EvolvingObjects
|
00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- 00002 00003 //----------------------------------------------------------------------------- 00004 // eoSGA.h 00005 // (c) GeNeura Team, 2000 - EEAAX 1999 - Maarten Keijzer 2000 00006 /* 00007 This library is free software; you can redistribute it and/or 00008 modify it under the terms of the GNU Lesser General Public 00009 License as published by the Free Software Foundation; either 00010 version 2 of the License, or (at your option) any later version. 00011 00012 This library is distributed in the hope that it will be useful, 00013 but WITHOUT ANY WARRANTY; without even the implied warranty of 00014 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU 00015 Lesser General Public License for more details. 00016 00017 You should have received a copy of the GNU Lesser General Public 00018 License along with this library; if not, write to the Free Software 00019 Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA 00020 00021 Contact: todos@geneura.ugr.es, http://geneura.ugr.es 00022 Marc.Schoenauer@polytechnique.fr 00023 mak@dhi.dk 00024 */ 00025 //----------------------------------------------------------------------------- 00026 00027 #ifndef _eoSGA_h 00028 #define _eoSGA_h 00029 00030 #include <eoInvalidateOps.h> 00031 #include <eoContinue.h> 00032 #include <eoPop.h> 00033 #include <eoSelectOne.h> 00034 #include <eoSelectPerc.h> 00035 #include <eoEvalFunc.h> 00036 #include <eoAlgo.h> 00037 #include <apply.h> 00038 00049 template <class EOT> 00050 class eoSGA : public eoAlgo<EOT> 00051 { 00052 public : 00053 00054 // added this second ctor as I didn't like the ordering of the parameters 00055 // in the one above. Any objection :-) MS 00056 eoSGA( 00057 eoSelectOne<EOT>& _select, 00058 eoQuadOp<EOT>& _cross, float _crate, 00059 eoMonOp<EOT>& _mutate, float _mrate, 00060 eoEvalFunc<EOT>& _eval, 00061 eoContinue<EOT>& _cont) 00062 : cont(_cont), 00063 mutate(_mutate), 00064 mutationRate(_mrate), 00065 cross(_cross), 00066 crossoverRate(_crate), 00067 select(_select), 00068 eval(_eval) {} 00069 00070 void operator()(eoPop<EOT>& _pop) 00071 { 00072 eoPop<EOT> offspring; 00073 00074 do 00075 { 00076 select(_pop, offspring); 00077 00078 unsigned i; 00079 00080 for (i=0; i<_pop.size()/2; i++) 00081 { 00082 if ( rng.flip(crossoverRate) ) 00083 { 00084 // this crossover generates 2 offspring from two parents 00085 if (cross(offspring[2*i], offspring[2*i+1])) 00086 { 00087 offspring[2*i].invalidate(); 00088 offspring[2*i+1].invalidate(); 00089 } 00090 } 00091 } 00092 00093 for (i=0; i < offspring.size(); i++) 00094 { 00095 if (rng.flip(mutationRate) ) 00096 { 00097 if (mutate(offspring[i])) 00098 offspring[i].invalidate(); 00099 } 00100 } 00101 00102 _pop.swap(offspring); 00103 apply<EOT>(eval, _pop); 00104 00105 } while (cont(_pop)); 00106 } 00107 00108 private : 00109 00110 eoContinue<EOT>& cont; 00112 eoInvalidateMonOp<EOT> mutate; 00113 float mutationRate; 00114 // eoInvalidateQuadOp invalidates the embedded operator 00115 eoInvalidateQuadOp<EOT> cross; 00116 float crossoverRate; 00117 eoSelectPerc<EOT> select; 00118 eoEvalFunc<EOT>& eval; 00119 }; 00120 00121 #endif