\\theta\"])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "4ffb595f", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"@show (sol.retcode, sol.t[1], sol.t[end]);\n", | ||
"sol.t" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "bed51f6d", | ||
"metadata": {}, | ||
"source": [ | ||
"### Case 2 (adaptive)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "3c6f59bb", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"tspan = (-1., 6.3)\n", | ||
"\n", | ||
"#Pass to solvers\n", | ||
"prob = ODEProblem(simplependulum, u₀, tspan)\n", | ||
"#sol = solve(prob, Tsit5())\n", | ||
"sol = solve(prob, IRKGL16(), reltol=1e-14, abstol=1e-14)\n", | ||
"\n", | ||
"#Plot\n", | ||
"plot(sol, linewidth = 2, title = \"Simple Pendulum Problem\", xaxis = \"Time\",\n", | ||
" yaxis = \"Height\", label = [\"\\\\theta\" \"d\\\\theta\"])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "507ae9bf", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"@show (sol.retcode, sol.t[1], sol.t[end]);\n", | ||
"sol.t" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "33e6acfa", | ||
"metadata": {}, | ||
"source": [ | ||
"### Case 3 (constant step size)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "596eb99e", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"tspan = (-1., 6.3)\n", | ||
"\n", | ||
"dt0=0.1\n", | ||
"\n", | ||
"#Pass to solvers\n", | ||
"prob = ODEProblem(simplependulum, u₀, tspan)\n", | ||
"#sol = solve(prob, Tsit5())\n", | ||
"sol = solve(prob, IRKGL16(), dt=dt0, adaptive=false)\n", | ||
"\n", | ||
"#Plot\n", | ||
"plot(sol, linewidth = 2, title = \"Simple Pendulum Problem\", xaxis = \"Time\",\n", | ||
" yaxis = \"Height\", label = [\"\\\\theta\" \"d\\\\theta\"])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "688c60a3", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"@show (sol.retcode, sol.t[1], sol.t[end]);\n", | ||
"sol.t" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "cf87f1ca", | ||
"metadata": {}, | ||
"source": [ | ||
"# Backward Integrations" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "fb08bb81", | ||
"metadata": {}, | ||
"source": [ | ||
"### Case 1" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "bc2a51d9", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"tspan = (6.3, 0.)\n", | ||
"\n", | ||
"#Pass to solvers\n", | ||
"prob = ODEProblem(simplependulum, u₀, tspan)\n", | ||
"sol = solve(prob, IRKGL16(), reltol=1e-14, abstol=1e-14)\n", | ||
"\n", | ||
"#Plot\n", | ||
"plot(sol, linewidth = 2, title = \"Simple Pendulum Problem\", xaxis = \"Time\",\n", | ||
" yaxis = \"Height\", label = [\"\\\\theta\" \"d\\\\theta\"])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "05c59aae", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"@show (sol.retcode, sol.t[1], sol.t[end]);\n", | ||
"sol.t" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "c5a72290", | ||
"metadata": {}, | ||
"source": [ | ||
"**Note**\n", | ||
"\n", | ||
"-When tf=0, the integrator not return exactly zero\n", | ||
"\n", | ||
"-If tf=1., the integrator return exactly one" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "a17c971e", | ||
"metadata": {}, | ||
"source": [ | ||
"### Case 2" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "e050fa3d", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"tspan = (0.0, -6.3)\n", | ||
"\n", | ||
"#Pass to solvers\n", | ||
"prob = ODEProblem(simplependulum, u₀, tspan)\n", | ||
"sol = solve(prob, IRKGL16(), reltol=1e-14, abstol=1e-14)\n", | ||
"\n", | ||
"#Plot\n", | ||
"plot(sol, linewidth = 2, title = \"Simple Pendulum Problem\", xaxis = \"Time\",\n", | ||
" yaxis = \"Height\", label = [\"\\\\theta\" \"d\\\\theta\"])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "cf5ae474", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"@show (sol.retcode, sol.t[1], sol.t[end]);\n", | ||
"sol.t" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "bf0b8d02", | ||
"metadata": {}, | ||
"source": [ | ||
"### Case 3" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "840c2638", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"tspan = (6.3, 0.)\n", | ||
"\n", | ||
"dt0=0.1\n", | ||
"#Pass to solvers\n", | ||
"prob = ODEProblem(simplependulum, u₀, tspan)\n", | ||
"sol = solve(prob, IRKGL16(), dt=dt0, adaptive=false)\n", | ||
"\n", | ||
"#Plot\n", | ||
"plot(sol, linewidth = 2, title = \"Simple Pendulum Problem\", xaxis = \"Time\",\n", | ||
" yaxis = \"Height\", label = [\"\\\\theta\" \"d\\\\theta\"])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "bc9fefd2", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"@show (sol.retcode, sol.t[1], sol.t[end]);\n", | ||
"sol.t" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "197b6d79", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Julia 1.9.1", | ||
"language": "julia", | ||
"name": "julia-1.9" | ||
}, | ||
"language_info": { | ||
"file_extension": ".jl", | ||
"mimetype": "application/julia", | ||
"name": "julia", | ||
"version": "1.9.1" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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