// BitFlipMutation.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.operators.mutation; import jmetal.core.Solution; import jmetal.encodings.solutionType.BinaryRealSolutionType; import jmetal.encodings.solutionType.BinarySolutionType; import jmetal.encodings.solutionType.IntSolutionType; import jmetal.encodings.variable.Binary; import jmetal.util.Configuration; import jmetal.util.JMException; import jmetal.util.PseudoRandom; import java.util.Arrays; import java.util.HashMap; import java.util.List; /** * This class implements a bit flip mutation operator. * NOTE: the operator is applied to binary or integer solutions, considering the * whole solution as a single encodings.variable. */ public class BitFlipMutation extends Mutation { /** * Valid solution types to apply this operator */ private static final List VALID_TYPES = Arrays.asList(BinarySolutionType.class, BinaryRealSolutionType.class, IntSolutionType.class) ; private Double mutationProbability_ = null ; /** * Constructor * Creates a new instance of the Bit Flip mutation operator */ public BitFlipMutation(HashMap<String, Object> parameters) { super(parameters) ; if (parameters.get("probability") != null) mutationProbability_ = (Double) parameters.get("probability") ; } // BitFlipMutation /** * Perform the mutation operation * @param probability Mutation probability * @param solution The solution to mutate * @throws JMException */ public void doMutation(double probability, Solution solution) throws JMException { try { if ((solution.getType().getClass() == BinarySolutionType.class) || (solution.getType().getClass() == BinaryRealSolutionType.class)) { for (int i = 0; i < solution.getDecisionVariables().length; i++) { for (int j = 0; j < ((Binary) solution.getDecisionVariables()[i]).getNumberOfBits(); j++) { if (PseudoRandom.randDouble() < probability) { ((Binary) solution.getDecisionVariables()[i]).bits_.flip(j); } } } for (int i = 0; i < solution.getDecisionVariables().length; i++) { ((Binary) solution.getDecisionVariables()[i]).decode(); } } // if else { // Integer representation for (int i = 0; i < solution.getDecisionVariables().length; i++) if (PseudoRandom.randDouble() < probability) { int value = PseudoRandom.randInt( (int)solution.getDecisionVariables()[i].getLowerBound(), (int)solution.getDecisionVariables()[i].getUpperBound()); solution.getDecisionVariables()[i].setValue(value); } // if } // else } catch (ClassCastException e1) { Configuration.logger_.severe("BitFlipMutation.doMutation: " + "ClassCastException error" + e1.getMessage()); Class cls = java.lang.String.class; String name = cls.getName(); throw new JMException("Exception in " + name + ".doMutation()"); } } // doMutation /** * Executes the operation * @param object An object containing a solution to mutate * @return An object containing the mutated solution * @throws JMException */ public Object execute(Object object) throws JMException { Solution solution = (Solution) object; if (!VALID_TYPES.contains(solution.getType().getClass())) { Configuration.logger_.severe("BitFlipMutation.execute: the solution " + "is not of the right type. The type should be 'Binary', " + "'BinaryReal' or 'Int', but " + solution.getType() + " is obtained"); Class cls = java.lang.String.class; String name = cls.getName(); throw new JMException("Exception in " + name + ".execute()"); } // if doMutation(mutationProbability_, solution); return solution; } // execute } // BitFlipMutation