Konferensartikel

Single Swarm and Simple Multi-Swarm PSO Comparison

Michal Pluhacek
Faculty of Applied informatics, Tomas Bata University in Zlin, Nam T.G. Masaryka 5555, 760 01Zlin, Czech Republic

Roman Senkerik
Faculty of Applied informatics, Tomas Bata University in Zlin, Nam T.G. Masaryka 5555, 760 01Zlin, Czech Republic

Adam Viktorin
Faculty of Applied informatics, Tomas Bata University in Zlin, Nam T.G. Masaryka 5555, 760 01Zlin, Czech Republic

Ivan Zelinka
Department of Computer Science, Faculty of Electrical Engineering and Computer Science, VSB-TUO, 17.listopadu 15, 708 33 Ostrava–Poruba, Czech Republic

Ladda ner artikelhttp://dx.doi.org/10.3384/ecp17142556

Ingår i: Proceedings of The 9th EUROSIM Congress on Modelling and Simulation, EUROSIM 2016, The 57th SIMS Conference on Simulation and Modelling SIMS 2016

Linköping Electronic Conference Proceedings 142:81, s. 556-560

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Publicerad: 2018-12-19

ISBN: 978-91-7685-399-3

ISSN: 1650-3686 (tryckt), 1650-3740 (online)

Abstract

This paper presents a comparative study of the original single swarm PSO with linear decreasing inertia weight and basic multi-swarm variant. The alternative population topology (multi-swarms) is a topic that is getting increased attention from the research community in recent years. We present evidence that it might be very beneficial to divide the population into two subswarms with partially restricted communication. The size of the sub-swarms is chosen with respect to a previously published study on this topic. The scaling of the methods is compared in three different dimensional settings. The results are statistically evaluated and discussed. The paper concludes with proposals for future research.

Nyckelord

particle swarm optimization, swarm intelligence, multi-swarm, topology

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