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Multi-ring particle swarm optimization

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

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Samenvatting

Particle Swarm Optimization (PSO) has been used to solve many different types of optimization problems. By applying PSO to problems where the feasible solutions are too much difficult to find, new ways of solving the problems are required, mainly for hyper dimensional spaces. Many variations on the basic PSO form have been explored, targeting the velocity update equation. Other approaches attempt to change the structure of the swarm. In this paper a novel PSO topology based on multiples rings is proposed for improving the results achieved focusing on the diversity provided by the ring rotations. A comparison with star and ring topologies was performed. Our simulation results have shown that the proposed topology achieves better results than the well known star and ring topologies.

Originele taal-2Engels
Titel2008 10th Brazilian Symposium on Neural Networks
UitgeverijInstitute of Electrical and Electronics Engineers
Pagina's111-116
Aantal pagina's6
ISBN van geprinte versie978-1-4244-3219-6
DOI's
StatusGepubliceerd - 5 nov. 2008
Extern gepubliceerdJa
Evenement10th Brazilian Symposium on Neural Networks, SBRN 2008 - Salvador, Brazilië
Duur: 26 okt. 200830 okt. 2008
Congresnummer: 10

Congres

Congres10th Brazilian Symposium on Neural Networks, SBRN 2008
Verkorte titelSBRN 2008
Land/RegioBrazilië
StadSalvador
Periode26/10/0830/10/08

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