137 lines
4.4 KiB
C++
137 lines
4.4 KiB
C++
/*
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* <moeoNormalizedDistance.h>
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* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
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* (C) OPAC Team, LIFL, 2002-2007
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*
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* Arnaud Liefooghe
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*
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* This software is governed by the CeCILL license under French law and
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* abiding by the rules of distribution of free software. You can use,
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* modify and/ or redistribute the software under the terms of the CeCILL
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* license as circulated by CEA, CNRS and INRIA at the following URL
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* "http://www.cecill.info".
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*
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* As a counterpart to the access to the source code and rights to copy,
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* modify and redistribute granted by the license, users are provided only
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* with a limited warranty and the software's author, the holder of the
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* economic rights, and the successive licensors have only limited liability.
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*
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* In this respect, the user's attention is drawn to the risks associated
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* with loading, using, modifying and/or developing or reproducing the
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* software by the user in light of its specific status of free software,
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* that may mean that it is complicated to manipulate, and that also
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* therefore means that it is reserved for developers and experienced
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* professionals having in-depth computer knowledge. Users are therefore
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* encouraged to load and test the software's suitability as regards their
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* requirements in conditions enabling the security of their systems and/or
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* data to be ensured and, more generally, to use and operate it in the
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* same conditions as regards security.
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* The fact that you are presently reading this means that you have had
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* knowledge of the CeCILL license and that you accept its terms.
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*
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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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//-----------------------------------------------------------------------------
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#ifndef MOEONORMALIZEDDISTANCE_H_
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#define MOEONORMALIZEDDISTANCE_H_
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#include <vector>
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#include <utils/eoRealBounds.h>
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#include <distance/moeoDistance.h>
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/**
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* The base class for double distance computation with normalized objective values (i.e. between 0 and 1).
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*/
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template < class MOEOT , class Type = double >
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class moeoNormalizedDistance : public moeoDistance < MOEOT , Type >
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{
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public:
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/** the objective vector type of the solutions */
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typedef typename MOEOT::ObjectiveVector ObjectiveVector;
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/**
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* Default ctr
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*/
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moeoNormalizedDistance()
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{
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bounds.resize(ObjectiveVector::Traits::nObjectives());
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// initialize bounds in case someone does not want to use them
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for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
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{
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bounds[i] = eoRealInterval(0,1);
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}
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}
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/**
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* Returns a very small value that can be used to avoid extreme cases (where the min bound == the max bound)
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*/
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static double tiny()
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{
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return 1e-6;
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}
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/**
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* Sets the lower and the upper bounds for every objective using extremes values for solutions contained in the population _pop
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* @param _pop the population
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*/
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virtual void setup(const eoPop < MOEOT > & _pop)
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{
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double min, max;
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for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
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{
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min = _pop[0].objectiveVector()[i];
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max = _pop[0].objectiveVector()[i];
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for (unsigned int j=1; j<_pop.size(); j++)
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{
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min = std::min(min, _pop[j].objectiveVector()[i]);
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max = std::max(max, _pop[j].objectiveVector()[i]);
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}
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// setting of the bounds for the objective i
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setup(min, max, i);
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}
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}
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/**
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* Sets the lower bound (_min) and the upper bound (_max) for the objective _obj
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* @param _min lower bound
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* @param _max upper bound
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* @param _obj the objective index
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*/
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virtual void setup(double _min, double _max, unsigned int _obj)
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{
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if (_min == _max)
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{
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_min -= tiny();
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_max += tiny();
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}
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bounds[_obj] = eoRealInterval(_min, _max);
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}
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/**
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* Sets the lower bound and the upper bound for the objective _obj using a eoRealInterval object
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* @param _realInterval the eoRealInterval object
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* @param _obj the objective index
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*/
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virtual void setup(eoRealInterval _realInterval, unsigned int _obj)
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{
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bounds[_obj] = _realInterval;
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}
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protected:
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/** the bounds for every objective (bounds[i] = bounds for the objective i) */
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std::vector < eoRealInterval > bounds;
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};
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#endif /*MOEONORMALIZEDDISTANCE_H_*/
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