Dynamic clan particle swarm optimization

C.J.A. Bastos-Filho, D.F. Carvalho, E.M.N. Figueiredo, P.B.C. de Miranda

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

20 Citaten (Scopus)

Samenvatting

Particle Swarm Optimization (PSO) has been widely used to solve many di.erent real world optimization problems. Many novel PSO approaches have been proposed to improve the PSO performance. Recently, a communication topology based on Clans was proposed. In this paper, we propose the Dynamic Clan PSO topology. In this approach, a novel ability is included in the Clan Topology, named migration process. The goal is to improve the PSO degree of convergence focusing on the distribution of the particles in the search space. A comparison with the Original Clan topology and other well known topologies was performed and our results in five benchmark functions have shown that the changes can provide better results, except for the Rastrigin function.

Originele taal-2Engels
Titel2009 Ninth International Conference on Intelligent Systems Design and Applications
UitgeverijInstitute of Electrical and Electronics Engineers
Pagina's249-254
Aantal pagina's6
ISBN van geprinte versie978-1-4244-4735-0
DOI's
StatusGepubliceerd - 28 dec. 2009
Extern gepubliceerdJa
Evenement9th International Conference on Intelligent Systems Design and Applications, ISDA 2009 - Pisa, Italië
Duur: 30 nov. 20092 dec. 2009
Congresnummer: 9

Congres

Congres9th International Conference on Intelligent Systems Design and Applications, ISDA 2009
Verkorte titelISDA
Land/RegioItalië
StadPisa
Periode30/11/092/12/09

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