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git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@1595 331e1502-861f-0410-8da2-ba01fb791d7f

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jhumeau 2009-06-30 13:12:42 +00:00
commit abedfe4774
7 changed files with 376 additions and 107 deletions
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23
trunk/paradiseo-moeo/src/archive/moeoArchive.h
View file

@ -42,6 +42,7 @@
#include <comparator/moeoObjectiveVectorComparator.h>
#include <comparator/moeoParetoObjectiveVectorComparator.h>
/**
* Abstract class for representing an archive ;
* an archive is a secondary population that stores non-dominated solutions.
@ -67,7 +68,7 @@ public:
* Default ctor.
* The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
*/
moeoArchive() : eoPop < MOEOT >(), comparator(paretoComparator)
moeoArchive(bool _replace=true) : eoPop < MOEOT >(), comparator(paretoComparator), replace(_replace)
{}
@ -75,7 +76,7 @@ public:
* Ctor
* @param _comparator the moeoObjectiveVectorComparator used to compare solutions
*/
moeoArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator) : eoPop < MOEOT >(), comparator(_comparator)
moeoArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _replace=true) : eoPop < MOEOT >(), comparator(_comparator), replace(_replace)
{}
@ -171,7 +172,7 @@ protected:
operator[](j) = back();
pop_back();
}
else if (_moeo.objectiveVector() == operator[](j).objectiveVector())
else if (replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()))
{
operator[](j) = back();
pop_back();
@ -191,6 +192,11 @@ protected:
dom = true;
break;
}
else if (!replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()) )
{
dom = true;
break;
}
}
if (!dom)
{
@ -206,24 +212,25 @@ protected:
*/
bool update(const eoPop < MOEOT > & _pop)
{
bool tmp = false;
bool res = false;
bool tmp = false;
for (unsigned int i=0; i<_pop.size(); i++)
{
tmp = (*this).update(_pop[i]);
tmp = (*this).update(_pop[i]);
res = tmp || res;
}
return res;
}
private:
/** The moeoObjectiveVectorComparator used to compare solutions */
moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
/** A moeoObjectiveVectorComparator based on Pareto dominance (used as default) */
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
protected:
/** boolean */
bool replace;
};
#endif /*MOEOARCHIVE_H_ */

99
trunk/paradiseo-moeo/src/archive/moeoBoundedArchive.h
View file

@ -41,12 +41,7 @@
#ifndef MOEOBOUNDEDARCHIVE_H_
#define MOEOBOUNDEDARCHIVE_H_
#include <list>
#include <eoPop.h>
#include <comparator/moeoComparator.h>
#include <comparator/moeoObjectiveVectorComparator.h>
#include <diversity/moeoDiversityAssignment.h>
#include <fitness/moeoFitnessAssignment.h>
#include <archive/moeoArchive.h>
/**
* This class represents a bounded archive which different parameters to specify.
@ -55,17 +50,6 @@ template < class MOEOT >
class moeoBoundedArchive : public moeoArchive < MOEOT >
{
public:
using moeoArchive < MOEOT > :: size;
using moeoArchive < MOEOT > :: resize;
using moeoArchive < MOEOT > :: operator[];
using moeoArchive < MOEOT > :: back;
using moeoArchive < MOEOT > :: pop_back;
using moeoArchive < MOEOT > :: push_back;
using moeoArchive < MOEOT > :: begin;
using moeoArchive < MOEOT > :: end;
/**
* The type of an objective vector for a solution
*/
@ -73,47 +57,25 @@ public:
/**
* Ctor where you can choose your own moeoComparator, moeoObjectiveVectorComparator, moeoFitnessAssignment, moeoDiversityAssignment and archive size.
* @param _indiComparator the functor used to compare MOEOT
* Ctor where you can choose your own moeoObjectiveVectorComparator and archive size.
* @param _comparator the functor used to compare objective vectors
* @param _fitness the assignment fitness method
* @param _diversity the diversity assignment method
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoBoundedArchive(moeoComparator < MOEOT > & _indiComparator, moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, moeoFitnessAssignment < MOEOT > & _fitness, moeoDiversityAssignment < MOEOT > & _diversity, unsigned int _maxSize=100) : moeoArchive < MOEOT >(_comparator), maxSize(_maxSize), indiComparator(_indiComparator), fitness(_fitness), diversity(_diversity)
{}
moeoBoundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100, bool _replace=true) : moeoArchive < MOEOT >(_comparator, _replace), maxSize(_maxSize){}
/**
* Ctor with moeoParetoObjectiveVectorComparator where you can choose your own moeoComparator, moeoFitnessAssignment, moeoDiversityAssignment and archive size.
* @param _indiComparator the functor used to compare MOEOT
* @param _fitness the assignment fitness method
* @param _diversity the diversity assignment method
* Ctor with moeoParetoObjectiveVectorComparator where you can choose your own archive size.
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoBoundedArchive(moeoComparator < MOEOT > & _indiComparator, moeoFitnessAssignment < MOEOT > & _fitness, moeoDiversityAssignment < MOEOT > & _diversity, unsigned int _maxSize=100) : moeoArchive < MOEOT >(), maxSize(_maxSize), indiComparator(_indiComparator), fitness(_fitness), diversity(_diversity)
{}
moeoBoundedArchive(unsigned int _maxSize=100, bool _replace=true) : moeoArchive < MOEOT >(_replace), maxSize(_maxSize){}
/**
* Updates the archive with a given individual _moeo
* @param _moeo the given individual
* @return true if _moeo is non-dominated (and not if it is added to the archive)
*/
bool operator()(const MOEOT & _moeo)
{
bool res;
res = update(_moeo);
if(size() > maxSize){
fitness(*this);
diversity(*this);
std::sort(begin(), end(), indiComparator);
resize(maxSize);
}
return res;
}
//virtual bool operator()(const MOEOT & _moeo) = 0;
/**
@ -121,55 +83,12 @@ public:
* @param _pop the given population
* @return true if a _pop[i] is non-dominated (and not if it is added to the archive)
*/
bool operator()(const eoPop < MOEOT > & _pop)
{
bool res;
res = update(_pop);
//virtual bool operator()(const eoPop < MOEOT > & _pop) = 0;
if(size() > maxSize){
fitness(*this);
diversity(*this);
std::sort(begin(), end(), indiComparator);
resize(maxSize);
}
return res;
}
private:
protected:
/** archive max size */
unsigned int maxSize;
/**
* Wrapper which allow to used an moeoComparator in std::sort
* @param _comp the comparator to used
*/
class Wrapper
{
public:
/**
* Ctor.
* @param _comp the comparator
*/
Wrapper(moeoComparator < MOEOT > & _comp) : comp(_comp) {}
/**
* Returns true if _moeo1 is greater than _moeo2 according to the comparator
* _moeo1 the first individual
* _moeo2 the first individual
*/
bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
{
return comp(_moeo1,_moeo2);
}
private:
/** the comparator */
moeoComparator < MOEOT > & comp;
}
indiComparator;
/** fitness assignment */
moeoFitnessAssignment < MOEOT > & fitness;
/** diversity assignment */
moeoDiversityAssignment < MOEOT > & diversity;
};

175
trunk/paradiseo-moeo/src/archive/moeoFitDivBoundedArchive.h Normal file
View file

@ -0,0 +1,175 @@
/*
* <moeoFitDivBoundedArchive.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// moeoFitDivBoundedArchive.h
//-----------------------------------------------------------------------------
#ifndef MOEOFITDIVBOUNDEDARCHIVE_H_
#define MOEOFITDIVBOUNDEDARCHIVE_H_
#include <list>
#include <eoPop.h>
#include <comparator/moeoComparator.h>
#include <comparator/moeoObjectiveVectorComparator.h>
#include <diversity/moeoDiversityAssignment.h>
#include <fitness/moeoFitnessAssignment.h>
/**
* This class represents a bounded archive which different parameters to specify.
*/
template < class MOEOT >
class moeoFitDivBoundedArchive : public moeoBoundedArchive < MOEOT >
{
public:
using moeoArchive < MOEOT > :: size;
using moeoArchive < MOEOT > :: resize;
using moeoArchive < MOEOT > :: operator[];
using moeoArchive < MOEOT > :: back;
using moeoArchive < MOEOT > :: pop_back;
using moeoArchive < MOEOT > :: push_back;
using moeoArchive < MOEOT > :: begin;
using moeoArchive < MOEOT > :: end;
using moeoArchive < MOEOT > :: replace;
using moeoBoundedArchive < MOEOT > :: maxSize;
/**
* The type of an objective vector for a solution
*/
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
/**
* Ctor where you can choose your own moeoComparator, moeoObjectiveVectorComparator, moeoFitnessAssignment, moeoDiversityAssignment and archive size.
* @param _indiComparator the functor used to compare MOEOT
* @param _comparator the functor used to compare objective vectors
* @param _fitness the assignment fitness method
* @param _diversity the diversity assignment method
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoFitDivBoundedArchive(moeoComparator < MOEOT > & _indiComparator, moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, moeoFitnessAssignment < MOEOT > & _fitness, moeoDiversityAssignment < MOEOT > & _diversity, unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_comparator, _maxSize, _replace), indiComparator(_indiComparator), fitness(_fitness), diversity(_diversity)
{}
/**
* Ctor with moeoParetoObjectiveVectorComparator where you can choose your own moeoComparator, moeoFitnessAssignment, moeoDiversityAssignment and archive size.
* @param _indiComparator the functor used to compare MOEOT
* @param _fitness the assignment fitness method
* @param _diversity the diversity assignment method
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoFitDivBoundedArchive(moeoComparator < MOEOT > & _indiComparator, moeoFitnessAssignment < MOEOT > & _fitness, moeoDiversityAssignment < MOEOT > & _diversity, unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_maxSize, _replace), indiComparator(_indiComparator), fitness(_fitness), diversity(_diversity)
{}
/**
* Updates the archive with a given individual _moeo
* @param _moeo the given individual
* @return true if _moeo is non-dominated (and not if it is added to the archive)
*/
bool operator()(const MOEOT & _moeo)
{
bool res;
res = update(_moeo);
if(size() > maxSize){
fitness(*this);
diversity(*this);
std::sort(begin(), end(), indiComparator);
resize(maxSize);
}
return res;
}
/**
* Updates the archive with a given population _pop
* @param _pop the given population
* @return true if a _pop[i] is non-dominated (and not if it is added to the archive)
*/
bool operator()(const eoPop < MOEOT > & _pop)
{
bool res;
res = update(_pop);
if(size() > maxSize){
fitness(*this);
diversity(*this);
std::sort(begin(), end(), indiComparator);
resize(maxSize);
}
return res;
}
private:
/**
* Wrapper which allow to used an moeoComparator in std::sort
* @param _comp the comparator to used
*/
class Wrapper
{
public:
/**
* Ctor.
* @param _comp the comparator
*/
Wrapper(moeoComparator < MOEOT > & _comp) : comp(_comp) {}
/**
* Returns true if _moeo1 is greater than _moeo2 according to the comparator
* _moeo1 the first individual
* _moeo2 the first individual
*/
bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
{
return comp(_moeo1,_moeo2);
}
private:
/** the comparator */
moeoComparator < MOEOT > & comp;
}
indiComparator;
/** fitness assignment */
moeoFitnessAssignment < MOEOT > & fitness;
/** diversity assignment */
moeoDiversityAssignment < MOEOT > & diversity;
};
#endif /*MOEOFITDIVBOUNDEDARCHIVE_H_*/

4
trunk/paradiseo-moeo/src/archive/moeoFixedSizeArchive.h
View file

@ -64,14 +64,14 @@ public:
* Default ctor.
* The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
*/
moeoFixedSizeArchive() : moeoArchive < MOEOT >() {}
moeoFixedSizeArchive(bool _replace=true) : moeoArchive < MOEOT >(_replace) {}
/**
* Ctor
* @param _comparator the moeoObjectiveVectorComparator used to compare solutions
*/
moeoFixedSizeArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator) : moeoArchive < MOEOT >( _comparator) {}
moeoFixedSizeArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _replace=true) : moeoArchive < MOEOT >( _comparator, _replace) {}
};

168
trunk/paradiseo-moeo/src/archive/moeoImprOnlyBoundedArchive.h Normal file
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@ -0,0 +1,168 @@
/*
* <moeoImprOnlyBoundedArchive.h>
* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
* (C) OPAC Team, LIFL, 2002-2008
*
* Arnaud Liefooghe
* Jeremie Humeau
*
* This software is governed by the CeCILL license under French law and
* abiding by the rules of distribution of free software. You can use,
* modify and/ or redistribute the software under the terms of the CeCILL
* license as circulated by CEA, CNRS and INRIA at the following URL
* "http://www.cecill.info".
*
* As a counterpart to the access to the source code and rights to copy,
* modify and redistribute granted by the license, users are provided only
* with a limited warranty and the software's author, the holder of the
* economic rights, and the successive licensors have only limited liability.
*
* In this respect, the user's attention is drawn to the risks associated
* with loading, using, modifying and/or developing or reproducing the
* software by the user in light of its specific status of free software,
* that may mean that it is complicated to manipulate, and that also
* therefore means that it is reserved for developers and experienced
* professionals having in-depth computer knowledge. Users are therefore
* encouraged to load and test the software's suitability as regards their
* requirements in conditions enabling the security of their systems and/or
* data to be ensured and, more generally, to use and operate it in the
* same conditions as regards security.
* The fact that you are presently reading this means that you have had
* knowledge of the CeCILL license and that you accept its terms.
*
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
* Contact: paradiseo-help@lists.gforge.inria.fr
*
*/
//-----------------------------------------------------------------------------
// moeoIMPRONLYBOUNDEDARCHIVE.h
//-----------------------------------------------------------------------------
#ifndef MOEOImprOnlyBoundedArchive_H_
#define MOEOImprOnlyBoundedArchive_H_
#include <archive/moeoBoundedArchive.h>
#include <archive/moeoArchive.h>
/**
* This class represents a bounded archive which different parameters to specify.
*/
template < class MOEOT >
class moeoImprOnlyBoundedArchive : public moeoBoundedArchive < MOEOT >
{
public:
using moeoArchive < MOEOT > :: size;
using moeoArchive < MOEOT > :: resize;
using moeoArchive < MOEOT > :: operator[];
using moeoArchive < MOEOT > :: back;
using moeoArchive < MOEOT > :: pop_back;
using moeoArchive < MOEOT > :: push_back;
using moeoArchive < MOEOT > :: begin;
using moeoArchive < MOEOT > :: end;
using moeoArchive < MOEOT > :: replace;
using moeoBoundedArchive < MOEOT > :: maxSize;
/**
* The type of an objective vector for a solution
*/
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
/**
* Ctor where you can choose your own moeoComparator and archive size.
* @param _comparator the functor used to compare objective vectors
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoImprOnlyBoundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_comparator, _maxSize, _replace){}
/**
* Ctor with moeoParetoObjectiveVectorComparator where you can choose your own archive size.
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoImprOnlyBoundedArchive(unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_maxSize, _replace){}
/**
* Updates the archive with a given individual _moeo
* @param _moeo the given individual
* @return true if _moeo is non-dominated (and not if it is added to the archive)
*/
bool operator()(const MOEOT & _moeo)
{
return update(_moeo);
}
/**
* Updates the archive with a given population _pop
* @param _pop the given population
* @return true if a _pop[i] is non-dominated (and not if it is added to the archive)
*/
bool operator()(const eoPop < MOEOT > & _pop)
{
bool res = false;
bool tmp = false;
for (unsigned int i=0; i<_pop.size(); i++)
{
tmp = (*this).update(_pop[i]);
res = tmp || res;
}
return res;
}
private:
/**
* Updates the archive with a given individual _moeo *** NEW ***
* @param _moeo the given individual
*/
bool update(const MOEOT & _moeo)
{
// first step: removing the dominated solutions from the archive
for (unsigned int j=0; j<size();)
{
// if the jth solution contained in the archive is dominated by _moeo
if ( comparator(operator[](j).objectiveVector(), _moeo.objectiveVector()) )
{
operator[](j) = back();
pop_back();
}
else if (replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()))
{
operator[](j) = back();
pop_back();
}
else
{
j++;
}
}
// second step: is _moeo dominated?
bool dom = false;
for (unsigned int j=0; j<size(); j++)
{
// if _moeo is dominated by the jth solution contained in the archive
if ( comparator(_moeo.objectiveVector(), operator[](j).objectiveVector()) )
{
dom = true;
break;
}
else if (!replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()) )
{
dom = true;
break;
}
}
if (!dom)
{
if(size()<maxSize)
push_back(_moeo);
else
dom=!dom;
}
return !dom;
}
};
#endif /*MOEOIMPRONLYBOUNDEDARCHIVE_H_*/

10
trunk/paradiseo-moeo/src/archive/moeoSPEA2Archive.h
View file

@ -81,7 +81,7 @@ public:
* Default ctor.
* @param _maxSize the size of archive (must be smaller or equal to the population size)
*/
moeoSPEA2Archive(unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(defaultDistance)
moeoSPEA2Archive(unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(true), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(defaultDistance)
{}
@ -90,7 +90,7 @@ public:
* @param _dist the distance used
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoSPEA2Archive(moeoDistance <MOEOT, double>& _dist, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(_dist)
moeoSPEA2Archive(moeoDistance <MOEOT, double>& _dist, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(true), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(_dist)
{}
@ -99,7 +99,7 @@ public:
* @param _comparator the functor used to compare objective vectors
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoSPEA2Archive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(_comparator), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(defaultDistance)
moeoSPEA2Archive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(_comparator, true), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(defaultDistance)
{}
@ -108,7 +108,7 @@ public:
* @param _indiComparator the functor used to compare MOEOT
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoSPEA2Archive(moeoComparator <MOEOT>& _indiComparator, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(), maxSize(_maxSize), borne(0), indiComparator(_indiComparator), distance(defaultDistance)
moeoSPEA2Archive(moeoComparator <MOEOT>& _indiComparator, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(true), maxSize(_maxSize), borne(0), indiComparator(_indiComparator), distance(defaultDistance)
{}
@ -119,7 +119,7 @@ public:
* @param _comparator the functor used to compare objective vectors
* @param _maxSize the size of archive (must be smaller or egal to the population size)
*/
moeoSPEA2Archive(moeoComparator <MOEOT>& _indiComparator, moeoDistance <MOEOT, double>& _dist, moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100) : moeoFixedSizeArchive < MOEOT >(_comparator), maxSize(_maxSize), borne(0), indiComparator(_indiComparator), distance(_dist)
moeoSPEA2Archive(moeoComparator <MOEOT>& _indiComparator, moeoDistance <MOEOT, double>& _dist, moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100) : moeoFixedSizeArchive < MOEOT >(_comparator, true), maxSize(_maxSize), borne(0), indiComparator(_indiComparator), distance(_dist)
{}

4
trunk/paradiseo-moeo/src/archive/moeoUnboundedArchive.h
View file

@ -62,14 +62,14 @@ public:
* Default ctor.
* The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
*/
moeoUnboundedArchive() : moeoArchive < MOEOT >() {}
moeoUnboundedArchive(bool _replace=true) : moeoArchive < MOEOT >(_replace) {}
/**
* Ctor
* @param _comparator the moeoObjectiveVectorComparator used to compare solutions
*/
moeoUnboundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator) : moeoArchive < MOEOT >(_comparator) {}
moeoUnboundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _replace=true) : moeoArchive < MOEOT >(_comparator, _replace) {}
/**