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Many-threaded implementation of differential evolution for the CUDA platform

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F11%3A86085023" target="_blank" >RIV/61989100:27240/11:86085023 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1145/2001576.2001791" target="_blank" >http://dx.doi.org/10.1145/2001576.2001791</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1145/2001576.2001791" target="_blank" >10.1145/2001576.2001791</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Many-threaded implementation of differential evolution for the CUDA platform

  • Original language description

    Differential evolution is an efficient populational meta -- heuristic optimization algorithm successful in solving difficult real world problems. Due to the simplicity of its operations and data structures, it is suitable for a parallel implementation onmulticore systems and on the GPU. In this paper, we design a simple yet highly parallel implementation of the differential evolution using the CUDA architecture. We demonstrate the speedup obtained by the proposed parallelization of the differential evolution on an NP hard combinatorial optimization problem and on a benchmark function of many variables.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2011

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Genetic and Evolutionary Computation Conference, GECCO'11

  • ISBN

    978-1-4503-0557-0

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    1595-1602

  • Publisher name

    ACM

  • Place of publication

    New York

  • Event location

    Dublin

  • Event date

    Jul 12, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article