Detail aplikovaného výsledku

GPGPU Implementation of the GA Running the Kanpsack Benchmark

JAROŠ, J.

Originální název

GPGPU Implementation of the GA Running the Kanpsack Benchmark

Anglický název

GPGPU Implementation of the GA Running the Kanpsack Benchmark

Druh

Software

Abstrakt

This package contains two implementations of the standard Genetic Algorithm. Both implementations solve the Knapsack problem. The CPU implementation exploits multi-core CPUs with SSE instruction while the GPU version is targeted on NVIDIA Fermi GPUs. The performance of both implementation, the quality of produced results as well as the idea of implementation is explained in Jaros, J., Pospichal, P.: A Fair Comparison of Modern CPUs and GPUs Running the Genetic Algorithm under the Knapsack Benchmark, In: Applications of Evolutionary Computation, Heidelberg, DE, Springer, 2012, p. 426-435, ISBN 978-3-642-29177-7

Abstrakt aglicky

This package contains two implementations of the standard Genetic Algorithm. Both implementations solve the Knapsack problem. The CPU implementation exploits multi-core CPUs with SSE instruction while the GPU version is targeted on NVIDIA Fermi GPUs. The performance of both implementation, the quality of produced results as well as the idea of implementation is explained in Jaros, J., Pospichal, P.: A Fair Comparison of Modern CPUs and GPUs Running the Genetic Algorithm under the Knapsack Benchmark, In: Applications of Evolutionary Computation, Heidelberg, DE, Springer, 2012, p. 426-435, ISBN 978-3-642-29177-7

Klíčová slova

Genetic Algorithm, Knapsack, multicore CPU, Graphics Accelerators GPU, SSE instructions, OpenMP.

Klíčová slova anglicky

Genetic Algorithm, Knapsack, multicore CPU, Graphics Accelerators GPU, SSE instructions, OpenMP.

Umístění

https://github.com/jarosjir/GPU-GA-Knapsack

Licenční poplatek

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