// ZDT6.java // // Author: // Antonio J. Nebro <antonio@lcc.uma.es> // Juan J. Durillo <durillo@lcc.uma.es> // // Copyright (c) 2011 Antonio J. Nebro, Juan J. Durillo // // This program 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. // // 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 Lesser General Public License for more details. // // You should have received a copy of the GNU Lesser General Public License // along with this program. If not, see <http://www.gnu.org/licenses/>. package org.uma.jmetal.problem.multiobjective.zdt; import org.uma.jmetal.problem.impl.AbstractDoubleProblem; import org.uma.jmetal.solution.DoubleSolution; import java.util.ArrayList; import java.util.List; /** * Class representing problem ZDT6 */ @SuppressWarnings("serial") public class ZDT6 extends AbstractDoubleProblem { /** Constructor. Creates a default instance of problem ZDT6 (10 decision variables) */ public ZDT6() { this(10); } /** * Creates a instance of problem ZDT6 * * @param numberOfVariables Number of variables */ public ZDT6(Integer numberOfVariables) { setNumberOfVariables(numberOfVariables); setNumberOfObjectives(2); setName("ZDT6"); List<Double> lowerLimit = new ArrayList<>(getNumberOfVariables()) ; List<Double> upperLimit = new ArrayList<>(getNumberOfVariables()) ; for (int i = 0; i < getNumberOfVariables(); i++) { lowerLimit.add(0.0); upperLimit.add(1.0); } setLowerLimit(lowerLimit); setUpperLimit(upperLimit); } /** Evaluate() method */ public void evaluate(DoubleSolution solution) { double[] f = new double[getNumberOfObjectives()]; double x1 = solution.getVariableValue(0); f[0] = 1.0 - Math.exp((-4.0) * x1) * Math.pow(Math.sin(6.0 * Math.PI * x1), 6.0); double g = this.evalG(solution); double h = this.evalH(f[0], g); f[1] = h * g; solution.setObjective(0, f[0]); solution.setObjective(1, f[1]); } /** * Returns the value of the ZDT6 function G. * * @param solution Solution */ public double evalG(DoubleSolution solution) { double g = 0.0; for (int var = 1; var < solution.getNumberOfVariables(); var++) { g += solution.getVariableValue(var); } g = g / (solution.getNumberOfVariables() - 1); g = Math.pow(g, 0.25); g = 9.0 * g; g = 1.0 + g; return g; } /** * Returns the value of the ZDT6 function H. * * @param f First argument of the function H. * @param g Second argument of the function H. */ public double evalH(double f, double g) { return 1.0 - Math.pow((f / g), 2.0); } }