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Izvestiya of Saratov University. Mathematics. Mechanics. Informatics, 2013, Volume 13, Issue 1(1), Pages 99–109
DOI: https://doi.org/10.18500/1816-9791-2013-13-1-1-99-109
(Mi isu358)
 

Computer science

The Application of a Genetic Algorithm to Global Optimization Problem Solving on Parallel and Distributed Computing Systems

A. N. Savina, I. V. Druzhininb, A. A. Eroftieva

a Saratov State University
b N. E. Bauman Moscow State Technical University
References:
Abstract: This article presents the results of the adaptation of method of searching the global minimum of multiextremal criterion function of multiple variables with constraints based on genetic algorithm for parallel and distributed computing systems. Two variants of genetic algorithm parallelization are proposed. The reliability and performance of parallel versions of an algorithm, depending on its parameters and the number of nodes in parallel computer system is investigated. The reliability of finding the global minimum of criterion function in a small amount of time with proposed parallel variants of genetic algorithm is represented.
Key words: global optimization, genetic algorithm, multiextreme criterion function, parallel computing system.
Document Type: Article
UDC: 681.3.06, 681.322
Language: Russian
Citation: A. N. Savin, I. V. Druzhinin, A. A. Eroftiev, “The Application of a Genetic Algorithm to Global Optimization Problem Solving on Parallel and Distributed Computing Systems”, Izv. Saratov Univ. Math. Mech. Inform., 13:1(1) (2013), 99–109
Citation in format AMSBIB
\Bibitem{SavDruEro13}
\by A.~N.~Savin, I.~V.~Druzhinin, A.~A.~Eroftiev
\paper The Application of a Genetic Algorithm to Global Optimization Problem Solving on Parallel and Distributed Computing Systems
\jour Izv. Saratov Univ. Math. Mech. Inform.
\yr 2013
\vol 13
\issue 1(1)
\pages 99--109
\mathnet{http://mi.mathnet.ru/isu358}
\crossref{https://doi.org/10.18500/1816-9791-2013-13-1-1-99-109}
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