moeoNSGAII.h

00001 /*
00002 * <moeoNSGAII.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
00026 * requirements in conditions enabling the security of their systems and/or
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 MOEONSGAII_H_
00039 #define MOEONSGAII_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/moeoFrontByFrontCrowdingDiversityAssignment.h>
00051 #include <fitness/moeoFastNonDominatedSortingFitnessAssignment.h>
00052 #include <replacement/moeoElitistReplacement.h>
00053 #include <selection/moeoDetTournamentSelect.h>
00054 
00055 
00056 #include <eoCloneOps.h>
00057 
00064 template < class MOEOT >
00065 class moeoNSGAII: public moeoEA < MOEOT >
00066   {
00067   public:
00068 
00075     moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op) :
00076         defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
00077         replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0),
00078         genBreed(select, _op), breed(genBreed)
00079     {}
00080 
00081 
00088     moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op) :
00089         defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
00090         replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0),
00091         genBreed(select, _op), breed(genBreed)
00092     {}
00093 
00094 
00104     moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut) :
00105         defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select (2),
00106         replace (fitnessAssignment, diversityAssignment), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut),
00107         genBreed (select, defaultSGAGenOp), breed (genBreed)
00108     {}
00109 
00110 
00117     moeoNSGAII (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op) :
00118         defaultGenContinuator(0), continuator(_continuator), popEval(_eval), select(2),
00119         replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0),
00120         genBreed(select, _op), breed(genBreed)
00121     {}
00122 
00123 
00130     moeoNSGAII (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op) :
00131         continuator(_continuator), popEval(_eval), select(2),
00132         replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0),
00133         genBreed(select, _op), breed(genBreed)
00134     {}
00135 
00136 
00141     virtual void operator () (eoPop < MOEOT > &_pop)
00142     {
00143       eoPop < MOEOT > offspring, empty_pop;
00144       popEval (empty_pop, _pop);        // a first eval of _pop
00145       // evaluate fitness and diversity
00146       fitnessAssignment(_pop);
00147       diversityAssignment(_pop);
00148       do
00149         {
00150           // generate offspring, worths are recalculated if necessary
00151           breed (_pop, offspring);
00152           // eval of offspring
00153           popEval (_pop, offspring);
00154           // after replace, the new pop is in _pop. Worths are recalculated if necessary
00155           replace (_pop, offspring);
00156         }
00157       while (continuator (_pop));
00158     }
00159 
00160 
00161   protected:
00162 
00164     eoGenContinue < MOEOT > defaultGenContinuator;
00166     eoContinue < MOEOT > & continuator;
00168     eoPopLoopEval < MOEOT > popEval;
00170     moeoDetTournamentSelect < MOEOT > select;
00172     moeoFastNonDominatedSortingFitnessAssignment < MOEOT > fitnessAssignment;
00174     moeoFrontByFrontCrowdingDiversityAssignment  < MOEOT > diversityAssignment;
00176     moeoElitistReplacement < MOEOT > replace;
00178     eoQuadCloneOp < MOEOT > defaultQuadOp;
00180     eoMonCloneOp < MOEOT > defaultMonOp;
00182     eoSGAGenOp < MOEOT > defaultSGAGenOp;
00184     eoGeneralBreeder < MOEOT > genBreed;
00186     eoBreed < MOEOT > & breed;
00187 
00188   };
00189 
00190 #endif /*MOEONSGAII_H_*/

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