
smile.interpolation.CubicSplineInterpolation2D Maven / Gradle / Ivy
/*
* Copyright (c) 2010-2021 Haifeng Li. All rights reserved.
*
* Smile is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* Smile is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with Smile. If not, see .
*/
package smile.interpolation;
/**
* Cubic spline interpolation in a two-dimensional regular grid.
* It is similar to one-dimensional splines as it guarantees the
* continuity of the first and second function derivatives. Note
* that bicubic spline guarantees continuity of only gradient and
* cross-derivative.
*
* @author Haifeng Li
*/
public class CubicSplineInterpolation2D implements Interpolation2D {
/**
* The number of control points on the first dimension.
*/
private final int m;
/**
* The function values at xx.
*/
private final double[]yv;
/**
* The first dimension of tabulated control points.
*/
private final double[] x1;
/**
* The interpolation along the second dimension
* on every control point of first dimension.
*/
private final CubicSplineInterpolation1D[] srp;
/**
* Constructor.
* @param x1 the 1st dimension of data points.
* @param x2 the 2nd dimension of data points.
* @param y the function values at (x1, x2)
.
*/
public CubicSplineInterpolation2D(double[] x1, double[] x2, double[][] y) {
if (x1.length != y.length) {
throw new IllegalArgumentException("x1.length != y.length");
}
if (x2.length != y[0].length) {
throw new IllegalArgumentException("x2.length != y[0].length");
}
m = x1.length;
this.x1 = x1;
yv = new double[m];
srp = new CubicSplineInterpolation1D[m];
for (int i = 0; i < m; i++) {
srp[i] = new CubicSplineInterpolation1D(x2, y[i]);
}
}
@Override
public double interpolate(double x1p, double x2p) {
for (int i = 0; i < m; i++) {
yv[i] = srp[i].interpolate(x2p);
}
CubicSplineInterpolation1D scol = new CubicSplineInterpolation1D(x1, yv);
return scol.interpolate(x1p);
}
@Override
public String toString() {
return "Cubic Spline Interpolation";
}
}
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