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Communication Dans Un Congrès Année : 2010

GPU-based Island Model for Evolutionary Algorithms

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.

Domaines

Autre [cs.OH]
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Dates et versions

inria-00520464 , version 1 (23-09-2010)

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  • HAL Id : inria-00520464 , version 1

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Thé Van Luong, Nouredine Melab, El-Ghazali Talbi. GPU-based Island Model for Evolutionary Algorithms. Genetic and Evolutionary Computation Conference (GECCO), 2010, Portland, United States. ⟨inria-00520464⟩
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