org.uma.jmetal.runner.multiobjective.RNSGAIIRunner Maven / Gradle / Ivy
// 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 .
package org.uma.jmetal.runner.multiobjective;
import org.uma.jmetal.algorithm.Algorithm;
import org.uma.jmetal.algorithm.multiobjective.rnsgaii.RNSGAIIBuilder;
import org.uma.jmetal.operator.CrossoverOperator;
import org.uma.jmetal.operator.MutationOperator;
import org.uma.jmetal.operator.SelectionOperator;
import org.uma.jmetal.operator.impl.crossover.SBXCrossover;
import org.uma.jmetal.operator.impl.mutation.PolynomialMutation;
import org.uma.jmetal.operator.impl.selection.BinaryTournamentSelection;
import org.uma.jmetal.problem.Problem;
import org.uma.jmetal.problem.multiobjective.zdt.ZDT1;
import org.uma.jmetal.solution.DoubleSolution;
import org.uma.jmetal.util.AbstractAlgorithmRunner;
import org.uma.jmetal.util.AlgorithmRunner;
import org.uma.jmetal.util.JMetalException;
import org.uma.jmetal.util.JMetalLogger;
import org.uma.jmetal.util.comparator.RankingAndCrowdingDistanceComparator;
import java.io.FileNotFoundException;
import java.util.ArrayList;
import java.util.List;
/**
* Class to configure and run the R-NSGA-II algorithm
*
* @author Antonio J. Nebro
* @author Cristobal Barba
*/
public class RNSGAIIRunner extends AbstractAlgorithmRunner {
/**
* @param args Command line arguments.
* @throws JMetalException
* @throws FileNotFoundException
* Invoking command:
java org.uma.jmetal.runner.multiobjective.RNSGAIIRunner problemName [referenceFront]
*/
public static void main(String[] args) throws JMetalException, FileNotFoundException {
Problem problem;
Algorithm> algorithm;
CrossoverOperator crossover;
MutationOperator mutation;
SelectionOperator, DoubleSolution> selection;
String referenceParetoFront = "" ;
String problemName ;
if (args.length == 1) {
problemName = args[0];
} else if (args.length == 2) {
problemName = args[0] ;
referenceParetoFront = args[1] ;
} else {
problemName = "org.uma.jmetal.problem.multiobjective.zdt.ZDT1";
referenceParetoFront = "jmetal-problem/src/test/resources/pareto_fronts/ZDT1.pf" ;
}
problem =new ZDT1();// ProblemUtils. loadProblem(problemName);//Tanaka();//
double crossoverProbability = 0.9 ;
double crossoverDistributionIndex = 20.0 ;
crossover = new SBXCrossover(crossoverProbability, crossoverDistributionIndex) ;
double mutationProbability = 1.0 / problem.getNumberOfVariables() ;
double mutationDistributionIndex = 20.0 ;
mutation = new PolynomialMutation(mutationProbability, mutationDistributionIndex) ;
selection = new BinaryTournamentSelection(
new RankingAndCrowdingDistanceComparator());
List referencePoint = new ArrayList<>() ;
/*referencePoint.add(0.0) ;
referencePoint.add(1.0) ;
referencePoint.add(1.0) ;
referencePoint.add(0.0) ;
referencePoint.add(0.5) ;
referencePoint.add(0.5) ;
referencePoint.add(0.2) ;
referencePoint.add(0.8) ;
referencePoint.add(0.8) ;
referencePoint.add(0.2) ;*/
//Example fig 2 paper Deb
/* referencePoint.add(0.2) ;
referencePoint.add(0.4) ;
referencePoint.add(0.8) ;
referencePoint.add(0.4) ;*/
//Example fig 3 paper Deb
referencePoint.add(0.1) ;
referencePoint.add(0.6) ;
referencePoint.add(0.3) ;
referencePoint.add(0.6) ;
referencePoint.add(0.5) ;
referencePoint.add(0.2) ;
referencePoint.add(0.7) ;
referencePoint.add(0.2) ;
referencePoint.add(0.9) ;
referencePoint.add(0.0) ;
/*referencePoint.add(0.1) ;
referencePoint.add(1.0) ;
referencePoint.add(1.0) ;
referencePoint.add(0.0) ;
referencePoint.add(0.5) ;
referencePoint.add(0.8);
referencePoint.add(0.8) ;
referencePoint.add(0.6) ;*/
//referencePoint.add(0.0) ;
//referencePoint.add(1.0);
//referencePoint.add(1.0) ;
//referencePoint.add(0.6);
//referencePoint.add(0.4) ;
//referencePoint.add(0.8);
double epsilon= 0.0045;
algorithm = new RNSGAIIBuilder(problem, crossover, mutation, referencePoint,epsilon)
.setSelectionOperator(selection)
.setMaxEvaluations(25000)
.setPopulationSize(100)
.build() ;
AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm)
.execute() ;
List population = algorithm.getResult() ;
long computingTime = algorithmRunner.getComputingTime() ;
JMetalLogger.logger.info("Total execution time: " + computingTime + "ms");
printFinalSolutionSet(population);
if (!referenceParetoFront.equals("")) {
printQualityIndicators(population, referenceParetoFront) ;
}
}
}