csharpfftfsharpintegrationinterpolationlinear-algebramathdifferentiationmatrixnumericsrandomregressionstatisticsmathnet
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
175 lines
6.8 KiB
175 lines
6.8 KiB
// <copyright file="OdeSolverTest.cs" company="Math.NET">
|
|
// Math.NET Numerics, part of the Math.NET Project
|
|
// http://numerics.mathdotnet.com
|
|
// http://github.com/mathnet/mathnet-numerics
|
|
//
|
|
// Copyright (c) 2009-2016 Math.NET
|
|
//
|
|
// Permission is hereby granted, free of charge, to any person
|
|
// obtaining a copy of this software and associated documentation
|
|
// files (the "Software"), to deal in the Software without
|
|
// restriction, including without limitation the rights to use,
|
|
// copy, modify, merge, publish, distribute, sublicense, and/or sell
|
|
// copies of the Software, and to permit persons to whom the
|
|
// Software is furnished to do so, subject to the following
|
|
// conditions:
|
|
//
|
|
// The above copyright notice and this permission notice shall be
|
|
// included in all copies or substantial portions of the Software.
|
|
//
|
|
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
|
|
// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
|
|
// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
|
|
// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
|
|
// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
|
|
// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
|
|
// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
|
|
// OTHER DEALINGS IN THE SOFTWARE.
|
|
// </copyright>
|
|
|
|
using MathNet.Numerics.OdeSolvers;
|
|
using NUnit.Framework;
|
|
using System;
|
|
using System.Linq;
|
|
|
|
namespace MathNet.Numerics.UnitTests.OdeSolvers
|
|
{
|
|
/// <summary>
|
|
/// ODE Solver tests.
|
|
/// </summary>
|
|
[TestFixture, Category("OdeSolver")]
|
|
public class OdeSolverTest
|
|
{
|
|
[Test]
|
|
public void AB1Test()
|
|
{
|
|
Func<double, double, double> ode = (t, y) => t + 2 * y * t;
|
|
Func<double, double> sol = (t) => 0.5 * (Math.Exp(t * t) - 1);
|
|
double ratio = double.NaN;
|
|
double error = 0;
|
|
double oldError = 0;
|
|
for (int k = 0; k < 4; k++)
|
|
{
|
|
double y0 = 0;
|
|
double[] y_t = AdamsBashforth.FirstOrder(y0, 0, 2, Convert.ToInt32(Math.Pow(2, k + 8)), ode);
|
|
error = Math.Abs(sol(2) - y_t.Last());
|
|
if (oldError != 0)
|
|
ratio = Math.Log(oldError / error, 2);
|
|
oldError = error;
|
|
//Console.WriteLine(string.Format("{0}, {1}", error, ratio));
|
|
}
|
|
Assert.AreEqual(1, ratio, 0.01);// Check error convergence order
|
|
}
|
|
|
|
[Test]
|
|
public void AB2Test()
|
|
{
|
|
Func<double, double, double> ode = (t, y) => t + 2 * y * t;
|
|
Func<double, double> sol = (t) => 0.5 * (Math.Exp(t * t) - 1);
|
|
double ratio = double.NaN;
|
|
double error = 0;
|
|
double oldError = 0;
|
|
for (int k = 0; k < 4; k++)
|
|
{
|
|
double y0 = 0;
|
|
double[] y_t = AdamsBashforth.SecondOrder(y0, 0, 2, Convert.ToInt32(Math.Pow(2, k + 8)), ode);
|
|
error = Math.Abs(sol(2) - y_t.Last());
|
|
if (oldError != 0)
|
|
ratio = Math.Log(oldError / error, 2);
|
|
oldError = error;
|
|
//Console.WriteLine(string.Format("{0}, {1}", error, ratio));
|
|
}
|
|
Assert.AreEqual(2, ratio, 0.01);// Check error convergence order
|
|
}
|
|
|
|
[Test]
|
|
public void AB3Test()
|
|
{
|
|
Func<double, double, double> ode = (t, y) => t + 2 * y * t;
|
|
Func<double, double> sol = (t) => 0.5 * (Math.Exp(t * t) - 1);
|
|
double ratio = double.NaN;
|
|
double error = 0;
|
|
double oldError = 0;
|
|
for (int k = 0; k < 4; k++)
|
|
{
|
|
double y0 = 0;
|
|
double[] y_t = AdamsBashforth.ThirdOrder(y0, 0, 2, Convert.ToInt32(Math.Pow(2, k + 8)), ode);
|
|
error = Math.Abs(sol(2) - y_t.Last());
|
|
if (oldError != 0)
|
|
ratio = Math.Log(oldError / error, 2);
|
|
oldError = error;
|
|
//Console.WriteLine(string.Format("{0}, {1}", error, ratio));
|
|
}
|
|
Assert.AreEqual(3, ratio, 0.01);// Check error convergence order
|
|
}
|
|
|
|
[Test]
|
|
public void AB4Test()
|
|
{
|
|
Func<double, double, double> ode = (t, y) => t + 2 * y * t;
|
|
Func<double, double> sol = (t) => 0.5 * (Math.Exp(t * t) - 1);
|
|
double ratio = double.NaN;
|
|
double error = 0;
|
|
double oldError = 0;
|
|
for (int k = 0; k < 4; k++)
|
|
{
|
|
double y0 = 0;
|
|
double[] y_t = AdamsBashforth.FourthOrder(y0, 0, 2, Convert.ToInt32(Math.Pow(2, k + 9)) + 1, ode);
|
|
error = Math.Abs(sol(2) - y_t.Last());
|
|
if (oldError != 0)
|
|
ratio = Math.Log(oldError / error, 2);
|
|
oldError = error;
|
|
//Console.WriteLine(string.Format("{0}, {1}", error, ratio));
|
|
}
|
|
Assert.AreEqual(4, ratio, 0.01);// Check error convergence order
|
|
}
|
|
|
|
/// <summary>
|
|
/// Runge-Kutta second order method for first order ODE.
|
|
/// </summary>
|
|
[Test]
|
|
public void RK2Test()
|
|
{
|
|
Func<double, double, double> ode = (t, y) => t + 2 * y * t;
|
|
Func<double, double> sol = (t) => 0.5 * (Math.Exp(t * t) - 1);
|
|
double ratio = double.NaN;
|
|
double error = 0;
|
|
double oldError = 0;
|
|
for (int k = 0; k < 4; k++)
|
|
{
|
|
double y0 = 0;
|
|
double[] y_t = RungeKutta.SecondOrder(y0, 0, 2, Convert.ToInt32(Math.Pow(2, k + 6)), ode);
|
|
error = Math.Abs(sol(2) - y_t.Last());
|
|
if (oldError != 0)
|
|
ratio = Math.Log(oldError / error, 2);
|
|
oldError = error;
|
|
//Console.WriteLine(string.Format("{0}, {1}", error, ratio));
|
|
}
|
|
Assert.AreEqual(2, ratio, 0.01);// Check error convergence order
|
|
}
|
|
|
|
/// <summary>
|
|
/// Runge-Kutta fourth order method for first order ODE.
|
|
/// </summary>
|
|
[Test]
|
|
public void RK4Test()
|
|
{
|
|
Func<double, double, double> ode = (t, y) => t + 2 * y * t;
|
|
Func<double, double> sol = (t) => 0.5 * (Math.Exp(t * t) - 1);
|
|
double ratio = double.NaN;
|
|
double error = 0;
|
|
double oldError = 0;
|
|
for (int k = 0; k < 4; k++)
|
|
{
|
|
double y0 = 0;
|
|
double[] y_t = RungeKutta.FourthOrder(y0, 0, 2, Convert.ToInt32(Math.Pow(2, k + 6)), ode);
|
|
error = Math.Abs(sol(2) - y_t.Last());
|
|
if (oldError != 0)
|
|
ratio = Math.Log(oldError / error, 2);
|
|
oldError = error;
|
|
//Console.WriteLine(string.Format("{0}, {1}", error, ratio));
|
|
}
|
|
Assert.AreEqual(4, ratio, 0.01);// Check error convergence order
|
|
}
|
|
}
|
|
}
|