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  • This paper deals with the mapping of the parallel island-based genetic algorithm with unidirectional ring migrations to nVidia CUDA software model. The proposed mapping is tested using Rosenbrock's, Griewank's and Michalewicz's benchmark functions. The obtained results indicate that our approach leads to speedups up to seven thousand times higher compared to one CPU thread while maintaining a reasonable results quality. This clearly shows that GPUs have a potential for acceleration of GAs and allow to solve much complex tasks.
  • This paper deals with the mapping of the parallel island-based genetic algorithm with unidirectional ring migrations to nVidia CUDA software model. The proposed mapping is tested using Rosenbrock's, Griewank's and Michalewicz's benchmark functions. The obtained results indicate that our approach leads to speedups up to seven thousand times higher compared to one CPU thread while maintaining a reasonable results quality. This clearly shows that GPUs have a potential for acceleration of GAs and allow to solve much complex tasks. (en)
Title
  • Parallel Genetic Algorithm on the CUDA Architecture
  • Parallel Genetic Algorithm on the CUDA Architecture (en)
skos:prefLabel
  • Parallel Genetic Algorithm on the CUDA Architecture
  • Parallel Genetic Algorithm on the CUDA Architecture (en)
skos:notation
  • RIV/00216305:26230/10:PU89508!RIV12-GA0-26230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GAP103/10/1517), S, Z(MSM0021630528)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 278051
http://linked.open...ai/riv/idVysledku
  • RIV/00216305:26230/10:PU89508
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • massively parallel, genetic algorithm, island model, CUDA, migrations (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [6D16C7AAC7BF]
http://linked.open...v/mistoKonaniAkce
  • Istanbul
http://linked.open...i/riv/mistoVydani
  • Berlin Heidelberg
http://linked.open...i/riv/nazevZdroje
  • Applications of Evolutionary Computation
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
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http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Jaroš, Jiří
  • Pospíchal, Petr
  • Schwarz, Josef
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
number of pages
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  • Springer-Verlag
https://schema.org/isbn
  • 978-3-642-12238-5
http://localhost/t...ganizacniJednotka
  • 26230
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