// DTLZ7.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.DTLZ; import jmetal.core.Problem; import jmetal.core.Solution; import jmetal.core.Variable; import jmetal.encodings.solutionType.BinaryRealSolutionType; import jmetal.encodings.solutionType.RealSolutionType; import jmetal.util.JMException; /** * Class representing problem DTLZ7 */ public class DTLZ7 extends Problem{ /** * Creates a default DTLZ7 problem instance (22 variables and 3 objectives) * @param solutionType The solution type must "Real" or "BinaryReal". */ public DTLZ7(String solutionType) throws ClassNotFoundException { this(solutionType, 22, 3); } // DTLZ7 /** * Creates a new DTLZ7 problem instance * @param numberOfVariables Number of variables * @param numberOfObjectives Number of objective functions * @param solutionType The solution type must "Real" or "BinaryReal". */ public DTLZ7(String solutionType, Integer numberOfVariables, Integer numberOfObjectives) { numberOfVariables_ = numberOfVariables; numberOfObjectives_ = numberOfObjectives; numberOfConstraints_= 0; problemName_ = "DTLZ7"; lowerLimit_ = new double[numberOfVariables_]; upperLimit_ = new double[numberOfVariables_]; for (int var = 0; var < numberOfVariables_; var++){ lowerLimit_[var] = 0.0; upperLimit_[var] = 1.0; } if (solutionType.compareTo("BinaryReal") == 0) solutionType_ = new BinaryRealSolutionType(this) ; else if (solutionType.compareTo("Real") == 0) solutionType_ = new RealSolutionType(this) ; else { System.out.println("Error: solution type " + solutionType + " invalid") ; System.exit(-1) ; } } /** * Evaluates a solution * @param solution The solution to evaluate * @throws JMException */ public void evaluate(Solution solution) throws JMException { Variable[] gen = solution.getDecisionVariables(); double [] x = new double[numberOfVariables_]; double [] f = new double[numberOfObjectives_]; int k = numberOfVariables_ - numberOfObjectives_ + 1; for (int i = 0; i < numberOfVariables_; i++) x[i] = gen[i].getValue(); //Calculate g double g = 0.0; for (int i = this.numberOfVariables_ - k; i < numberOfVariables_; i++) g += x[i] ; g = 1 + (9.0 * g) / k; //<- //Calculate the value of f1,f2,f3,...,fM-1 (take acount of vectors start at 0) System.arraycopy(x, 0, f, 0, numberOfObjectives_ - 1); //<- //->Calculate fM double h = 0.0; for (int i = 0; i < numberOfObjectives_ -1; i++) h += (f[i]/(1.0 + g))*(1 + Math.sin(3.0 * Math.PI * f[i])); h = numberOfObjectives_ - h; f[numberOfObjectives_-1] = (1 + g) * h; //<- //-> Setting up the value of the objetives for (int i = 0; i < numberOfObjectives_; i++) solution.setObjective(i,f[i]); //<- } // evaluate }