org.uma.jmetal.runner.multiobjective.NSGAIITSPRunner Maven / Gradle / Ivy
// NSGAIIRunner.java
//
// Author:
// Antonio J. Nebro
//
// Copyright (c) 2014 Antonio J. Nebro
//
// 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.nsgaii.NSGAIIBuilder;
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.PMXCrossover;
import org.uma.jmetal.operator.impl.mutation.PermutationSwapMutation;
import org.uma.jmetal.operator.impl.selection.BinaryTournamentSelection;
import org.uma.jmetal.problem.PermutationProblem;
import org.uma.jmetal.problem.multiobjective.MultiobjectiveTSP;
import org.uma.jmetal.runner.AbstractAlgorithmRunner;
import org.uma.jmetal.solution.PermutationSolution;
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 org.uma.jmetal.util.fileoutput.SolutionListOutput;
import org.uma.jmetal.util.fileoutput.impl.DefaultFileOutputContext;
import org.uma.jmetal.util.pseudorandom.JMetalRandom;
import java.io.IOException;
import java.util.List;
/**
* Class for configuring and running the NSGA-II algorithm to solve the bi-objective TSP
*
* @author Antonio J. Nebro
*/
public class NSGAIITSPRunner extends AbstractAlgorithmRunner {
/**
* @param args Command line arguments.
* @throws java.io.IOException
* @throws SecurityException
* @throws ClassNotFoundException
* Invoking command:
java org.uma.jmetal.runner.multiobjective.NSGAIITSPRunner problemName [referenceFront]
*/
public static void main(String[] args) throws JMetalException, IOException {
JMetalRandom.getInstance().setSeed(100L);
PermutationProblem> problem;
Algorithm>> algorithm;
CrossoverOperator> crossover;
MutationOperator> mutation;
SelectionOperator>, PermutationSolution> selection;
problem = new MultiobjectiveTSP("/tspInstances/kroA100.tsp", "/tspInstances/kroB100.tsp");
crossover = new PMXCrossover(0.9) ;
double mutationProbability = 0.2 ;
mutation = new PermutationSwapMutation(mutationProbability) ;
selection = new BinaryTournamentSelection>(new RankingAndCrowdingDistanceComparator>());
algorithm = new NSGAIIBuilder>(problem, crossover, mutation)
.setSelectionOperator(selection)
.setMaxEvaluations(10000)
.setPopulationSize(100)
.build() ;
AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm)
.execute() ;
List> population = algorithm.getResult() ;
long computingTime = algorithmRunner.getComputingTime() ;
new SolutionListOutput(population)
.setSeparator("\t")
.setVarFileOutputContext(new DefaultFileOutputContext("VAR.tsv"))
.setFunFileOutputContext(new DefaultFileOutputContext("FUN.tsv"))
.print();
JMetalLogger.logger.info("Total execution time: " + computingTime + "ms");
JMetalLogger.logger.info("Random seed: " + JMetalRandom.getInstance().getSeed());
JMetalLogger.logger.info("Objectives values have been written to file FUN.tsv");
JMetalLogger.logger.info("Variables values have been written to file VAR.tsv");
}
}