// ConstrainedProblemsStudy.java
//
// Authors:
// 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.experiments.studies;
import jmetal.core.Algorithm;
import jmetal.experiments.Experiment;
import jmetal.experiments.Settings;
import jmetal.experiments.settings.AbYSS_Settings;
import jmetal.experiments.settings.MOCell_Settings;
import jmetal.experiments.settings.NSGAII_Settings;
import jmetal.experiments.settings.SPEA2_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;
/**
* Example of experiment. In particular four algorithms are compared when solving
* four constrained problems.
*/
public class ConstrainedProblemsStudy 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();
}
if (!paretoFrontFile_[problemIndex].equals("")) {
for (int i = 0; i < numberOfAlgorithms; i++)
parameters[i].put("paretoFrontFile_", paretoFrontFile_[problemIndex]);
} // if
algorithm[0] = new NSGAII_Settings(problemName).configure(parameters[0]);
algorithm[1] = new SPEA2_Settings(problemName).configure(parameters[1]);
algorithm[2] = new MOCell_Settings(problemName).configure(parameters[2]);
algorithm[3] = new AbYSS_Settings(problemName).configure(parameters[3]);
} catch (IllegalArgumentException ex) {
Logger.getLogger(ConstrainedProblemsStudy.class.getName()).log(Level.SEVERE, null, ex);
} catch (IllegalAccessException ex) {
Logger.getLogger(ConstrainedProblemsStudy.class.getName()).log(Level.SEVERE, null, ex);
} catch (JMException ex) {
Logger.getLogger(ConstrainedProblemsStudy.class.getName()).log(Level.SEVERE, null, ex);
}
}
public static void main(String[] args) throws JMException, IOException {
ConstrainedProblemsStudy exp = new ConstrainedProblemsStudy();
exp.experimentName_ = "ConstrainedProblemsStudy";
exp.algorithmNameList_ = new String[]{
"NSGAII", "SPEA2", "MOCell", "AbYSS"};
exp.problemList_ = new String[]{
"Golinski", "Srinivas","Tanaka", "Osyczka2"};
exp.paretoFrontFile_ = new String[]{
"Golinski.pf", "Srinivas.pf", "Tanaka.pf", "Osyczka2.pf"};
exp.indicatorList_ = new String[]{"EPSILON", "SPREAD", "HV"};
int numberOfAlgorithms = exp.algorithmNameList_.length;
exp.experimentBaseDirectory_ = "/Users/antonio/Softw/pruebas/" + exp.experimentName_;
exp.paretoFrontDirectory_ = "/Users/antonio/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() ;
// Applying Friedman test
Friedman test = new Friedman(exp);
test.executeTest("EPSILON");
test.executeTest("HV");
test.executeTest("SPREAD");
// 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 = 2 ;
columns = 2 ;
prefix = new String("Constrained");
problems = new String[]{"Golinski", "Srinivas","Tanaka", "Osyczka2"} ;
exp.generateRBoxplotScripts(rows, columns, problems, prefix, notch = false, exp) ;
exp.generateRWilcoxonScripts(problems, prefix, exp) ; }
} // ConstrainedProblemsStudy