// ZDTStudy.java // // Authors: // Antonio J. Nebro <antonio@lcc.uma.es> // // Copyright (c) 2012 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 <http://www.gnu.org/licenses/>. package jmetal.experiments.studies; import jmetal.core.Algorithm; import jmetal.experiments.Experiment; import jmetal.experiments.Settings; import jmetal.experiments.settings.GDE3_Settings; import jmetal.experiments.settings.NSGAII_Settings; import jmetal.experiments.settings.SMPSO_Settings; import jmetal.experiments.util.Friedman; import jmetal.util.JMException; import java.io.IOException; import java.util.HashMap; import java.util.logging.Level; import java.util.logging.Logger; /** * Class implementing an example experimental study. Three algorithms are * compared when solving the benchmarks, and the hypervolume, * spread and additive epsilon indicators are used for performance assessment. */ public class ZDTStudy extends Experiment { /** * Configures the algorithms in each independent run * @param problemName The problem to solve * @param problemIndex * @throws ClassNotFoundException */ public void algorithmSettings(String problemName, int problemIndex, Algorithm[] algorithm) throws ClassNotFoundException { try { int numberOfAlgorithms = algorithmNameList_.length; HashMap[] parameters = new HashMap[numberOfAlgorithms]; for (int i = 0; i < numberOfAlgorithms; i++) { parameters[i] = new HashMap(); } // for if (!(paretoFrontFile_[problemIndex] == null) && !paretoFrontFile_[problemIndex].equals("")) { for (int i = 0; i < numberOfAlgorithms; i++) parameters[i].put("frontPath_", frontPath_[problemIndex]); //parameters[i].put("paretoFrontFile_", paretoFrontFile_[problemIndex]); } // if algorithm[0] = new NSGAII_Settings(problemName).configure(parameters[0]); algorithm[1] = new SMPSO_Settings(problemName).configure(parameters[1]); algorithm[2] = new GDE3_Settings(problemName).configure(parameters[2]); } catch (IllegalArgumentException ex) { Logger.getLogger(StandardStudy.class.getName()).log(Level.SEVERE, null, ex); } catch (IllegalAccessException ex) { Logger.getLogger(StandardStudy.class.getName()).log(Level.SEVERE, null, ex); } catch (JMException ex) { Logger.getLogger(StandardStudy.class.getName()).log(Level.SEVERE, null, ex); } } // algorithmSettings /** * Main method * @param args * @throws jmetal.util.JMException * @throws java.io.IOException */ public static void main(String[] args) throws JMException, IOException { ZDTStudy exp = new ZDTStudy(); exp.experimentName_ = "ZDTStudy"; exp.algorithmNameList_ = new String[]{ "NSGAII", "SMPSO", "GDE3"}; exp.problemList_ = new String[]{"ZDT1", "ZDT2","ZDT3", "ZDT4","ZDT6"}; exp.paretoFrontFile_ = new String[]{"ZDT1.pf", "ZDT2.pf","ZDT3.pf", "ZDT4.pf","ZDT6.pf"}; exp.indicatorList_ = new String[]{"HV", "SPREAD", "EPSILON"}; int numberOfAlgorithms = exp.algorithmNameList_.length; exp.experimentBaseDirectory_ = "/Users/antelverde/Softw/pruebas/jmetal/" + exp.experimentName_; exp.paretoFrontDirectory_ = "/Users/antelverde/Softw/pruebas/data/paretoFronts"; exp.algorithmSettings_ = new Settings[numberOfAlgorithms]; exp.independentRuns_ = 100; exp.initExperiment(); // Run the experiments int numberOfThreads ; exp.runExperiment(numberOfThreads = 4) ; exp.generateQualityIndicators() ; // Generate latex tables exp.generateLatexTables() ; // Configure the R scripts to be generated int rows ; int columns ; String prefix ; String [] problems ; boolean notch ; // Configuring scripts for ZDT rows = 3 ; columns = 2 ; prefix = new String("ZDT"); problems = new String[]{"ZDT1", "ZDT2","ZDT3", "ZDT4","ZDT6"} ; exp.generateRBoxplotScripts(rows, columns, problems, prefix, notch = false, exp) ; exp.generateRWilcoxonScripts(problems, prefix, exp) ; // Friedman Tests Friedman test = new Friedman(exp); test.executeTest("EPSILON"); test.executeTest("HV"); test.executeTest("SPREAD"); //test.executeTest("IGD"); } // main } // ZDTStudy