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Graphics processing unit acceleration of the island model genetic algorithm using the CUDA programming platform

Authors :
Alan Wee-Chung Liew
Dylan Matthew Janssen
Wayne Pullan
Source :
Concurrency and Computation: Practice and Experience. 34
Publication Year :
2021
Publisher :
Wiley, 2021.

Abstract

Genetic algorithms are a practical approach for finding near-optimal solutions for nondeterministic polynomial-hard problems. In this work we exploit the parallel processing capability of graphics processing units and Nvidia's CUDA programming platform to accelerate the island model genetic algorithm by modifying the evolutionary operations to fit the hardware architecture and have successfully achieved significant computational speedups.

Details

ISSN :
15320634 and 15320626
Volume :
34
Database :
OpenAIRE
Journal :
Concurrency and Computation: Practice and Experience
Accession number :
edsair.doi...........ecc98a1c64804f1a48d0ed63bfc6b064