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eo/src/es/eoEsGlobalXover.h
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152
eo/src/es/eoEsGlobalXover.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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// eoEsGlobalXover.h : ES global crossover
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// (c) Marc Schoenauer 2001
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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: marc.schoenauer@polytechnique.fr http://eeaax.cmap.polytchnique.fr/
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*/
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//-----------------------------------------------------------------------------
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#ifndef _eoEsGlobalXover_H
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#define _eoEsGlobalXover_H
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#include <utils/eoRNG.h>
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#include <es/eoEsSimple.h>
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#include <es/eoEsStdev.h>
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#include <es/eoEsFull.h>
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#include <eoGenOp.h>
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// needs a selector - here random
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#include <eoRandomSelect.h>
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/** Global crossover operator for ES genotypes.
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* Uses some Atom crossovers to handle both the object variables
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* and the mutation strategy parameters
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*
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* @ingroup Real
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* @ingroup Variators
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*/
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template<class EOT>
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class eoEsGlobalXover: public eoGenOp<EOT>
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{
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public:
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typedef typename EOT::Fitness FitT;
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/**
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* (Default) Constructor.
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*/
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eoEsGlobalXover(eoBinOp<double> & _crossObj, eoBinOp<double> & _crossMut) :
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crossObj(_crossObj), crossMut(_crossMut) {}
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/// The class name. Used to display statistics
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virtual std::string className() const { return "eoEsGlobalXover"; }
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/// The TOTAL number of offspring (here = nb of parents modified in place)
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unsigned max_production(void) { return 1; }
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/**
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* modifies one parents in the populator
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* using 2 new parents for each component!
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*
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* @param _plop a POPULATOR (not a simple population)
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*/
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void apply(eoPopulator<EOT>& _plop)
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{
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// First, select as many parents as you will have offspring
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EOT& parent = *_plop; // select the first parent
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// first, the object variables
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for (unsigned i=0; i<parent.size(); i++)
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{
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// get extra parents - use private selector
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// _plop.source() is the eoPop<EOT> used by _plop to get parents
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const EOT& realParent1 = sel(_plop.source());
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const EOT& realParent2 = sel(_plop.source());
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parent[i] = realParent1[i];
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crossObj(parent[i], realParent2[i]); // apply eoBinOp
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}
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// then the self-adaptation parameters
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cross_self_adapt(parent, _plop.source());
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// dont' forget to invalidate
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parent.invalidate();
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}
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private:
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/** Method for cross self-adaptation parameters
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Specialization for eoEsSimple.
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*/
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void cross_self_adapt(eoEsSimple<FitT> & _parent, const eoPop<eoEsSimple<FitT> >& _pop)
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{
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const EOT& realParent1 = sel(_pop);
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const EOT& realParent2 = sel(_pop);
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_parent.stdev = realParent1.stdev;
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crossMut(_parent.stdev, realParent2.stdev); // apply eoBinOp
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}
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/** Method for cross self-adaptation parameters
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Specialization for eoEsStdev.
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*/
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void cross_self_adapt(eoEsStdev<FitT> & _parent, const eoPop<eoEsStdev<FitT> >& _pop)
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{
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for (unsigned i=0; i<_parent.size(); i++)
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{
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const EOT& realParent1 = sel(_pop);
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const EOT& realParent2 = sel(_pop);
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_parent.stdevs[i] = realParent1.stdevs[i];
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crossMut(_parent.stdevs[i], realParent2.stdevs[i]); // apply eoBinOp
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}
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}
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/** Method for cross self-adaptation parameters
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Specialization for eoEsFull.
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*/
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void cross_self_adapt(eoEsFull<FitT> & _parent, const eoPop<eoEsFull<FitT> >& _pop)
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{
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unsigned i;
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// the StDev
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for (i=0; i<_parent.size(); i++)
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{
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const EOT& realParent1 = sel(_pop);
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const EOT& realParent2 = sel(_pop);
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_parent.stdevs[i] = realParent1.stdevs[i];
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crossMut(_parent.stdevs[i], realParent2.stdevs[i]); // apply eoBinOp
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}
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// the roataion angles
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for (i=0; i<_parent.correlations.size(); i++)
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{
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const EOT& realParent1 = sel(_pop);
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const EOT& realParent2 = sel(_pop);
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_parent.correlations[i] = realParent1.correlations[i];
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crossMut(_parent.correlations[i], realParent2.correlations[i]); // apply eoBinOp
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}
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}
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// the data
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eoRandomSelect<EOT> sel;
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eoBinOp<double> & crossObj;
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eoBinOp<double> & crossMut;
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};
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#endif
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