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Bibliographic record number: 648361

Journal

Authors: Jakobović, Domagoj; Golub, Marin; Čupić, Marko
Title: Asynchronous and implicitly parallel evolutionary computation models
( Asynchronous and implicitly parallel evolutionary computation models )
Source: Soft computing (1432-7643) 18 (2014), 6; 1225-1236
Paper type: article
Keywords: evolutionary algorithms; parallelization; asynchronous algorithms
( evolutionary algorithms; parallelization; asynchronous algorithms )
Abstract:
This paper presents the design and the application of asynchronous models of parallel evolutionary algorithms. An overview of the existing parallel evolutionary algorithm (PEA) models and available implementations is given. We present new PEA models in the form of asynchronous algorithms and implicit parallelization, as well as experimental data on their efficiency. The paper also discusses the definition of speedup in PEAs and proposes an appropriate speedup measurement procedure. The described parallel EA algorithms are tested on problems with varying degrees of computational complexity. The results show good efficiency of asynchronous and implicit models compared to existing parallel algorithms.
Project / theme: 036-0362980-1921
Original language: eng
Citation databases: Current Contents Connect (CCC)
Scopus
SCI-EXP, SSCI i/ili A&HCI
Science Citation Index Expanded (SCI-EXP) (sastavni dio Web of Science Core Collectiona)
Category: Znanstveni
Research fields:
Computer science
Full paper text: 648361.500_2013_1140_Author.pdf (tekst priložen 20. Svi. 2014. u 16:24 sati)
URL: http://link.springer.com/article/10.1007%2Fs00500-013-1140-5
Broj citata:
Altmetric:
DOI: 10.1007/s00500-013-1140-5
URL cjelovitog rada:
Google Scholar: Asynchronous and implicitly parallel evolutionary computation models
Contrib. to CROSBI by: Domagoj Jakobović (domagoj.jakobovic@fer.hr), 19. Lis. 2013. u 20:33 sati



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