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GPU based parallelism for self-organizing map

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F11%3A86085016" target="_blank" >RIV/61989100:27240/11:86085016 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1007/978-3-642-31603-6_20" target="_blank" >http://dx.doi.org/10.1007/978-3-642-31603-6_20</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-642-31603-6_20" target="_blank" >10.1007/978-3-642-31603-6_20</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    GPU based parallelism for self-organizing map

  • Original language description

    Modern graphics cards take role of powerful computation hardware. This hardware becomes more popular due to purchasing costs and its availability. The advantages of Graphics Processor Unit (GPU) in parallel computation of Self-Organizing Network are described in this paper including a comparison with multi-threaded CPU. The parallelism on GPU is explained in a separated section. Mentioned section is divided into parts with respect to different forms of parallelism. The results of experiments at the endconfirmed, that the utilization of GPU brings significant improvements in time of computation in case of large data sets. 2013 Springer-Verlag.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/FR-TI1%2F420" target="_blank" >FR-TI1/420: *Integrated software system for optimalization and control of technological processes and prediction of production quality for large technological complexes with use of advanced mathematic method, simulation and artificial intelligence.</a><br>

  • 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

    Advances in Intelligent Systems and Computing. Volume 179

  • ISBN

    978-3-642-31602-9

  • ISSN

    2194-5357

  • e-ISSN

  • Number of pages

    12

  • Pages from-to

    231-242

  • Publisher name

    Springer

  • Place of publication

    Berlin

  • Event location

    Praha

  • Event date

    Aug 29, 2011

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article