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Russian Journal of Cybernetics, 2022, Volume 3, Issue 4, Pages 84–97
DOI: https://doi.org/10.51790/2712-9942-2022-3-4-10 (Mi uk31) 		 
Swarm intelligence algorithms applicability for minimizing various functions

V. A. Galkinab, T. V. Gavrilenkoba, A. D. Smorodinovab, O. P. Bobrovskayaba

a Surgut State University, Surgut, Russian Federation
b Surgut Branch of Federal State Institute “Scientific Research Institute for System Analysis of the Russian Academy of Sciences”, Surgut, Russian Federation
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DOI: https://doi.org/10.51790/2712-9942-2022-3-4-10
Abstract: This study considers the existing swarm intelligence algorithms and their features. The particle swarm algorithm used for function optimization is described in detail. We adjusted various swarm algorithm properties (swarm size and lifetime) for minimizing functions of different classes, both with one and multiple minimums. It was found that the particle swarm algorithm is applicable to solving optimization problems.
Keywords: swarm intelligence, swarm algorithm, particle swarm algorithm, function minimization, function maximization, function extremum seeking.
Funding agency Grant number
Ministry of Science and Higher Education of the Russian Federation FNEF-2022-0007
This study is a part of the government contract 47 GP with the Scientific Research Institute for System Analysis, Russian Academy of Sciences, project No. FNEF-2022-0007 Advancing Distribution System Simulation and Computation Methods, reg. No 1021060909180-7-1.2.1.
Document Type: Article
Language: Russian
Citation: V. A. Galkin, T. V. Gavrilenko, A. D. Smorodinov, O. P. Bobrovskaya, “Swarm intelligence algorithms applicability for minimizing various functions”, Russian Journal of Cybernetics, 3:4 (2022), 84–97
Citation in format AMSBIB
\Bibitem{GalGavSmo22}
\by V.~A.~Galkin, T.~V.~Gavrilenko, A.~D.~Smorodinov, O.~P.~Bobrovskaya
\paper Swarm intelligence algorithms applicability for minimizing various functions
\jour Russian Journal of Cybernetics
\yr 2022
\vol 3
\issue 4
\pages 84--97
\mathnet{http://mi.mathnet.ru/uk31}
\crossref{https://doi.org/10.51790/2712-9942-2022-3-4-10}
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