inria-00520464, version 1
GPU-based Island Model for Evolutionary Algorithms
Thé Van Luong 1Nouredine Melab
1El-Ghazali Talbi
1
Genetic and Evolutionary Computation Conference (GECCO) (2010)
Résumé : The island model for evolutionary algorithms allows to delay the global convergence of the evolution process and encourage diversity. However, solving large size and time-intensive combinatorial optimization problems with the island model requires a large amount of computational resources. GPU computing is recently revealed as a powerful way to harness these resources. In this paper, we focus on the parallel island model on GPU. We address its re-design, implementation, and associated issues related to the GPU execution context. The preliminary results demonstrate the effectiveness of the proposed approaches and their capabilities to fully exploit the GPU architecture.
- 1 : DOLPHIN (INRIA Lille - Nord Europe)
- INRIA – CNRS : UMR8022 – Université Lille I - Sciences et technologies
- Domaine : Informatique/Autre
- inria-00520464, version 1
- http://hal.inria.fr/inria-00520464
- oai:hal.inria.fr:inria-00520464
- Contributeur : Thé Van Luong
- Soumis le : Jeudi 23 Septembre 2010, 12:36:54
- Dernière modification le : Jeudi 23 Septembre 2010, 13:31:31