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/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
 * the License.  You may obtain a copy of the License at
 *
 *      http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */
package org.apache.commons.math3.analysis.interpolation;

import org.apache.commons.math3.analysis.TrivariateFunction;
import org.apache.commons.math3.exception.DimensionMismatchException;
import org.apache.commons.math3.exception.NoDataException;
import org.apache.commons.math3.exception.NonMonotonicSequenceException;
import org.apache.commons.math3.exception.OutOfRangeException;
import org.apache.commons.math3.util.MathArrays;

/**
 * Function that implements the
 * 
 * tricubic spline interpolation, as proposed in
 * 
* Tricubic interpolation in three dimensions, * F. Lekien and J. Marsden, * Int. J. Numer. Meth. Engng 2005; 63:455-471 *
* * @since 2.2 * @deprecated To be removed in 4.0 (see MATH-1166). */ @Deprecated public class TricubicSplineInterpolatingFunction implements TrivariateFunction { /** * Matrix to compute the spline coefficients from the function values * and function derivatives values */ private static final double[][] AINV = { { 1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { -3,3,0,0,0,0,0,0,-2,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 2,-2,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { -3,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,-3,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 9,-9,-9,9,0,0,0,0,6,3,-6,-3,0,0,0,0,6,-6,3,-3,0,0,0,0,0,0,0,0,0,0,0,0,4,2,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { -6,6,6,-6,0,0,0,0,-3,-3,3,3,0,0,0,0,-4,4,-2,2,0,0,0,0,0,0,0,0,0,0,0,0,-2,-2,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 2,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,2,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { -6,6,6,-6,0,0,0,0,-4,-2,4,2,0,0,0,0,-3,3,-3,3,0,0,0,0,0,0,0,0,0,0,0,0,-2,-1,-2,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 4,-4,-4,4,0,0,0,0,2,2,-2,-2,0,0,0,0,2,-2,2,-2,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,3,0,0,0,0,0,0,-2,-1,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,-2,0,0,0,0,0,0,1,1,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,-1,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,-1,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,-9,-9,9,0,0,0,0,0,0,0,0,0,0,0,0,6,3,-6,-3,0,0,0,0,6,-6,3,-3,0,0,0,0,4,2,2,1,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-6,6,6,-6,0,0,0,0,0,0,0,0,0,0,0,0,-3,-3,3,3,0,0,0,0,-4,4,-2,2,0,0,0,0,-2,-2,-1,-1,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-6,6,6,-6,0,0,0,0,0,0,0,0,0,0,0,0,-4,-2,4,2,0,0,0,0,-3,3,-3,3,0,0,0,0,-2,-1,-2,-1,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,-4,-4,4,0,0,0,0,0,0,0,0,0,0,0,0,2,2,-2,-2,0,0,0,0,2,-2,2,-2,0,0,0,0,1,1,1,1,0,0,0,0 }, {-3,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,0,0,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,-3,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,0,0,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 9,-9,0,0,-9,9,0,0,6,3,0,0,-6,-3,0,0,0,0,0,0,0,0,0,0,6,-6,0,0,3,-3,0,0,0,0,0,0,0,0,0,0,4,2,0,0,2,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { -6,6,0,0,6,-6,0,0,-3,-3,0,0,3,3,0,0,0,0,0,0,0,0,0,0,-4,4,0,0,-2,2,0,0,0,0,0,0,0,0,0,0,-2,-2,0,0,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,0,0,-1,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,0,0,-1,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,-9,0,0,-9,9,0,0,0,0,0,0,0,0,0,0,6,3,0,0,-6,-3,0,0,0,0,0,0,0,0,0,0,6,-6,0,0,3,-3,0,0,4,2,0,0,2,1,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-6,6,0,0,6,-6,0,0,0,0,0,0,0,0,0,0,-3,-3,0,0,3,3,0,0,0,0,0,0,0,0,0,0,-4,4,0,0,-2,2,0,0,-2,-2,0,0,-1,-1,0,0 }, { 9,0,-9,0,-9,0,9,0,0,0,0,0,0,0,0,0,6,0,3,0,-6,0,-3,0,6,0,-6,0,3,0,-3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,0,2,0,2,0,1,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,9,0,-9,0,-9,0,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,3,0,-6,0,-3,0,6,0,-6,0,3,0,-3,0,0,0,0,0,0,0,0,0,4,0,2,0,2,0,1,0 }, { -27,27,27,-27,27,-27,-27,27,-18,-9,18,9,18,9,-18,-9,-18,18,-9,9,18,-18,9,-9,-18,18,18,-18,-9,9,9,-9,-12,-6,-6,-3,12,6,6,3,-12,-6,12,6,-6,-3,6,3,-12,12,-6,6,-6,6,-3,3,-8,-4,-4,-2,-4,-2,-2,-1 }, { 18,-18,-18,18,-18,18,18,-18,9,9,-9,-9,-9,-9,9,9,12,-12,6,-6,-12,12,-6,6,12,-12,-12,12,6,-6,-6,6,6,6,3,3,-6,-6,-3,-3,6,6,-6,-6,3,3,-3,-3,8,-8,4,-4,4,-4,2,-2,4,4,2,2,2,2,1,1 }, { -6,0,6,0,6,0,-6,0,0,0,0,0,0,0,0,0,-3,0,-3,0,3,0,3,0,-4,0,4,0,-2,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,-2,0,-1,0,-1,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,-6,0,6,0,6,0,-6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-3,0,-3,0,3,0,3,0,-4,0,4,0,-2,0,2,0,0,0,0,0,0,0,0,0,-2,0,-2,0,-1,0,-1,0 }, { 18,-18,-18,18,-18,18,18,-18,12,6,-12,-6,-12,-6,12,6,9,-9,9,-9,-9,9,-9,9,12,-12,-12,12,6,-6,-6,6,6,3,6,3,-6,-3,-6,-3,8,4,-8,-4,4,2,-4,-2,6,-6,6,-6,3,-3,3,-3,4,2,4,2,2,1,2,1 }, { -12,12,12,-12,12,-12,-12,12,-6,-6,6,6,6,6,-6,-6,-6,6,-6,6,6,-6,6,-6,-8,8,8,-8,-4,4,4,-4,-3,-3,-3,-3,3,3,3,3,-4,-4,4,4,-2,-2,2,2,-4,4,-4,4,-2,2,-2,2,-2,-2,-2,-2,-1,-1,-1,-1 }, { 2,0,0,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,2,0,0,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { -6,6,0,0,6,-6,0,0,-4,-2,0,0,4,2,0,0,0,0,0,0,0,0,0,0,-3,3,0,0,-3,3,0,0,0,0,0,0,0,0,0,0,-2,-1,0,0,-2,-1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 4,-4,0,0,-4,4,0,0,2,2,0,0,-2,-2,0,0,0,0,0,0,0,0,0,0,2,-2,0,0,2,-2,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-6,6,0,0,6,-6,0,0,0,0,0,0,0,0,0,0,-4,-2,0,0,4,2,0,0,0,0,0,0,0,0,0,0,-3,3,0,0,-3,3,0,0,-2,-1,0,0,-2,-1,0,0 }, { 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,-4,0,0,-4,4,0,0,0,0,0,0,0,0,0,0,2,2,0,0,-2,-2,0,0,0,0,0,0,0,0,0,0,2,-2,0,0,2,-2,0,0,1,1,0,0,1,1,0,0 }, { -6,0,6,0,6,0,-6,0,0,0,0,0,0,0,0,0,-4,0,-2,0,4,0,2,0,-3,0,3,0,-3,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,0,-1,0,-2,0,-1,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,-6,0,6,0,6,0,-6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-4,0,-2,0,4,0,2,0,-3,0,3,0,-3,0,3,0,0,0,0,0,0,0,0,0,-2,0,-1,0,-2,0,-1,0 }, { 18,-18,-18,18,-18,18,18,-18,12,6,-12,-6,-12,-6,12,6,12,-12,6,-6,-12,12,-6,6,9,-9,-9,9,9,-9,-9,9,8,4,4,2,-8,-4,-4,-2,6,3,-6,-3,6,3,-6,-3,6,-6,3,-3,6,-6,3,-3,4,2,2,1,4,2,2,1 }, { -12,12,12,-12,12,-12,-12,12,-6,-6,6,6,6,6,-6,-6,-8,8,-4,4,8,-8,4,-4,-6,6,6,-6,-6,6,6,-6,-4,-4,-2,-2,4,4,2,2,-3,-3,3,3,-3,-3,3,3,-4,4,-2,2,-4,4,-2,2,-2,-2,-1,-1,-2,-2,-1,-1 }, { 4,0,-4,0,-4,0,4,0,0,0,0,0,0,0,0,0,2,0,2,0,-2,0,-2,0,2,0,-2,0,2,0,-2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0 }, { 0,0,0,0,0,0,0,0,4,0,-4,0,-4,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,2,0,-2,0,-2,0,2,0,-2,0,2,0,-2,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,1,0 }, { -12,12,12,-12,12,-12,-12,12,-8,-4,8,4,8,4,-8,-4,-6,6,-6,6,6,-6,6,-6,-6,6,6,-6,-6,6,6,-6,-4,-2,-4,-2,4,2,4,2,-4,-2,4,2,-4,-2,4,2,-3,3,-3,3,-3,3,-3,3,-2,-1,-2,-1,-2,-1,-2,-1 }, { 8,-8,-8,8,-8,8,8,-8,4,4,-4,-4,-4,-4,4,4,4,-4,4,-4,-4,4,-4,4,4,-4,-4,4,4,-4,-4,4,2,2,2,2,-2,-2,-2,-2,2,2,-2,-2,2,2,-2,-2,2,-2,2,-2,2,-2,2,-2,1,1,1,1,1,1,1,1 } }; /** Samples x-coordinates */ private final double[] xval; /** Samples y-coordinates */ private final double[] yval; /** Samples z-coordinates */ private final double[] zval; /** Set of cubic splines pacthing the whole data grid */ private final TricubicSplineFunction[][][] splines; /** * @param x Sample values of the x-coordinate, in increasing order. * @param y Sample values of the y-coordinate, in increasing order. * @param z Sample values of the y-coordinate, in increasing order. * @param f Values of the function on every grid point. * @param dFdX Values of the partial derivative of function with respect to x on every grid point. * @param dFdY Values of the partial derivative of function with respect to y on every grid point. * @param dFdZ Values of the partial derivative of function with respect to z on every grid point. * @param d2FdXdY Values of the cross partial derivative of function on every grid point. * @param d2FdXdZ Values of the cross partial derivative of function on every grid point. * @param d2FdYdZ Values of the cross partial derivative of function on every grid point. * @param d3FdXdYdZ Values of the cross partial derivative of function on every grid point. * @throws NoDataException if any of the arrays has zero length. * @throws DimensionMismatchException if the various arrays do not contain the expected number of elements. * @throws NonMonotonicSequenceException if {@code x}, {@code y} or {@code z} are not strictly increasing. */ public TricubicSplineInterpolatingFunction(double[] x, double[] y, double[] z, double[][][] f, double[][][] dFdX, double[][][] dFdY, double[][][] dFdZ, double[][][] d2FdXdY, double[][][] d2FdXdZ, double[][][] d2FdYdZ, double[][][] d3FdXdYdZ) throws NoDataException, DimensionMismatchException, NonMonotonicSequenceException { final int xLen = x.length; final int yLen = y.length; final int zLen = z.length; if (xLen == 0 || yLen == 0 || z.length == 0 || f.length == 0 || f[0].length == 0) { throw new NoDataException(); } if (xLen != f.length) { throw new DimensionMismatchException(xLen, f.length); } if (xLen != dFdX.length) { throw new DimensionMismatchException(xLen, dFdX.length); } if (xLen != dFdY.length) { throw new DimensionMismatchException(xLen, dFdY.length); } if (xLen != dFdZ.length) { throw new DimensionMismatchException(xLen, dFdZ.length); } if (xLen != d2FdXdY.length) { throw new DimensionMismatchException(xLen, d2FdXdY.length); } if (xLen != d2FdXdZ.length) { throw new DimensionMismatchException(xLen, d2FdXdZ.length); } if (xLen != d2FdYdZ.length) { throw new DimensionMismatchException(xLen, d2FdYdZ.length); } if (xLen != d3FdXdYdZ.length) { throw new DimensionMismatchException(xLen, d3FdXdYdZ.length); } MathArrays.checkOrder(x); MathArrays.checkOrder(y); MathArrays.checkOrder(z); xval = x.clone(); yval = y.clone(); zval = z.clone(); final int lastI = xLen - 1; final int lastJ = yLen - 1; final int lastK = zLen - 1; splines = new TricubicSplineFunction[lastI][lastJ][lastK]; for (int i = 0; i < lastI; i++) { if (f[i].length != yLen) { throw new DimensionMismatchException(f[i].length, yLen); } if (dFdX[i].length != yLen) { throw new DimensionMismatchException(dFdX[i].length, yLen); } if (dFdY[i].length != yLen) { throw new DimensionMismatchException(dFdY[i].length, yLen); } if (dFdZ[i].length != yLen) { throw new DimensionMismatchException(dFdZ[i].length, yLen); } if (d2FdXdY[i].length != yLen) { throw new DimensionMismatchException(d2FdXdY[i].length, yLen); } if (d2FdXdZ[i].length != yLen) { throw new DimensionMismatchException(d2FdXdZ[i].length, yLen); } if (d2FdYdZ[i].length != yLen) { throw new DimensionMismatchException(d2FdYdZ[i].length, yLen); } if (d3FdXdYdZ[i].length != yLen) { throw new DimensionMismatchException(d3FdXdYdZ[i].length, yLen); } final int ip1 = i + 1; for (int j = 0; j < lastJ; j++) { if (f[i][j].length != zLen) { throw new DimensionMismatchException(f[i][j].length, zLen); } if (dFdX[i][j].length != zLen) { throw new DimensionMismatchException(dFdX[i][j].length, zLen); } if (dFdY[i][j].length != zLen) { throw new DimensionMismatchException(dFdY[i][j].length, zLen); } if (dFdZ[i][j].length != zLen) { throw new DimensionMismatchException(dFdZ[i][j].length, zLen); } if (d2FdXdY[i][j].length != zLen) { throw new DimensionMismatchException(d2FdXdY[i][j].length, zLen); } if (d2FdXdZ[i][j].length != zLen) { throw new DimensionMismatchException(d2FdXdZ[i][j].length, zLen); } if (d2FdYdZ[i][j].length != zLen) { throw new DimensionMismatchException(d2FdYdZ[i][j].length, zLen); } if (d3FdXdYdZ[i][j].length != zLen) { throw new DimensionMismatchException(d3FdXdYdZ[i][j].length, zLen); } final int jp1 = j + 1; for (int k = 0; k < lastK; k++) { final int kp1 = k + 1; final double[] beta = new double[] { f[i][j][k], f[ip1][j][k], f[i][jp1][k], f[ip1][jp1][k], f[i][j][kp1], f[ip1][j][kp1], f[i][jp1][kp1], f[ip1][jp1][kp1], dFdX[i][j][k], dFdX[ip1][j][k], dFdX[i][jp1][k], dFdX[ip1][jp1][k], dFdX[i][j][kp1], dFdX[ip1][j][kp1], dFdX[i][jp1][kp1], dFdX[ip1][jp1][kp1], dFdY[i][j][k], dFdY[ip1][j][k], dFdY[i][jp1][k], dFdY[ip1][jp1][k], dFdY[i][j][kp1], dFdY[ip1][j][kp1], dFdY[i][jp1][kp1], dFdY[ip1][jp1][kp1], dFdZ[i][j][k], dFdZ[ip1][j][k], dFdZ[i][jp1][k], dFdZ[ip1][jp1][k], dFdZ[i][j][kp1], dFdZ[ip1][j][kp1], dFdZ[i][jp1][kp1], dFdZ[ip1][jp1][kp1], d2FdXdY[i][j][k], d2FdXdY[ip1][j][k], d2FdXdY[i][jp1][k], d2FdXdY[ip1][jp1][k], d2FdXdY[i][j][kp1], d2FdXdY[ip1][j][kp1], d2FdXdY[i][jp1][kp1], d2FdXdY[ip1][jp1][kp1], d2FdXdZ[i][j][k], d2FdXdZ[ip1][j][k], d2FdXdZ[i][jp1][k], d2FdXdZ[ip1][jp1][k], d2FdXdZ[i][j][kp1], d2FdXdZ[ip1][j][kp1], d2FdXdZ[i][jp1][kp1], d2FdXdZ[ip1][jp1][kp1], d2FdYdZ[i][j][k], d2FdYdZ[ip1][j][k], d2FdYdZ[i][jp1][k], d2FdYdZ[ip1][jp1][k], d2FdYdZ[i][j][kp1], d2FdYdZ[ip1][j][kp1], d2FdYdZ[i][jp1][kp1], d2FdYdZ[ip1][jp1][kp1], d3FdXdYdZ[i][j][k], d3FdXdYdZ[ip1][j][k], d3FdXdYdZ[i][jp1][k], d3FdXdYdZ[ip1][jp1][k], d3FdXdYdZ[i][j][kp1], d3FdXdYdZ[ip1][j][kp1], d3FdXdYdZ[i][jp1][kp1], d3FdXdYdZ[ip1][jp1][kp1], }; splines[i][j][k] = new TricubicSplineFunction(computeSplineCoefficients(beta)); } } } } /** * {@inheritDoc} * * @throws OutOfRangeException if any of the variables is outside its interpolation range. */ public double value(double x, double y, double z) throws OutOfRangeException { final int i = searchIndex(x, xval); if (i == -1) { throw new OutOfRangeException(x, xval[0], xval[xval.length - 1]); } final int j = searchIndex(y, yval); if (j == -1) { throw new OutOfRangeException(y, yval[0], yval[yval.length - 1]); } final int k = searchIndex(z, zval); if (k == -1) { throw new OutOfRangeException(z, zval[0], zval[zval.length - 1]); } final double xN = (x - xval[i]) / (xval[i + 1] - xval[i]); final double yN = (y - yval[j]) / (yval[j + 1] - yval[j]); final double zN = (z - zval[k]) / (zval[k + 1] - zval[k]); return splines[i][j][k].value(xN, yN, zN); } /** * @param c Coordinate. * @param val Coordinate samples. * @return the index in {@code val} corresponding to the interval containing {@code c}, or {@code -1} * if {@code c} is out of the range defined by the end values of {@code val}. */ private int searchIndex(double c, double[] val) { if (c < val[0]) { return -1; } final int max = val.length; for (int i = 1; i < max; i++) { if (c <= val[i]) { return i - 1; } } return -1; } /** * Compute the spline coefficients from the list of function values and * function partial derivatives values at the four corners of a grid * element. They must be specified in the following order: *
    *
  • f(0,0,0)
  • *
  • f(1,0,0)
  • *
  • f(0,1,0)
  • *
  • f(1,1,0)
  • *
  • f(0,0,1)
  • *
  • f(1,0,1)
  • *
  • f(0,1,1)
  • *
  • f(1,1,1)
  • * *
  • fx(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fx(1,1,1)
  • * *
  • fy(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fy(1,1,1)
  • * *
  • fz(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fz(1,1,1)
  • * *
  • fxy(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fxy(1,1,1)
  • * *
  • fxz(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fxz(1,1,1)
  • * *
  • fyz(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fyz(1,1,1)
  • * *
  • fxyz(0,0,0)
  • *
  • ... (same order as above)
  • *
  • fxyz(1,1,1)
  • *
* where the subscripts indicate the partial derivative with respect to * the corresponding variable(s). * * @param beta List of function values and function partial derivatives values. * @return the spline coefficients. */ private double[] computeSplineCoefficients(double[] beta) { final int sz = 64; final double[] a = new double[sz]; for (int i = 0; i < sz; i++) { double result = 0; final double[] row = AINV[i]; for (int j = 0; j < sz; j++) { result += row[j] * beta[j]; } a[i] = result; } return a; } } /** * 3D-spline function. * */ class TricubicSplineFunction implements TrivariateFunction { /** Number of points. */ private static final short N = 4; /** Coefficients */ private final double[][][] a = new double[N][N][N]; /** * @param aV List of spline coefficients. */ TricubicSplineFunction(double[] aV) { for (int i = 0; i < N; i++) { for (int j = 0; j < N; j++) { for (int k = 0; k < N; k++) { a[i][j][k] = aV[i + N * (j + N * k)]; } } } } /** * @param x x-coordinate of the interpolation point. * @param y y-coordinate of the interpolation point. * @param z z-coordinate of the interpolation point. * @return the interpolated value. * @throws OutOfRangeException if {@code x}, {@code y} or * {@code z} are not in the interval {@code [0, 1]}. */ public double value(double x, double y, double z) throws OutOfRangeException { if (x < 0 || x > 1) { throw new OutOfRangeException(x, 0, 1); } if (y < 0 || y > 1) { throw new OutOfRangeException(y, 0, 1); } if (z < 0 || z > 1) { throw new OutOfRangeException(z, 0, 1); } final double x2 = x * x; final double x3 = x2 * x; final double[] pX = { 1, x, x2, x3 }; final double y2 = y * y; final double y3 = y2 * y; final double[] pY = { 1, y, y2, y3 }; final double z2 = z * z; final double z3 = z2 * z; final double[] pZ = { 1, z, z2, z3 }; double result = 0; for (int i = 0; i < N; i++) { for (int j = 0; j < N; j++) { for (int k = 0; k < N; k++) { result += a[i][j][k] * pX[i] * pY[j] * pZ[k]; } } } return result; } }




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