// Author: // Antonio J. Nebro <antonio@lcc.uma.es> // Juan J. Durillo <durillo@lcc.uma.es> // // Copyright (c) 2011 Antonio J. Nebro, Juan J. Durillo /* * To change this license header, choose License Headers in Project Properties. * To change this template file, choose Tools | Templates * and open the template in the editor. */ 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; /** * DTLZ6 test problem copied from jMetal but modified to be compatible with * MOEAframework * * @author SEAK2 */ public class DTLZ6 extends DTLZ { /** * Constructs a DTLZ6 test problem with the specified number of objectives. * This is equivalent to calling {@code new DTLZ6(numberOfObjectives+9, * numberOfObjectives)} * * @param numberOfObjectives the number of objectives for this problem */ public DTLZ6(int numberOfObjectives) { this(numberOfObjectives + 9, numberOfObjectives); } /** * Constructs a DTLZ6 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 DTLZ6(int numberOfVariables, int numberOfObjectives) { super(numberOfVariables, numberOfObjectives); } @Override public void evaluate(Solution solution) { double[] theta = new double[numberOfObjectives - 1]; double[] f = new double[numberOfObjectives]; double[] x = EncodingUtils.getReal(solution); int k = numberOfVariables - numberOfObjectives + 1; double g = 0.0; for (int i = numberOfVariables - k; i < numberOfVariables; i++) { g += java.lang.Math.pow(x[i], 0.1); } double t = java.lang.Math.PI / (4.0 * (1.0 + g)); theta[0] = x[0] * java.lang.Math.PI / 2; for (int i = 1; i < (numberOfObjectives - 1); i++) { theta[i] = t * (1.0 + 2.0 * g * x[i]); } for (int i = 0; i < numberOfObjectives; i++) { f[i] = 1.0 + g; for (int j = 0; j < numberOfObjectives - (i + 1); j++) { f[i] *= java.lang.Math.cos(theta[j]); } if (i != 0) { int aux = numberOfObjectives - (i + 1); f[i] *= java.lang.Math.sin(theta[aux]); } solution.setObjective(i, f[i]); } } @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); } evaluate(solution); return solution; } }