org.uma.jmetal.runner.multiobjective.SteadyStateNSGAIIRunner 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.SBXCrossover;
import org.uma.jmetal.operator.impl.mutation.PolynomialMutation;
import org.uma.jmetal.operator.impl.selection.BinaryTournamentSelection;
import org.uma.jmetal.problem.DoubleProblem;
import org.uma.jmetal.solution.DoubleSolution;
import org.uma.jmetal.util.AlgorithmRunner;
import org.uma.jmetal.util.JMetalException;
import org.uma.jmetal.util.JMetalLogger;
import org.uma.jmetal.util.ProblemUtils;
import org.uma.jmetal.util.fileoutput.SolutionSetOutput;
import org.uma.jmetal.util.fileoutput.impl.DefaultFileOutputContext;
import java.util.List;
/**
* Class to configure and run the NSGA-II algorithm
*/
public class SteadyStateNSGAIIRunner {
/**
* @param args Command line arguments.
* @throws java.io.IOException
* @throws SecurityException
* @throws ClassNotFoundException
* Usage: three options
* - org.uma.jmetal.runner.multiobjective.NSGAIIRunner
* - org.uma.jmetal.runner.multiobjective.NSGAIIRunner problemName
* - org.uma.jmetal.runner.multiobjective.NSGAIIRunner problemName paretoFrontFile
*/
public static void main(String[] args) throws JMetalException {
DoubleProblem problem;
Algorithm> algorithm;
CrossoverOperator crossover;
MutationOperator mutation;
SelectionOperator, DoubleSolution> selection;
String problemName ;
if (args.length == 1) {
problemName = args[0] ;
} else {
problemName = "org.uma.jmetal.problem.multiobjective.Srinivas";
}
problem = (DoubleProblem) ProblemUtils. loadProblem(problemName);
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();
algorithm = new NSGAIIBuilder(problem, crossover, mutation)
.setSelectionOperator(selection)
.setMaxIterations(25000)
.setPopulationSize(100)
.setVariant(NSGAIIBuilder.NSGAIIVariant.SteadyStateNSGAII)
.build() ;
AlgorithmRunner algorithmRunner = new AlgorithmRunner.Executor(algorithm)
.execute() ;
List population = algorithm.getResult() ;
long computingTime = algorithmRunner.getComputingTime() ;
new SolutionSetOutput.Printer(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("Objectives values have been written to file FUN.tsv");
JMetalLogger.logger.info("Variables values have been written to file VAR.tsv");
}
}