Article | Proceedings of The 9th EUROSIM Congress on Modelling and Simulation, EUROSIM 2016, The 57th SIMS Conference on Simulation and Modelling SIMS 2016 | Single Swarm and Simple Multi-Swarm PSO Comparison Linköping University Electronic Press Conference Proceedings
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Title:
Single Swarm and Simple Multi-Swarm PSO Comparison
Author:
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
DOI:
10.3384/ecp17142556
Download:
Full text (pdf)
Year:
2018
Conference:
Proceedings of The 9th EUROSIM Congress on Modelling and Simulation, EUROSIM 2016, The 57th SIMS Conference on Simulation and Modelling SIMS 2016
Issue:
142
Article no.:
081
Pages:
556-560
No. of pages:
5
Publication type:
Abstract and Fulltext
Published:
2018-12-19
ISBN:
978-91-7685-399-3
Series:
Linköping Electronic Conference Proceedings
ISSN (print):
1650-3686
ISSN (online):
1650-3740
Publisher:
Linköping University Electronic Press, Linköpings universitet


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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.

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

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

Author:
Michal Pluhacek, Roman Senkerik, Adam Viktorin, Ivan Zelinka
Title:
Single Swarm and Simple Multi-Swarm PSO Comparison
DOI:
http://dx.doi.org/10.3384/ecp17142556
References:
No references available

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

Author:
Michal Pluhacek, Roman Senkerik, Adam Viktorin, Ivan Zelinka
Title:
Single Swarm and Simple Multi-Swarm PSO Comparison
DOI:
https://doi.org10.3384/ecp17142556
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Last updated: 2019-10-02