moeoNSGA.h

00001 /*
00002 * <moeoNSGA.h>
00003 * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
00004 * (C) OPAC Team, LIFL, 2002-2007
00005 *
00006 * Arnaud Liefooghe
00007 *
00008 * This software is governed by the CeCILL license under French law and
00009 * abiding by the rules of distribution of free software.  You can  use,
00010 * modify and/ or redistribute the software under the terms of the CeCILL
00011 * license as circulated by CEA, CNRS and INRIA at the following URL
00012 * "http://www.cecill.info".
00013 *
00014 * As a counterpart to the access to the source code and  rights to copy,
00015 * modify and redistribute granted by the license, users are provided only
00016 * with a limited warranty  and the software's author,  the holder of the
00017 * economic rights,  and the successive licensors  have only  limited liability.
00018 *
00019 * In this respect, the user's attention is drawn to the risks associated
00020 * with loading,  using,  modifying and/or developing or reproducing the
00021 * software by the user in light of its specific status of free software,
00022 * that may mean  that it is complicated to manipulate,  and  that  also
00023 * therefore means  that it is reserved for developers  and  experienced
00024 * professionals having in-depth computer knowledge. Users are therefore
00025 * encouraged to load and test the software's suitability as regards their
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00027 * data to be ensured and,  more generally, to use and operate it in the
00028 * same conditions as regards security.
00029 * The fact that you are presently reading this means that you have had
00030 * knowledge of the CeCILL license and that you accept its terms.
00031 *
00032 * ParadisEO WebSite : http://paradiseo.gforge.inria.fr
00033 * Contact: paradiseo-help@lists.gforge.inria.fr
00034 *
00035 */
00036 //-----------------------------------------------------------------------------
00037 
00038 #ifndef MOEONSGA_H_
00039 #define MOEONSGA_H_
00040 
00041 #include <eoBreed.h>
00042 #include <eoContinue.h>
00043 #include <eoEvalFunc.h>
00044 #include <eoGenContinue.h>
00045 #include <eoGeneralBreeder.h>
00046 #include <eoGenOp.h>
00047 #include <eoPopEvalFunc.h>
00048 #include <eoSGAGenOp.h>
00049 #include <algo/moeoEA.h>
00050 #include <diversity/moeoFrontByFrontSharingDiversityAssignment.h>
00051 #include <fitness/moeoFastNonDominatedSortingFitnessAssignment.h>
00052 #include <replacement/moeoElitistReplacement.h>
00053 #include <selection/moeoDetTournamentSelect.h>
00054 
00061 template < class MOEOT >
00062 class moeoNSGA: public moeoEA < MOEOT >
00063   {
00064   public:
00065 
00073     moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
00074         defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
00075         diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
00076     {}
00077 
00078 
00086     moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, double _nicheSize = 0.5) :
00087         defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
00088         diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
00089     {}
00090 
00091 
00102     moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, double _nicheSize = 0.5) :
00103         defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select (2),
00104         diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment),
00105         defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed)
00106     {}
00107 
00108 
00116     moeoNSGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
00117         continuator(_continuator), popEval(_eval), select(2),
00118         diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
00119     {}
00120 
00121 
00129     moeoNSGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, double _nicheSize = 0.5) :
00130         continuator(_continuator), popEval(_eval), select(2),
00131         diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
00132     {}
00133 
00134 
00139     virtual void operator () (eoPop < MOEOT > &_pop)
00140     {
00141       eoPop < MOEOT > offspring, empty_pop;
00142       popEval (empty_pop, _pop);        // a first eval of _pop
00143       // evaluate fitness and diversity
00144       fitnessAssignment(_pop);
00145       diversityAssignment(_pop);
00146       do
00147         {
00148           // generate offspring, worths are recalculated if necessary
00149           breed (_pop, offspring);
00150           // eval of offspring
00151           popEval (_pop, offspring);
00152           // after replace, the new pop is in _pop. Worths are recalculated if necessary
00153           replace (_pop, offspring);
00154         }
00155       while (continuator (_pop));
00156     }
00157 
00158 
00159   protected:
00160 
00162     eoGenContinue < MOEOT > defaultGenContinuator;
00164     eoContinue < MOEOT > & continuator;
00166     eoPopLoopEval < MOEOT > popEval;
00168     moeoDetTournamentSelect < MOEOT > select;
00170     moeoFastNonDominatedSortingFitnessAssignment < MOEOT > fitnessAssignment;
00172     moeoFrontByFrontSharingDiversityAssignment  < MOEOT > diversityAssignment;
00174     moeoElitistReplacement < MOEOT > replace;
00176     eoSGAGenOp < MOEOT > defaultSGAGenOp;
00178     eoGeneralBreeder < MOEOT > genBreed;
00180     eoBreed < MOEOT > & breed;
00181 
00182   };
00183 
00184 #endif /*MOEONSGAII_H_*/

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