// ZDT4.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 ZDT4 */ public class ZDT4 extends Problem{ /** * Constructor. * Creates a default instance of problem ZDT4 (10 decision variables) * @param solutionType The solution type must "Real", "BinaryReal, and "ArrayReal". */ public ZDT4(String solutionType) throws ClassNotFoundException { this(solutionType, 10); // 10 variables by default } // ZDT4 /** * Creates a instance of problem ZDT4. * @param numberOfVariables Number of variables. * @param solutionType The solution type must "Real", "BinaryReal, and "ArrayReal". */ public ZDT4(String solutionType, Integer numberOfVariables) { numberOfVariables_ = numberOfVariables; numberOfObjectives_ = 2; numberOfConstraints_= 0; problemName_ = "ZDT4"; upperLimit_ = new double[numberOfVariables_]; lowerLimit_ = new double[numberOfVariables_]; lowerLimit_[0] = 0.0; upperLimit_[0] = 1.0; for (int var = 1; var < numberOfVariables_; var++){ lowerLimit_[var] = -5.0; upperLimit_[var] = 5.0; } //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) ; } } //ZDT4 /** * Evaluates a solution * @param solution The solution to evaluate * @throws JMException */ public void evaluate(Solution solution) throws JMException { XReal x = new XReal(solution) ; double [] f = new double[numberOfObjectives_] ; f[0] = x.getValue(0) ; double g = this.evalG(x) ; double h = this.evalH(f[0],g) ; f[1] = h * g ; solution.setObjective(0,f[0]); solution.setObjective(1,f[1]); } //evaluate /** * Returns the value of the ZDT4 function G. * @param x Solution * @throws JMException */ public double evalG(XReal x) throws JMException{ double g = 0.0; for (int var = 1; var < numberOfVariables_; var++) g += Math.pow(x.getValue(var),2.0) + - 10.0 * Math.cos(4.0*Math.PI*x.getValue(var)); double constante = 1.0 + 10.0*(numberOfVariables_ - 1); return g + constante; } // evalG /** * Returns the value of the ZDT4 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.sqrt(f/g); } // evalH } // ZDT4