194 lines
5.6 KiB
C++
194 lines
5.6 KiB
C++
/*
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<moeoFuzzyArchive.h>
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Oumayma BAHRI
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Author:
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Oumayma BAHRI <oumaymabahri.com>
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ParadisEO WebSite : http://paradiseo.gforge.inria.fr
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Contact: paradiseo-help@lists.gforge.inria.fr
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*/
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//-----------------------------------------------------------------------------
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#ifndef MOEOFUZZYARCHIVE_H_
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#define MOEOFUZZYARCHIVE_H_
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#include <eoPop.h>
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#include <comparator/moeoFuzzyParetoComparator.h>
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/**
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* Abstract class for representing an archive in a fuzzy space of solutions;
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* an archive is a secondary population that stores non-dominated fuzzy solutions.
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*/
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template < class MOEOT >
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class moeoFuzzyArchive : public eoPop < MOEOT >, public eoUF < const MOEOT &, bool>, public eoUF < const eoPop < MOEOT > &, bool>
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{
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public:
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using eoPop < MOEOT > :: size;
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using eoPop < MOEOT > :: operator[];
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using eoPop < MOEOT > :: back;
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using eoPop < MOEOT > :: pop_back;
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/**
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* The type of an objective vector for a solution
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*/
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typedef typename MOEOT::ObjectiveVector ObjectiveVector;
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/**
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* ctor.
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* The FuzzyComparator is used to compare fuzzy solutions based on Pareto dominance
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* @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
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*/
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moeoFuzzyArchive(FuzzyComparator< ObjectiveVector > & _comparator, bool _replace=true) : eoPop < MOEOT >(), comparator(_comparator), replace(_replace)
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{}
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/**
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* Returns true if the current archive dominates _objectiveVector according to the moeoObjectiveVectorComparator given in the constructor
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* @param _objectiveVector the objective vector to compare with the current archive
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*/
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bool dominates (const ObjectiveVector & _objectiveVector) const
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{
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for (unsigned int i = 0; i<size(); i++)
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{
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// if _objectiveVector is dominated by the ith individual of the archive...
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if ( comparator(_objectiveVector, operator[](i).objectiveVector()) )
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{
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return true;
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}
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}
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return false;
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}
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/**
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* Returns true if the current archive already contains a solution with the same objective values than _objectiveVector
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* @param _objectiveVector the objective vector to compare with the current archive
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*/
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bool contains (const ObjectiveVector & _objectiveVector) const
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{
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for (unsigned int i = 0; i<size(); i++)
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{
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if (operator[](i).objectiveVector() == _objectiveVector)
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{
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return true;
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}
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}
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return false;
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}
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/**
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* Updates the archive with a given individual _moeo
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* @param _moeo the given individual
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* @return if the _moeo is added to the archive
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*/
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virtual bool operator()(const MOEOT & _moeo) = 0;
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/**
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* Updates the archive with a given population _pop
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* @param _pop the given population
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* @return if at least one _pop[i] is added to the archive
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*/
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virtual bool operator()(const eoPop < MOEOT > & _pop) = 0;
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/**
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* Returns true if the current archive contains the same objective vectors than the given archive _arch
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* @param _arch the given archive
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*/
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bool equals (const moeoFuzzyArchive < MOEOT > & _arch)
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{
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for (unsigned int i=0; i<size(); i++)
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{
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if (! _arch.contains(operator[](i).objectiveVector()))
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{
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return false;
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}
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}
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for (unsigned int i=0; i<_arch.size() ; i++)
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{
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if (! contains(_arch[i].objectiveVector()))
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{
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return false;
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}
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}
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return true;
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}
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protected:
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/**
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* Updates the archive with a given individual _moeo
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* @param _moeo the given individual
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*/
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bool update(const MOEOT & _moeo)
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{
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// first step: removing the dominated solutions from the archive
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for (unsigned int j=0; j<size();)
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{
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// if the jth solution contained in the archive is dominated by _moeo
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if ( comparator(operator[](j).objectiveVector(), _moeo.objectiveVector()) )
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{
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operator[](j) = back();
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pop_back();
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}
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else if (replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()))
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{
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operator[](j) = back();
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pop_back();
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}
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else
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{
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j++;
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}
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}
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// second step: is _moeo dominated?
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bool dom = false;
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for (unsigned int j=0; j<size(); j++)
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{
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// if _moeo is dominated by the jth solution contained in the archive
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if ( comparator(_moeo.objectiveVector(), operator[](j).objectiveVector()) )
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{
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dom = true;
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break;
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}
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else if (!replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()) )
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{
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dom = true;
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break;
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}
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}
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return !dom;
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}
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/**
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* Updates the archive with a given population _pop
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* @param _pop the given population
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*/
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bool update(const eoPop < MOEOT > & _pop)
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{
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bool res = false;
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bool tmp = false;
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for (unsigned int i=0; i<_pop.size(); i++)
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{
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tmp = (*this).update(_pop[i]);
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res = tmp || res;
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}
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return res;
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}
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/** A comparator based on fuzzy Pareto dominance (used as default) */
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moeoFuzzyParetoComparator < ObjectiveVector > FuzzyComparator;
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/** boolean */
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bool replace;
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};
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#endif /*MOEOFUZZYARCHIVE_H_ */
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