// ZDT2.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 jmetal.problems.ZDT; import jmetal.core.Problem; import jmetal.core.Solution; import jmetal.encodings.solutionType.ArrayRealSolutionType; import jmetal.encodings.solutionType.BinaryRealSolutionType; import jmetal.encodings.solutionType.RealSolutionType; import jmetal.util.JMException; import jmetal.util.wrapper.XReal; /** * Class representing problem ZDT2 */ public class ZDT2 extends Problem{ /** * Constructor. * Creates a default instance of problem ZDT2 (30 decision variables) * @param solutionType The solution type must "Real", "BinaryReal, and "ArrayReal". */ public ZDT2(String solutionType) throws ClassNotFoundException { this(solutionType, 30); // 30 variables by default } // ZDT2 /** * Constructor. * Creates a new ZDT2 problem instance. * @param numberOfVariables Number of variables * @param solutionType The solution type must "Real" or "BinaryReal". */ public ZDT2(String solutionType, Integer numberOfVariables) { numberOfVariables_ = numberOfVariables; numberOfObjectives_ = 2; numberOfConstraints_= 0; problemName_ = "ZDT2"; upperLimit_ = new double[numberOfVariables_]; lowerLimit_ = new double[numberOfVariables_]; for (int var = 0; var < numberOfVariables_; var++){ lowerLimit_[var] = 0.0; upperLimit_[var] = 1.0; } //for if (solutionType.compareTo("BinaryReal") == 0) solutionType_ = new BinaryRealSolutionType(this) ; else if (solutionType.compareTo("Real") == 0) solutionType_ = new RealSolutionType(this) ; else if (solutionType.compareTo("ArrayReal") == 0) solutionType_ = new ArrayRealSolutionType(this) ; else { System.out.println("Error: solution type " + solutionType + " invalid") ; System.exit(-1) ; } } //ZDT2 /** * Evaluates a solution * @param solution The solution to evaluate * @throws JMException */ public void evaluate(Solution solution) throws JMException { XReal x = new XReal(solution) ; double [] fx = new double[numberOfObjectives_] ; fx[0] = x.getValue(0) ; double g = this.evalG(x) ; double h = this.evalH(fx[0],g) ; fx[1] = h * g ; solution.setObjective(0,fx[0]); solution.setObjective(1,fx[1]); } //evaluate /** * Returns the value of the ZDT2 function G. * @param x Solution * @throws JMException */ private double evalG(XReal x) throws JMException { double g = 0.0; for (int i = 1; i < x.getNumberOfDecisionVariables();i++) g += x.getValue(i); double constant = (9.0 / (numberOfVariables_-1)); g = constant * g; g = g + 1.0; return g; } //evalG /** * Returns the value of the ZDT2 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) { double h = 0.0; h = 1.0 - java.lang.Math.pow(f/g,2.0); return h; } // evalH } //ZDT2