00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- 00002 00003 // "main_ga.cpp" 00004 00005 // (c) OPAC Team, LIFL, January 2006 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: paradiseo-help@lists.gforge.inria.fr 00022 */ 00023 00024 #include "param.h" 00025 #include "route_init.h" 00026 #include "route_eval.h" 00027 00028 #include "order_xover.h" 00029 #include "city_swap.h" 00030 00031 #include <paradiseo> 00032 00033 #define POP_SIZE 10 00034 #define NUM_GEN 100 00035 #define CROSS_RATE 1.0 00036 #define MUT_RATE 0.01 00037 00038 00039 int main( int __argc, char** __argv ) { 00040 00041 // initializing the ParadisEO-PEO environment 00042 peo :: init( __argc, __argv ); 00043 00044 00045 // processing the command line specified parameters 00046 loadParameters( __argc, __argv ); 00047 00048 00049 // init, eval operators, EA operators ------------------------------------------------------------------------------------------------------------- 00050 00051 RouteInit route_init; // random init object - creates random Route objects 00052 RouteEval full_eval; // evaluator object - offers a fitness value for a specified Route object 00053 00054 OrderXover crossover; // crossover operator - creates two offsprings out of two specified parents 00055 CitySwap mutation; // mutation operator - randomly mutates one gene for a specified individual 00056 // ------------------------------------------------------------------------------------------------------------------------------------------------ 00057 00058 00059 // evolutionary algorithm components -------------------------------------------------------------------------------------------------------------- 00060 00061 eoPop< Route > population( POP_SIZE, route_init ); // initial population for the algorithm having POP_SIZE individuals 00062 peoSeqPopEval< Route > eaPopEval( full_eval ); // evaluator object - to be applied at each iteration on the entire population 00063 00064 eoGenContinue< Route > eaCont( NUM_GEN ); // continuation criterion - the algorithm will iterate for NUM_GEN generations 00065 eoCheckPoint< Route > eaCheckpointContinue( eaConts ); // checkpoint object - verify at each iteration if the continuation criterion is met 00066 00067 eoRankingSelect< Route > selectionStrategy; // selection strategy - applied at each iteration for selecting parent individuals 00068 eoSelectNumber< Route > eaSelect( selectionStrategy, POP_SIZE ); // selection object - POP_SIZE individuals are selected at each iteration 00069 00070 // transform operator - includes the crossover and the mutation operators with a specified associated rate 00071 eoSGATransform< Route > transform( crossover, CROSS_RATE, mutation, MUT_RATE ); 00072 peoSeqTransform< Route > eaTransform( transform ); // ParadisEO transform operator (please remark the peo prefix) - wraps an e EO transform object 00073 00074 eoPlusReplacement< Route > eaReplace; // replacement strategy - for replacing the initial population with offspring individuals 00075 // ------------------------------------------------------------------------------------------------------------------------------------------------ 00076 00077 00078 // ParadisEO-PEO evolutionary algorithm ----------------------------------------------------------------------------------------------------------- 00079 00080 peoEA< Route > eaAlg( eaCheckpointContinue, eaPopEval, eaSelect, eaTransform, eaReplace ); 00081 00082 eaAlg( population ); // specifying the initial population for the algorithm, to be iteratively evolved 00083 // ------------------------------------------------------------------------------------------------------------------------------------------------ 00084 00085 00086 peo :: run( ); 00087 peo :: finalize( ); 00088 // shutting down the ParadisEO-PEO environment 00089 00090 return 0; 00091 }
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