DocumentCode :
548779
Title :
Implementation of the predator-prey approach in Genetic Algorithms with grouping into species for solving multimodal problems
Author :
Seoane Amor, Pablo ; Pose, Marcos Gestal ; de la Calle, Julián Dorado
Author_Institution :
Dept. of Inf. & Commun. Technol., Univ. of A Coruna, A Coruna, Spain
fYear :
2011
fDate :
15-18 June 2011
Firstpage :
1
Lastpage :
6
Abstract :
Over recent years, Genetic Algorithms have proven to be an appropriate tool for solving certain problems. However, it does not matter if the search space has several valid solutions, as their classic approach is insufficient. To this end, the idea of dividing the individuals into species has been successfully raised. However, this solution is not free of drawbacks, such as the emergence of redundant species, overlapping or performance degradation by significantly increasing the number of individuals to be evaluated. This paper presents the implementation of a method based on the predator-prey technique, with the aim of providing a solution to the problem, as well as a number of examples to prove its effectiveness.
Keywords :
genetic algorithms; predator-prey systems; search problems; genetic algorithms; performance degradation; predator-prey approach; predator-prey technique; redundant species; search space; solving multimodal problems; Biological system modeling; Genetic Algorithms; Multimodal Problems; Predator-Prey Approach; Species Evaluation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Systems and Technologies (CISTI), 2011 6th Iberian Conference on
Conference_Location :
Chaves
Print_ISBN :
978-1-4577-1487-0
Type :
conf
Filename :
5974222
Link To Document :
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