org.jgrasstools.gears.modules.r.interpolation2d.core.TPSInterpolator Maven / Gradle / Ivy
/*
* This file is part of JGrasstools (http://www.jgrasstools.org)
* (C) HydroloGIS - www.hydrologis.com
*
* JGrasstools 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.
*
* This program 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 this program. If not, see .
*/
package org.jgrasstools.gears.modules.r.interpolation2d.core;
import org.geotools.referencing.operation.matrix.GeneralMatrix;
import org.jgrasstools.gears.libs.modules.JGTConstants;
import com.vividsolutions.jts.geom.Coordinate;
/**
* Implementation of TPS Interpolation based on thin plate spline (TPS) algorithm
*
* TPS developed following: http://elonen.iki.fi/code/tpsdemo/index.html
*
*
The implementation is meant to be threadsafe.
*
*
Note that this implementation works only with metric data.
*
* @author jezekjan
* @author Andrea Antonello (www.hydrologis.com)
*/
public class TPSInterpolator implements ISurfaceInterpolator {
private final double buffer;
public TPSInterpolator( double buffer ) {
this.buffer = buffer;
}
@Override
public double getBuffer() {
return buffer;
}
public double getValue( Coordinate[] controlPoints, Coordinate interpolated ) {
int controlPointsNum = controlPoints.length;
GeneralMatrix v = null;
try {
v = makeMatrix(controlPoints);
} catch (Exception e) {
return JGTConstants.doubleNovalue;
}
double a1 = v.getElement(v.getNumRow() - 3, 0);
double a2 = v.getElement(v.getNumRow() - 2, 0);
double a3 = v.getElement(v.getNumRow() - 1, 0);
double sum = 0;
for( int i = 0; i < controlPointsNum; i++ ) {
double dist = interpolated.distance(controlPoints[i]);
sum = sum + (v.getElement(i, 0) * functionU(dist));
}
double value = (a1 + (a2 * interpolated.x) + (a3 * interpolated.y) + sum);
interpolated.z = value;
return value;
}
private GeneralMatrix makeMatrix( Coordinate[] controlPoints ) {
int pointsNum = controlPoints.length;
GeneralMatrix L = new GeneralMatrix(pointsNum + 3, pointsNum + 3);
fillKsubMatrix(controlPoints, L);
fillPsubMatrix(controlPoints, L);
fillOsubMatrix(controlPoints, L);
L.invert();
GeneralMatrix V = fillVMatrix(0, controlPoints);
GeneralMatrix result = new GeneralMatrix(pointsNum + 3, 1);
result.mul(L, V);
return result;
}
/**
* Calculates U function for distance.
*
* @param distance distance
* @return log(distance)*distance2 or 0 if distance = 0
*/
private double functionU( double distance ) {
if (distance == 0) {
return 0;
}
return distance * distance * Math.log(distance);
}
/**
* Calculates U function where distance = ||pi, pj|| (from source points)
*
* @param p_i p_i
* @param p_j p_j
* @return log(distance)*distance2 or 0 if distance = 0
*/
private double calculateFunctionU( Coordinate p_i, Coordinate p_j ) {
double distance = p_i.distance(p_j);
return functionU(distance);
}
/**
* Fill K submatrix ( see more here)
*
* @param controlPoints
* @param L
*/
private void fillKsubMatrix( Coordinate[] controlPoints, GeneralMatrix L ) {
double alfa = 0;
int controlPointsNum = controlPoints.length;
for( int i = 0; i < controlPointsNum; i++ ) {
for( int j = i + 1; j < controlPointsNum; j++ ) {
double u = calculateFunctionU(controlPoints[i], controlPoints[j]);
L.setElement(i, j, u);
L.setElement(j, i, u);
alfa = alfa + (u * 2); // same for upper and lower part
}
}
alfa = alfa / (controlPointsNum * controlPointsNum);
}
/**
* Fill L submatrix ( see more here)
*/
private void fillPsubMatrix( Coordinate[] controlPoints, GeneralMatrix L ) {
int controlPointsNum = controlPoints.length;
for( int i = 0; i < controlPointsNum; i++ ) {
L.setElement(i, i, 0);
L.setElement(i, controlPointsNum + 0, 1);
L.setElement(i, controlPointsNum + 1, controlPoints[i].x);
L.setElement(i, controlPointsNum + 2, controlPoints[i].y);
L.setElement(controlPointsNum + 0, i, 1);
L.setElement(controlPointsNum + 1, i, controlPoints[i].x);
L.setElement(controlPointsNum + 2, i, controlPoints[i].y);
}
}
/**
* Fill O submatrix ( see more here)
*/
private void fillOsubMatrix( Coordinate[] controlPoints, GeneralMatrix L ) {
int controlPointsNum = controlPoints.length;
for( int i = controlPointsNum; i < (controlPointsNum + 3); i++ ) {
for( int j = controlPointsNum; j < (controlPointsNum + 3); j++ ) {
L.setElement(i, j, 0);
}
}
}
/**
* Fill V matrix (matrix of target values).
*
* @param dim 0 for dx, 1 for dy.
* @return V Matrix
*/
private GeneralMatrix fillVMatrix( int dim, Coordinate[] controlPoints ) {
int controlPointsNum = controlPoints.length;
GeneralMatrix V = new GeneralMatrix(controlPointsNum + 3, 1);
for( int i = 0; i < controlPointsNum; i++ ) {
V.setElement(i, 0, controlPoints[i].z);
}
V.setElement(V.getNumRow() - 3, 0, 0);
V.setElement(V.getNumRow() - 2, 0, 0);
V.setElement(V.getNumRow() - 1, 0, 0);
return V;
}
}