NSGAII for ParadisEO-MOEO added
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trunk/paradiseo-moeo/src/moeoNSGA_II.h
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trunk/paradiseo-moeo/src/moeoNSGA_II.h
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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
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//-----------------------------------------------------------------------------
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// moeoNSGA_II.h
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// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
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// (c) Deneche Abdelhakim, 2006
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/*
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This library...
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Contact: paradiseo-help@lists.gforge.inria.fr
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*/
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//-----------------------------------------------------------------------------
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#ifndef MOEONSGA_II_H_
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#define MOEONSGA_II_H_
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#include <eoGeneralBreeder.h>
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#include <eoBreed.h>
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#include <eoContinue.h>
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#include <eoEvalFunc.h>
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#include <eoGenContinue.h>
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#include <eoGenOp.h>
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#include <eoPopEvalFunc.h>
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#include <eoSelectOne.h>
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#include <eoSGAGenOp.h>
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#include <moeoNDSorting.h>
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#include <moeoReplacement.h>
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/**
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*/
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template<class EOT> class moeoNSGA_II: public eoAlgo<EOT> {
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public:
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/**
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This constructor builds the algorithm as descibed in the paper
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Deb, K., S. Agrawal, A. Pratap, and T. Meyarivan,
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A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II.
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In IEEE Transactions on Evolutionary Computation, Vol. 6, No 2, pp 182-197, April 2002.
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@param _max_gen number of generations before stopping
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@param _eval evaluation function
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@param _op variation operator
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*/
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moeoNSGA_II(
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unsigned _max_gen,
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eoEvalFunc<EOT>& _eval,
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eoGenOp<EOT>& _op
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): continuator(*(new eoGenContinue<EOT>(_max_gen))),
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eval(_eval),
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loopEval(_eval),
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popEval(loopEval),
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selectOne(sorting, 2), // binary tournament selection
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replace(sorting),
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genBreed(selectOne, _op),
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breed(genBreed)
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{}
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/// Ctor taking _max_gen, crossover and mutation
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moeoNSGA_II(
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unsigned _max_gen,
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eoEvalFunc<EOT>& _eval,
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eoQuadOp<EOT>& crossover,
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double pCross,
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eoMonOp<EOT>& mutation,
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double pMut
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): continuator(*(new eoGenContinue<EOT>(_max_gen))),
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eval(_eval),
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loopEval(_eval),
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popEval(loopEval),
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selectOne(sorting, 2), // binary tournament selection
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replace(sorting),
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genBreed(selectOne, *new eoSGAGenOp<EOT>(crossover, pCross, mutation, pMut)),
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breed(genBreed)
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{}
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/// Ctor taking a continuator instead of _gen_max
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moeoNSGA_II(
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eoContinue<EOT>& _continuator,
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eoEvalFunc<EOT>& _eval,
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eoGenOp<EOT>& _op
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):
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continuator(_continuator),
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eval (_eval),
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loopEval(_eval),
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popEval(loopEval),
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selectOne(sorting, 2), // binary tournament selection
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replace(sorting),
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genBreed(selectOne, _op),
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breed(genBreed)
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{}
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///Apply a few generation of evolution to the population.
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virtual void operator()(eoPop<EOT>& _pop)
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{
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eoPop<EOT> offspring, empty_pop;
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popEval(empty_pop, _pop); // a first eval of _pop
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do
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{
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// generate offspring, worths are recalculated if necessary
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breed(_pop, offspring);
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// eval of offspring
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popEval(_pop, offspring);
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// after replace, the new pop is in _pop. Worths are recalculated if necessary
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replace(_pop, offspring);
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} while (continuator(_pop));
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}
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protected:
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eoContinue<EOT>& continuator;
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eoEvalFunc<EOT>& eval;
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eoPopLoopEval<EOT> loopEval;
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eoPopEvalFunc<EOT>& popEval;
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/// NSGAII sorting
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moeoNDSorting_II<EOT> sorting;
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/// Binary tournament selection
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eoDetTournamentWorthSelect<EOT> selectOne;
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/// Elitist replacement
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moeoElitistReplacement<EOT> replace;
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eoGeneralBreeder<EOT> genBreed;
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eoBreed<EOT>& breed;
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};
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#endif
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