/* Copyright 2009-2016 David Hadka * * This file is part of the MOEA Framework. * * The MOEA Framework is free software: you can redistribute it and/or modify * it under the terms of the GNU Lesser General Public License as published by * the Free Software Foundation, either version 3 of the License, or (at your * option) any later version. * * The MOEA Framework 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 Lesser General Public * License for more details. * * You should have received a copy of the GNU Lesser General Public License * along with the MOEA Framework. If not, see <http://www.gnu.org/licenses/>. */ package org.moeaframework.problem.DTLZ; import org.moeaframework.core.PRNG; import org.moeaframework.core.Solution; import org.moeaframework.core.variable.EncodingUtils; import org.moeaframework.core.variable.RealVariable; /** * The DTLZ7 test problem. */ public class DTLZ7 extends DTLZ { /** * Constructs a DTLZ7 test problem with the specified number of objectives. * This is equivalent to calling {@code new DTLZ7(numberOfObjectives+19, * numberOfObjectives)} * * @param numberOfObjectives the number of objectives for this problem */ public DTLZ7(int numberOfObjectives) { this(numberOfObjectives + 19, numberOfObjectives); } /** * Constructs a DTLZ7 test problem with the specified number of variables * and objectives. * * @param numberOfVariables the number of variables for this problem * @param numberOfObjectives the number of objectives for this problem */ public DTLZ7(int numberOfVariables, int numberOfObjectives) { super(numberOfVariables, numberOfObjectives); } @Override public void evaluate(Solution solution) { double[] x = EncodingUtils.getReal(solution); double[] f = new double[numberOfObjectives]; int k = numberOfVariables - numberOfObjectives + 1; double g = 0.0; for (int i = numberOfVariables - k; i < numberOfVariables; i++) { g += x[i]; } g = 1.0 + (9.0 * g) / k; double h = numberOfObjectives; for (int i = 0; i < numberOfObjectives - 1; i++) { h -= x[i] / (1.0 + g) * (1.0 + Math.sin(3.0 * Math.PI * x[i])); } for (int i = 0; i < numberOfObjectives - 1; i++) { f[i] = x[i]; } f[numberOfObjectives - 1] = (1.0 + g) * h; solution.setObjectives(f); } @Override public Solution generate() { Solution solution = newSolution(); for (int i = 0; i < numberOfObjectives - 1; i++) { ((RealVariable)solution.getVariable(i)).setValue(PRNG.nextDouble()); } for (int i = numberOfObjectives - 1; i < numberOfVariables; i++) { ((RealVariable)solution.getVariable(i)).setValue(0.0); } evaluate(solution); return solution; } }