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.
254 lines
9.3 KiB
254 lines
9.3 KiB
// <copyright file="RationalPoleFreeInterpolation.cs" company="Math.NET">
|
|
// Math.NET Numerics, part of the Math.NET Project
|
|
// http://mathnet.opensourcedotnet.info
|
|
//
|
|
// Copyright (c) 2009 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>
|
|
|
|
namespace MathNet.Numerics.Interpolation.Algorithms
|
|
{
|
|
using System;
|
|
using System.Collections.Generic;
|
|
|
|
/// <summary>
|
|
/// Barycentric Rational Interpolation without poles, using Floater and Hormann's Algorithm.
|
|
/// </summary>
|
|
/// <remarks>
|
|
/// This algorithm neither supports differentiation nor integration.
|
|
/// </remarks>
|
|
public class RationalPoleFreeInterpolation : IInterpolation
|
|
{
|
|
/// <summary>
|
|
/// Internal Barycentric Interpolation
|
|
/// </summary>
|
|
private readonly BarycentricInterpolation barycentric;
|
|
|
|
/// <summary>
|
|
/// Initializes a new instance of the RationalPoleFreeInterpolation class.
|
|
/// </summary>
|
|
public RationalPoleFreeInterpolation()
|
|
{
|
|
this.barycentric = new BarycentricInterpolation();
|
|
}
|
|
|
|
/// <summary>
|
|
/// Initializes a new instance of the RationalPoleFreeInterpolation class.
|
|
/// </summary>
|
|
/// <param name="samplePoints">Sample Points t</param>
|
|
/// <param name="sampleValues">Sample Values x(t)</param>
|
|
public RationalPoleFreeInterpolation(
|
|
IList<double> samplePoints,
|
|
IList<double> sampleValues)
|
|
{
|
|
this.barycentric = new BarycentricInterpolation();
|
|
this.Initialize(samplePoints, sampleValues);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Gets a value indicating whether the algorithm supports differentiation (interpolated derivative).
|
|
/// </summary>
|
|
/// <seealso cref="IInterpolation.Differentiate(double)"/>
|
|
/// <seealso cref="IInterpolation.Differentiate(double, out double, out double)"/>
|
|
bool IInterpolation.SupportsDifferentiation
|
|
{
|
|
get { return false; }
|
|
}
|
|
|
|
/// <summary>
|
|
/// Gets a value indicating whether the algorithm supports integration (interpolated quadrature).
|
|
/// </summary>
|
|
/// <seealso cref="IInterpolation.Integrate"/>
|
|
bool IInterpolation.SupportsIntegration
|
|
{
|
|
get { return false; }
|
|
}
|
|
|
|
/// <summary>
|
|
/// Initialize the interpolation method with the given sample set.
|
|
/// </summary>
|
|
/// <remarks>
|
|
/// The interpolation scheme order will be set to 3.
|
|
/// </remarks>
|
|
/// <param name="samplePoints">Sample Points t (no sorting assumed)</param>
|
|
/// <param name="sampleValues">Sample Values x(t)</param>
|
|
public void Initialize(
|
|
IList<double> samplePoints,
|
|
IList<double> sampleValues)
|
|
{
|
|
this.Initialize(samplePoints, sampleValues, Math.Min(3, samplePoints.Count - 1));
|
|
}
|
|
|
|
/// <summary>
|
|
/// Initialize the interpolation method with the given sample set (no sorting assumed).
|
|
/// </summary>
|
|
/// <param name="samplePoints">Sample Points t</param>
|
|
/// <param name="sampleValues">Sample Values x(t)</param>
|
|
/// <param name="order">
|
|
/// Order of the interpolation scheme, 0 <= order <= N.
|
|
/// In most cases a value between 3 and 8 gives good results.
|
|
/// </param>
|
|
public void Initialize(
|
|
IList<double> samplePoints,
|
|
IList<double> sampleValues,
|
|
int order)
|
|
{
|
|
if (null == samplePoints)
|
|
{
|
|
throw new ArgumentNullException("samplePoints");
|
|
}
|
|
|
|
if (null == sampleValues)
|
|
{
|
|
throw new ArgumentNullException("sampleValues");
|
|
}
|
|
|
|
if (samplePoints.Count < 1)
|
|
{
|
|
throw new ArgumentOutOfRangeException("samplePoints");
|
|
}
|
|
|
|
if (samplePoints.Count != sampleValues.Count)
|
|
{
|
|
throw new ArgumentException(Properties.Resources.ArgumentVectorsSameLengths);
|
|
}
|
|
|
|
if (0 > order || samplePoints.Count <= order)
|
|
{
|
|
throw new ArgumentOutOfRangeException("order");
|
|
}
|
|
|
|
double[] sortedWeights = new double[sampleValues.Count];
|
|
double[] sortedPoints = new double[samplePoints.Count];
|
|
samplePoints.CopyTo(sortedPoints, 0);
|
|
|
|
// order: odd -> negative, even -> positive
|
|
double sign = ((order & 0x1) == 0x1) ? -1.0 : 1.0;
|
|
|
|
// init permutation vector
|
|
int[] perm = new int[sortedWeights.Length];
|
|
for (int i = 0; i < perm.Length; i++)
|
|
{
|
|
perm[i] = i;
|
|
}
|
|
|
|
// sort and update permutation vector
|
|
for (int i = 0; i < perm.Length - 1; i++)
|
|
{
|
|
for (int j = i + 1; j < perm.Length; j++)
|
|
{
|
|
if (sortedPoints[j] < sortedPoints[i])
|
|
{
|
|
double s = sortedPoints[i];
|
|
sortedPoints[i] = sortedPoints[j];
|
|
sortedPoints[j] = s;
|
|
int k = perm[i];
|
|
perm[i] = perm[j];
|
|
perm[j] = k;
|
|
}
|
|
}
|
|
}
|
|
|
|
// compute barycentric weights
|
|
for (int k = 0; k < sortedWeights.Length; k++)
|
|
{
|
|
double s = 0;
|
|
for (int i = Math.Max(k - order, 0); i <= Math.Min(k, sortedWeights.Length - 1 - order); i++)
|
|
{
|
|
double v = 1;
|
|
for (int j = i; j <= i + order; j++)
|
|
{
|
|
if (j != k)
|
|
{
|
|
v = v / Math.Abs(sortedPoints[k] - sortedPoints[j]);
|
|
}
|
|
}
|
|
|
|
s = s + v;
|
|
}
|
|
|
|
sortedWeights[k] = sign * s;
|
|
sign = -sign;
|
|
}
|
|
|
|
// reorder back to original order, based on the permutation vector.
|
|
double[] weights = new double[sortedWeights.Length];
|
|
for (int i = 0; i < weights.Length; i++)
|
|
{
|
|
weights[perm[i]] = sortedWeights[i];
|
|
}
|
|
|
|
this.barycentric.Initialize(samplePoints, sampleValues, weights);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Interpolate at point t.
|
|
/// </summary>
|
|
/// <param name="t">Point t to interpolate at.</param>
|
|
/// <returns>Interpolated value x(t).</returns>
|
|
public double Interpolate(double t)
|
|
{
|
|
return this.barycentric.Interpolate(t);
|
|
}
|
|
|
|
/// <summary>
|
|
/// Differentiate at point t.
|
|
/// </summary>
|
|
/// <param name="t">Point t to interpolate at.</param>
|
|
/// <returns>Interpolated first derivative at point t.</returns>
|
|
/// <seealso cref="IInterpolation.SupportsDifferentiation"/>
|
|
/// <seealso cref="IInterpolation.Differentiate(double, out double, out double)"/>
|
|
double IInterpolation.Differentiate(double t)
|
|
{
|
|
throw new NotSupportedException();
|
|
}
|
|
|
|
/// <summary>
|
|
/// Differentiate at point t.
|
|
/// </summary>
|
|
/// <param name="t">Point t to interpolate at.</param>
|
|
/// <param name="interpolatedValue">Interpolated value x(t)</param>
|
|
/// <param name="secondDerivative">Interpolated second derivative at point t.</param>
|
|
/// <returns>Interpolated first derivative at point t.</returns>
|
|
/// <seealso cref="IInterpolation.SupportsDifferentiation"/>
|
|
/// <seealso cref="IInterpolation.Differentiate(double)"/>
|
|
double IInterpolation.Differentiate(
|
|
double t,
|
|
out double interpolatedValue,
|
|
out double secondDerivative)
|
|
{
|
|
throw new NotSupportedException();
|
|
}
|
|
|
|
/// <summary>
|
|
/// Integrate up to point t.
|
|
/// </summary>
|
|
/// <param name="t">Right bound of the integration interval [a,t].</param>
|
|
/// <returns>Interpolated definite integral over the interval [a,t].</returns>
|
|
/// <seealso cref="IInterpolation.SupportsIntegration"/>
|
|
double IInterpolation.Integrate(double t)
|
|
{
|
|
throw new NotSupportedException();
|
|
}
|
|
}
|
|
}
|
|
|