Attributes | Values |
---|
rdf:type
| |
Description
| - Genetic algorithm, a robust, stochastic optimization technique, is effective in solving manypractical problems in science, engineering, and business domains. Unfortunatelly, executionusually takes long time. In this paper, we study a possibility of utilization consumer-levelgraphics cards for acceleration of GAs. We have designed a mapping of the parallel islandgenetic algorithm to the CUDA software model and tested our implementation on GeForce8800GTX and GTX285 GPUs using a Rosenbrock's, Griewank's and Michalewicz's benchmarkfunctions. Results indicates that our optimization leads to speedups up to seven thousand timescompared to single CPU thread while maintaing reasonable results quality.
- Genetic algorithm, a robust, stochastic optimization technique, is effective in solving manypractical problems in science, engineering, and business domains. Unfortunatelly, executionusually takes long time. In this paper, we study a possibility of utilization consumer-levelgraphics cards for acceleration of GAs. We have designed a mapping of the parallel islandgenetic algorithm to the CUDA software model and tested our implementation on GeForce8800GTX and GTX285 GPUs using a Rosenbrock's, Griewank's and Michalewicz's benchmarkfunctions. Results indicates that our optimization leads to speedups up to seven thousand timescompared to single CPU thread while maintaing reasonable results quality. (en)
|
Title
| - GPU-Based Acceleration of the Genetic Algorithm
- GPU-Based Acceleration of the Genetic Algorithm (en)
|
skos:prefLabel
| - GPU-Based Acceleration of the Genetic Algorithm
- GPU-Based Acceleration of the Genetic Algorithm (en)
|
skos:notation
| - RIV/00216305:26230/10:PU89562!RIV13-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
| |
http://linked.open...ai/riv/idVysledku
| - RIV/00216305:26230/10:PU89562
|
http://linked.open...riv/jazykVysledku
| |
http://linked.open.../riv/klicovaSlova
| - genetic algorithm, CUDA, GPU, migrations, island model (en)
|
http://linked.open.../riv/klicoveSlovo
| |
http://linked.open...ontrolniKodProRIV
| |
http://linked.open...v/mistoKonaniAkce
| |
http://linked.open...i/riv/mistoVydani
| |
http://linked.open...i/riv/nazevZdroje
| - Proceedings of the 16th Conference Student EEICT 2010 Volume 5
|
http://linked.open...in/vavai/riv/obor
| |
http://linked.open...ichTvurcuVysledku
| |
http://linked.open...cetTvurcuVysledku
| |
http://linked.open...vavai/riv/projekt
| |
http://linked.open...UplatneniVysledku
| |
http://linked.open...iv/tvurceVysledku
| |
http://linked.open...vavai/riv/typAkce
| |
http://linked.open.../riv/zahajeniAkce
| |
http://linked.open...n/vavai/riv/zamer
| |
number of pages
| |
http://purl.org/ne...btex#hasPublisher
| - Vysoké učení technické v Brně. Fakulta informačních technologií
|
https://schema.org/isbn
| |
http://localhost/t...ganizacniJednotka
| |