// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- // "main_ga.cpp" // (c) OPAC Team, LIFL, January 2006 /* This library is free software; you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version. This library is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more details. You should have received a copy of the GNU Lesser General Public License along with this library; if not, write to the Free Software Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA Contact: paradiseo-help@lists.gforge.inria.fr */ #include "param.h" #include "route_init.h" #include "route_eval.h" #include "order_xover.h" #include "city_swap.h" #include #define POP_SIZE 10 #define NUM_GEN 100 #define CROSS_RATE 1.0 #define MUT_RATE 0.01 int main( int __argc, char** __argv ) { // initializing the ParadisEO-PEO environment peo :: init( __argc, __argv ); // processing the command line specified parameters loadParameters( __argc, __argv ); // init, eval operators, EA operators ------------------------------------------------------------------------------------------------------------- RouteInit route_init; // random init object - creates random Route objects RouteEval full_eval; // evaluator object - offers a fitness value for a specified Route object OrderXover crossover; // crossover operator - creates two offsprings out of two specified parents CitySwap mutation; // mutation operator - randomly mutates one gene for a specified individual // ------------------------------------------------------------------------------------------------------------------------------------------------ // evolutionary algorithm components -------------------------------------------------------------------------------------------------------------- eoPop< Route > population( POP_SIZE, route_init ); // initial population for the algorithm having POP_SIZE individuals peoSeqPopEval< Route > eaPopEval( full_eval ); // evaluator object - to be applied at each iteration on the entire population eoGenContinue< Route > eaCont( NUM_GEN ); // continuation criterion - the algorithm will iterate for NUM_GEN generations eoCheckPoint< Route > eaCheckpointContinue( eaConts ); // checkpoint object - verify at each iteration if the continuation criterion is met eoRankingSelect< Route > selectionStrategy; // selection strategy - applied at each iteration for selecting parent individuals eoSelectNumber< Route > eaSelect( selectionStrategy, POP_SIZE ); // selection object - POP_SIZE individuals are selected at each iteration // transform operator - includes the crossover and the mutation operators with a specified associated rate eoSGATransform< Route > transform( crossover, CROSS_RATE, mutation, MUT_RATE ); peoSeqTransform< Route > eaTransform( transform ); // ParadisEO transform operator (please remark the peo prefix) - wraps an e EO transform object eoPlusReplacement< Route > eaReplace; // replacement strategy - for replacing the initial population with offspring individuals // ------------------------------------------------------------------------------------------------------------------------------------------------ // ParadisEO-PEO evolutionary algorithm ----------------------------------------------------------------------------------------------------------- peoEA< Route > eaAlg( eaCheckpointContinue, eaPopEval, eaSelect, eaTransform, eaReplace ); eaAlg( population ); // specifying the initial population for the algorithm, to be iteratively evolved // ------------------------------------------------------------------------------------------------------------------------------------------------ peo :: run( ); peo :: finalize( ); // shutting down the ParadisEO-PEO environment return 0; }