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BulirschStoerRationalInterpolation.cs
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// <copyright file="BulirschStoerRationalInterpolation.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) 2009-2014 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 System;
using System.Collections.Generic;
using System.Linq;
namespace MathNet.Numerics.Interpolation
{
/// <summary>
/// Rational Interpolation (with poles) using Roland Bulirsch and Josef Stoer's Algorithm.
/// </summary>
/// <remarks>
/// <para>
/// This algorithm supports neither differentiation nor integration.
/// </para>
/// </remarks>
public class BulirschStoerRationalInterpolation : IInterpolation
{
readonly double[] _x;
readonly double[] _y;
/// <param name="x">Sample Points t, sorted ascendingly.</param>
/// <param name="y">Sample Values x(t), sorted ascendingly by x.</param>
public BulirschStoerRationalInterpolation(double[] x, double[] y)
{
if (x.Length != y.Length)
{
throw new ArgumentException("All vectors must have the same dimensionality.");
}
if (x.Length < 1)
{
throw new ArgumentException("The given array is too small. It must be at least 1 long.", nameof(x));
}
_x = x;
_y = y;
}
/// <summary>
/// Create a Bulirsch-Stoer rational interpolation from a set of (x,y) value pairs, sorted ascendingly by x.
/// </summary>
public static BulirschStoerRationalInterpolation InterpolateSorted(double[] x, double[] y)
{
return new BulirschStoerRationalInterpolation(x, y);
}
/// <summary>
/// Create a Bulirsch-Stoer rational interpolation from an unsorted set of (x,y) value pairs.
/// WARNING: Works in-place and can thus causes the data array to be reordered.
/// </summary>
public static BulirschStoerRationalInterpolation InterpolateInplace(double[] x, double[] y)
{
if (x.Length != y.Length)
{
throw new ArgumentException("All vectors must have the same dimensionality.");
}
Sorting.Sort(x, y);
return InterpolateSorted(x, y);
}
/// <summary>
/// Create a Bulirsch-Stoer rational interpolation from an unsorted set of (x,y) value pairs.
/// </summary>
public static BulirschStoerRationalInterpolation Interpolate(IEnumerable<double> x, IEnumerable<double> y)
{
// note: we must make a copy, even if the input was arrays already
return InterpolateInplace(x.ToArray(), y.ToArray());
}
/// <summary>
/// Gets a value indicating whether the algorithm supports differentiation (interpolated derivative).
/// </summary>
bool IInterpolation.SupportsDifferentiation => false;
/// <summary>
/// Gets a value indicating whether the algorithm supports integration (interpolated quadrature).
/// </summary>
bool IInterpolation.SupportsIntegration => false;
/// <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)
{
const double tiny = 1.0e-25;
int n = _x.Length;
var c = new double[n];
var d = new double[n];
int nearestIndex = 0;
double nearestDistance = Math.Abs(t - _x[0]);
for (int i = 0; i < n; i++)
{
double distance = Math.Abs(t - _x[i]);
if (distance.AlmostEqual(0.0))
{
return _y[i];
}
if (distance < nearestDistance)
{
nearestIndex = i;
nearestDistance = distance;
}
c[i] = _y[i];
d[i] = _y[i] + tiny;
}
double x = _y[nearestIndex];
for (int level = 1; level < n; level++)
{
for (int i = 0; i < n - level; i++)
{
double hp = _x[i + level] - t;
double ho = (_x[i] - t)*d[i]/hp;
double den = ho - c[i + 1];
if (den.AlmostEqual(0.0))
{
return double.NaN; // zero-div, singularity
}
den = (c[i + 1] - d[i])/den;
d[i] = c[i + 1]*den;
c[i] = ho*den;
}
x += (2*nearestIndex) < (n - level)
? c[nearestIndex]
: d[--nearestIndex];
}
return x;
}
/// <summary>
/// Differentiate at point t. NOT SUPPORTED.
/// </summary>
/// <param name="t">Point t to interpolate at.</param>
/// <returns>Interpolated first derivative at point t.</returns>
double IInterpolation.Differentiate(double t) => throw new NotSupportedException();
/// <summary>
/// Differentiate twice at point t. NOT SUPPORTED.
/// </summary>
/// <param name="t">Point t to interpolate at.</param>
/// <returns>Interpolated second derivative at point t.</returns>
double IInterpolation.Differentiate2(double t) => throw new NotSupportedException();
/// <summary>
/// Differentiate three times at point t. NOT SUPPORTED.
/// </summary>
/// <param name="t">Point t to interpolate at.</param>
/// <returns>Interpolated third derivative at point t.</returns>
double IInterpolation.Differentiate3(double t) => throw new NotSupportedException();
/// <summary>
/// Indefinite integral at point t. NOT SUPPORTED.
/// </summary>
/// <param name="t">Point t to integrate at.</param>
double IInterpolation.Integrate(double t) => throw new NotSupportedException();
/// <summary>
/// Definite integral between points a and b. NOT SUPPORTED.
/// </summary>
/// <param name="a">Left bound of the integration interval [a,b].</param>
/// <param name="b">Right bound of the integration interval [a,b].</param>
double IInterpolation.Integrate(double a, double b) => throw new NotSupportedException();
}
}