move paradiseo/eo to deprecated/ before merge with eodev
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deprecated/eo/src/eoLinearTopology.h
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deprecated/eo/src/eoLinearTopology.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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// eoLinearTopology.h
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// (c) OPAC 2007
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/*
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This library is free software; you can redistribute it and/or
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modify it under the terms of the GNU Lesser General Public
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License as published by the Free Software Foundation; either
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version 2 of the License, or (at your option) any later version.
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This library is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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Lesser General Public License for more details.
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You should have received a copy of the GNU Lesser General Public
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License along with this library; if not, write to the Free Software
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Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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Contact: thomas.legrand@lifl.fr
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clive.canape@inria.fr
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*/
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//-----------------------------------------------------------------------------
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#ifndef EOLINEARTOPOLOGY_H_
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#define EOLINEARTOPOLOGY_H_
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//-----------------------------------------------------------------------------
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#include <eoPop.h>
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#include <eoTopology.h>
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#include <eoSocialNeighborhood.h>
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//-----------------------------------------------------------------------------
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/**
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* One of the local best strategies for particle swarm optimization. Each particle has a fixed number of neighbours, ans
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* the neighborhood is social.
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* The topology is never modified during the flight.
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*
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* @ingroup Selectors
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*/
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template < class POT > class eoLinearTopology:public eoTopology <
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POT >
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{
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public:
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/**
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* Build the topology made of _neighborhoodSize neighborhoods.
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* @param _neighborhoodSize - The size of each neighborhood.
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*/
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eoLinearTopology (unsigned _neighborhoodSize):neighborhoodSize (_neighborhoodSize),isSetup(false){}
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/**
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* Build the neighborhoods contained in the topology.
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* @param _pop - The population used to build the neighborhoods.
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* If it remains several particle (because _pop.size()%neighborhoodSize !=0), there are inserted
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* in the last neighborhood. So it may be possible to have a bigger neighborhood.
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*/
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void setup(const eoPop<POT> & _pop)
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{
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if (!isSetup)
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{
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// consitency check
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if (neighborhoodSize >= _pop.size()){
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std::string s;
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s.append (" Invalid neighborhood size in eoLinearTopology ");
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throw std::runtime_error (s);
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}
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unsigned howManyNeighborhood=_pop.size()/ neighborhoodSize;
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// build all the neighborhoods
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for (unsigned i=0;i< howManyNeighborhood;i++)
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{
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eoSocialNeighborhood<POT> currentNghd;
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currentNghd.best(_pop[i*neighborhoodSize]);
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for (unsigned k=i*neighborhoodSize;k < neighborhoodSize*(i+1);k++)
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{
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currentNghd.put(k);
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if (_pop[k].fitness() > currentNghd.best().fitness())
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currentNghd.best(_pop[k]);
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}
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neighborhoods.push_back(currentNghd);
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}
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// assign the last neighborhood to the remaining particles
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if (_pop.size()%neighborhoodSize !=0)
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{
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for (unsigned z=_pop.size()-1;z >= (_pop.size()-_pop.size()%neighborhoodSize);z--){
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neighborhoods.back().put(z);
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if (_pop[z].fitness() > neighborhoods.back().best().fitness())
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neighborhoods.back().best(_pop[z]);
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}
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}
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isSetup=true;
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}
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else
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{
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// Should activate this part ?
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/*
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std::string s;
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s.append (" Linear topology already setup in eoLinearTopology");
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throw std::runtime_error (s);
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*/
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}
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}
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/**
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* Retrieve the neighboorhood of a particle.
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* @return _indice - The particle indice (in the population)
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*/
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unsigned retrieveNeighborhoodByIndice(unsigned _indice)
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{
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unsigned i=0;
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for (i=0;i< neighborhoods.size();i++)
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{
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if (neighborhoods[i].contains(_indice))
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{
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return i;
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}
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}
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return i;
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}
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/**
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* Update the neighborhood: update the particle's best fitness and the best particle
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* of the corresponding neighborhood.
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*/
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void updateNeighborhood(POT & _po,unsigned _indice)
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{
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// update the best fitness of the particle
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if (_po.fitness() > _po.best())
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{
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_po.best(_po.fitness());
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for(unsigned i=0;i<_po.size();i++)
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_po.bestPositions[i]=_po[i];
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}
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// update the best in its neighborhood
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unsigned theGoodNhbd= retrieveNeighborhoodByIndice(_indice);
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if (_po.fitness() > neighborhoods[theGoodNhbd].best().fitness())
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{
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neighborhoods[theGoodNhbd].best(_po);
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}
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}
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/**
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* Return the best informative of a particle. Could be itself.
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* @param _indice - The indice of a particle in the population
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* @return POT & - The best particle in the neighborhood of the particle whose indice is _indice
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*/
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POT & best (unsigned _indice)
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{
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unsigned theGoodNhbd= retrieveNeighborhoodByIndice(_indice);
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return (neighborhoods[theGoodNhbd].best());
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}
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/*
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* Return the global best of the topology
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*/
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virtual POT & globalBest()
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{
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POT gBest,tmp;
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unsigned indGlobalBest=0;
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if(neighborhoods.size()==1)
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return neighborhoods[0].best();
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gBest=neighborhoods[0].best();
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for(unsigned i=1;i<neighborhoods.size();i++)
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{
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tmp=neighborhoods[i].best();
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if(gBest.best() < tmp.best())
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{
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gBest=tmp;
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indGlobalBest=i;
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}
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}
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return neighborhoods[indGlobalBest].best();
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}
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/**
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* Print the structure of the topology on the standrad output.
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*/
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void printOn()
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{
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for (unsigned i=0;i< neighborhoods.size();i++)
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{
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std::cout << "{ " ;
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for (unsigned j=0;j< neighborhoods[i].size();j++)
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{
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std::cout << neighborhoods[i].get(j) << " ";
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}
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std::cout << "}" << std::endl;
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}
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}
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protected:
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std::vector<eoSocialNeighborhood<POT> > neighborhoods;
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unsigned neighborhoodSize; // the size of each neighborhood
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bool isSetup;
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};
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#endif /*EOLINEARTOPOLOGY_H_ */
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