Genetic Programming based Team Learning in Robotic Soccer: Exploration of Robotic Soccer Team Learning through Genetic Programming - Couverture souple

Ramani, R. Geetha

 
9783639207903: Genetic Programming based Team Learning in Robotic Soccer: Exploration of Robotic Soccer Team Learning through Genetic Programming
Couverture souple
ISBN 10 : 3639207904 ISBN 13 : 9783639207903
Editeur : VDM Verlag Dr. Müller, 2010

Synopsis

Genetic Programming(GP) is a technique to automatically evolve programs to perform some required task. The technique comes from the Darwinian theory, the biological evolution of the individuals and the survival of the fittest. The aim of the book is to investigate the use of Genetic Programming for team learning in Robotic Soccer. Robotic Soccer is a test bed for AI research, promoted by the RoboCup community. This book addresses the team learning, one of the important challenges in RoboCup. The team learning is of three categories: homogeneous, heterogeneous and hybrid. This book explores the performance of the GP produced teams in the above mentioned team learning categories. Nowadays swarm intelligence is being adopted for problem solving in various domains and found to produce effective results. Hence the low level social insect behaviours are incorporated into player strategies of Robotic Soccer to achieve better team performance. The cooperation and coordination between the players are improved through the above mentioned approach. The impact of GP control parameters are analysed in the team learning categories to evolve better soccer player strategies.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

Genetic Programming(GP) is a technique to automatically evolve programs to perform some required task. The technique comes from the Darwinian theory, the biological evolution of the individuals and the survival of the fittest. The aim of the book is to investigate the use of Genetic Programming for team learning in Robotic Soccer. Robotic Soccer is a test bed for AI research, promoted by the RoboCup community. This book addresses the team learning, one of the important challenges in RoboCup. The team learning is of three categories: homogeneous, heterogeneous and hybrid. This book explores the performance of the GP produced teams in the above mentioned team learning categories. Nowadays swarm intelligence is being adopted for problem solving in various domains and found to produce effective results. Hence the low level social insect behaviours are incorporated into player strategies of Robotic Soccer to achieve better team performance. The cooperation and coordination between the players are improved through the above mentioned approach. The impact of GP control parameters are analysed in the team learning categories to evolve better soccer player strategies.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
VDM Verlag Dr. Müller
Date d'édition
2010
Langue
anglais
ISBN 10 
3639207904
ISBN 13 
9783639207903
Reliure
Broché
Nombre de pages
168
Coordonnées du fabricant
non disponible
Personne responsable
non disponible