forked from tsai/mathnet-numerics
committed by
Christoph Ruegg
5 changed files with 258 additions and 0 deletions
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// <copyright file="StepInterpolation.cs" company="Math.NET">
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// Math.NET Numerics, part of the Math.NET Project
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// http://numerics.mathdotnet.com
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// http://github.com/mathnet/mathnet-numerics
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// http://mathnetnumerics.codeplex.com
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//
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// Copyright (c) 2009-2014 Math.NET
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//
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// Permission is hereby granted, free of charge, to any person
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// obtaining a copy of this software and associated documentation
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// files (the "Software"), to deal in the Software without
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// restriction, including without limitation the rights to use,
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// copy, modify, merge, publish, distribute, sublicense, and/or sell
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// copies of the Software, and to permit persons to whom the
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// Software is furnished to do so, subject to the following
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// conditions:
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//
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// The above copyright notice and this permission notice shall be
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// included in all copies or substantial portions of the Software.
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//
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
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// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
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// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
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// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
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// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
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// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
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// OTHER DEALINGS IN THE SOFTWARE.
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// </copyright>
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using System; |
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using System.Collections.Generic; |
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using System.Linq; |
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using MathNet.Numerics.Properties; |
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namespace MathNet.Numerics.Interpolation |
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{ |
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/// <summary>
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/// A step function where the start of each segment is included, and last is excluded. Segment i is [x_i, x_i+1).
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/// The domain of the function is all real numbers, such that y = 0 where x < x_0 or x gt; x_n
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/// </summary>
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public class StepInterpolation : IInterpolation |
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{ |
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readonly double[] _x; |
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readonly double[] _y; |
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readonly Lazy<double[]> _indefiniteIntegral; |
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/// <param name="x">Sample points (N+1) sorted in ascending order</param>
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/// <param name="y">Functional value (N) of each segment.</param>
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public StepInterpolation(IEnumerable<double> x, IEnumerable<double> y) |
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{ |
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var xx = (x as double[]) ?? x.ToArray(); |
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var yy = (y as double[]) ?? y.ToArray(); |
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if (xx.Length != yy.Length + 1) |
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{ |
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throw new ArgumentException(Resources.ArgumentVectorsSameLength); |
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} |
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_x = xx; |
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_y = yy; |
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_indefiniteIntegral = new Lazy<double[]>(ComputeIndefiniteIntegral); |
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} |
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double[] ComputeIndefiniteIntegral() |
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{ |
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var integral = new double[_x.Length]; |
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for (int i = 0; i < integral.Length - 1; i++) |
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{ |
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integral[i + 1] = integral[i] + (_x[i + 1] - _x[i])*_y[i]; |
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} |
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return integral; |
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} |
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public bool SupportsDifferentiation |
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{ |
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get { return true; } |
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} |
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public bool SupportsIntegration |
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{ |
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get { return true; } |
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} |
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public double Differentiate(double t) |
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{ |
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int index = Array.BinarySearch(_x, t); |
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if (index >= 0) |
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return double.NaN; |
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return 0d; |
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} |
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public double Differentiate2(double t) |
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{ |
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return Differentiate(t); |
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} |
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/// <summary>
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/// Indefinite integral at point t.
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/// </summary>
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/// <param name="t">Point t to integrate at.</param>
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public double Integrate(double t) |
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{ |
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if (t <= _x[0]) |
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return 0.0; |
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int last = _x.Length - 1; |
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if (t >= _x[last]) |
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return _indefiniteIntegral.Value[last]; |
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int k = LeftBracketIndex(t); |
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var x = (t - _x[k]); |
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return _indefiniteIntegral.Value[k] + x*_y[k]; |
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} |
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/// <summary>
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/// Definite integral between points a and b.
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/// </summary>
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/// <param name="a">Left bound of the integration interval [a,b].</param>
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/// <param name="b">Right bound of the integration interval [a,b].</param>
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public double Integrate(double a, double b) |
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{ |
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return Integrate(b) - Integrate(a); |
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} |
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public double Interpolate(double t) |
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{ |
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if (t < _x[0] || t >= _x[_x.Length - 1]) |
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return 0.0; |
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int k = LeftBracketIndex(t); |
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return _y[k]; |
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} |
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/// <summary>
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/// Find the index of the greatest sample point smaller than t.
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/// </summary>
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int LeftBracketIndex(double t) |
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{ |
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int index = Array.BinarySearch(_x, t); |
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if (index >= 0) |
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return index; |
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index = ~index; |
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return index - 1; |
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} |
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} |
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} |
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@ -0,0 +1,89 @@ |
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// <copyright file="LinearSplineTest.cs" company="Math.NET">
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// Math.NET Numerics, part of the Math.NET Project
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// http://numerics.mathdotnet.com
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// http://github.com/mathnet/mathnet-numerics
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// http://mathnetnumerics.codeplex.com
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//
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// Copyright (c) 2002-2014 Math.NET
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//
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// Permission is hereby granted, free of charge, to any person
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// obtaining a copy of this software and associated documentation
|
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// files (the "Software"), to deal in the Software without
|
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// restriction, including without limitation the rights to use,
|
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// copy, modify, merge, publish, distribute, sublicense, and/or sell
|
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// copies of the Software, and to permit persons to whom the
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// Software is furnished to do so, subject to the following
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// conditions:
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//
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// The above copyright notice and this permission notice shall be
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// included in all copies or substantial portions of the Software.
|
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//
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
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// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
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// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
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// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
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// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
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// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
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// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
|
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// OTHER DEALINGS IN THE SOFTWARE.
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// </copyright>
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using MathNet.Numerics.Interpolation; |
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using NUnit.Framework; |
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namespace MathNet.Numerics.UnitTests.InterpolationTests |
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{ |
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[TestFixture, Category("Interpolation")] |
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public class StepInterpolationTest |
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{ |
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readonly double[] _t = { -2.0, -1.0, 0.0, 1.0, 2.0, 3.0 }; |
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readonly double[] _y = { 1.0, 2.0, -1.0, 0.0, 1.0 }; |
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[Test] |
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public void FirstDerivative() |
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{ |
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IInterpolation ip = new StepInterpolation(_t, _y); |
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Assert.That(ip.Differentiate(-3.0), Is.EqualTo(0.0)); |
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Assert.That(ip.Differentiate(-2.0), Is.EqualTo(double.NaN)); |
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Assert.That(ip.Differentiate(-1.5), Is.EqualTo(0.0)); |
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Assert.That(ip.Differentiate(-1.0), Is.EqualTo(double.NaN)); |
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Assert.That(ip.Differentiate(-0.5), Is.EqualTo(0.0)); |
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Assert.That(ip.Differentiate(0.0), Is.EqualTo(double.NaN)); |
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Assert.That(ip.Differentiate(0.5), Is.EqualTo(0.0)); |
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Assert.That(ip.Differentiate(1.0), Is.EqualTo(double.NaN)); |
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Assert.That(ip.Differentiate(2.0), Is.EqualTo(double.NaN)); |
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Assert.That(ip.Differentiate(3.0), Is.EqualTo(double.NaN)); |
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} |
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[Test] |
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public void DefiniteIntegral() |
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{ |
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IInterpolation ip = new StepInterpolation(_t, _y); |
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Assert.That(ip.Integrate(-3.0, -2.0), Is.EqualTo(0.0)); |
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Assert.That(ip.Integrate(-2.0, -1.0), Is.EqualTo(1.0)); |
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Assert.That(ip.Integrate(-1.0, 0.0), Is.EqualTo(2.0)); |
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Assert.That(ip.Integrate(0.0, 1.0), Is.EqualTo(-1.0)); |
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Assert.That(ip.Integrate(1.0, 2.0), Is.EqualTo(0.0)); |
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Assert.That(ip.Integrate(2.0, 3.0), Is.EqualTo(1.0)); |
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Assert.That(ip.Integrate(3.0, 4.0), Is.EqualTo(0.0)); |
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Assert.That(ip.Integrate(0.0, 4.0), Is.EqualTo(0.0)); |
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Assert.That(ip.Integrate(-3.0, -1.0), Is.EqualTo(1.0)); |
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Assert.That(ip.Integrate(-3.0, 4.0), Is.EqualTo(3.0)); |
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Assert.That(ip.Integrate(0.5, 1.5), Is.EqualTo(-0.5)); |
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Assert.That(ip.Integrate(-1.5, -0.5), Is.EqualTo(1.5)); |
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} |
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/// <summary>
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/// Verifies that the interpolation matches the given value at all the provided sample points.
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/// </summary>
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[Test] |
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public void FitsAtSamplePoints() |
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{ |
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IInterpolation ip = new StepInterpolation(_t, _y); |
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for (int i = 0; i < _y.Length; i++) |
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{ |
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Assert.AreEqual(_y[i], ip.Interpolate(_t[i]), "A Exact Point " + i); |
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} |
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} |
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} |
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} |
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