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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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moeoNDSorting.h
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(c) Deneche Abdelhakim, 2006
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Contact: paradiseo-help@lists.gforge.inria.fr
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*/
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//-----------------------------------------------------------------------------
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#ifndef moeoNDSorting_h
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#define moeoNDSorting_h
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#include <cfloat>
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#include <eoNDSorting.h>
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# define INF 1.0e14 // DBL_MAX
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/** @brief Fast Elitist Non-Dominant Sorting Genetic Algorithm
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Note : This is a corrected version of the original eoNDSorting_II class
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.
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@see eoNDSorting_II
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*/
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template <class EOT>
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class moeoNDSorting_II : public eoNDSorting<EOT>
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{
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public:
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moeoNDSorting_II(bool nasty_flag_ = false) : eoNDSorting<EOT>(nasty_flag_) {}
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typedef std::pair<double, unsigned> double_index_pair;
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class compare_nodes
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{
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public :
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bool operator()(const double_index_pair& a, const double_index_pair& b) const
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{
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return a.first < b.first;
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}
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};
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/// _cf points into the elements that consist of the current front
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std::vector<double> niche_penalty(const std::vector<unsigned>& _cf, const eoPop<EOT>& _pop)
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{
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typedef typename EOT::Fitness::fitness_traits traits;
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unsigned i;
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std::vector<double> niche_count(_cf.size(), 0.);
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unsigned nObjectives = traits::nObjectives(); //_pop[_cf[0]].fitness().size();
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for (unsigned o = 0; o < nObjectives; ++o)
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{
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std::vector<std::pair<double, unsigned> > performance(_cf.size());
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for (i =0; i < _cf.size(); ++i)
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{
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performance[i].first = _pop[_cf[i]].fitness()[o];
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performance[i].second = i;
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}
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std::sort(performance.begin(), performance.end(), compare_nodes()); // a lambda operator would've been nice here
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// set boundary at INF (so it will get chosen over all the others
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niche_count[performance[0].second] = INF;
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niche_count[performance.back().second] = INF;
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if (performance[0].first != performance.back().first)
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{
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for (i = 1; i < _cf.size()-1; ++i)
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{
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if (niche_count[performance[i].second] != INF)
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{
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niche_count[performance[i].second] += (performance[i+1].first - performance[i-1].first)/
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(performance.back().first-performance[0].first);
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}
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}
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}
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}
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// transform niche_count into penality
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for (i = 0; i < niche_count.size(); ++i)
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{
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niche_count[i] = INF - niche_count[i];
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}
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return niche_count;
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}
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};
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#endif
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