Multi-ring dispersed particle swarm optimization

Carmelo J.A. Bastos-Filho, Marcel P. Caraciolo, Péricles B.C. Miranda, Danilo F. Carvalho

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Citations (Scopus)

Abstract

Particle Swarm Optimization (PSO) has been widely used to solve unconstrained optimization problems. However, problems in hyper dimensional spaces require the development of enhanced issues. For this, some variations of the original PSO form have been proposed, mainly concerning on the velocity update equation and sophisticated communication topologies of the swarm. In this paper, we propose a PSO topology based on multiples rings. In this approach, the acceleration coefficients and the communication inside each ring are adjusted based on a grade, which is calculated by evaluating a fitness comparison. The diversity of the system is provided by the ring rotations. The neighborhood of each particle is defined according its grade as defined in the dispersed PSO. A comparison with star, ring and simple multi-ring topologies was performed. Our simulation results showed that the proposed topology always achieve good results when compared to other approaches.

Original languageEnglish
Title of host publicationProceedings - 8th International Conference on Hybrid Intelligent Systems, HIS 2008
Pages25-30
Number of pages6
DOIs
Publication statusPublished - 10 Nov 2008
Externally publishedYes
Event8th International Conference on Hybrid Intelligent Systems, HIS 2008 - Barcelona, Spain
Duration: 10 Sep 200812 Sep 2008

Publication series

NameProceedings - 8th International Conference on Hybrid Intelligent Systems, HIS 2008

Conference

Conference8th International Conference on Hybrid Intelligent Systems, HIS 2008
CountrySpain
CityBarcelona
Period10/09/0812/09/08

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