DocumentCode
3281818
Title
Multi-ring Particle Swarm Optimization
Author
Bastos-Filho, Carmelo J A ; Caraciolo, Marcel P. ; Miranda, Péricles B C ; Carvalho, Danilo F.
Author_Institution
Dept. of Comput. & Syst., Univ. of Pernambuco, Recife
fYear
2008
fDate
26-30 Oct. 2008
Firstpage
111
Lastpage
116
Abstract
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.
Keywords
particle swarm optimisation; PSO; multiring particle swarm optimization; velocity update equation; Acceleration; Birds; Computer networks; Convergence; Equations; Explosions; Neural networks; Particle swarm optimization; Random number generation; Topology; Particle Swarm Optimization; Swarm Intelligence;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2008. SBRN '08. 10th Brazilian Symposium on
Conference_Location
Salvador
ISSN
1522-4899
Print_ISBN
978-1-4244-3219-6
Electronic_ISBN
1522-4899
Type
conf
DOI
10.1109/SBRN.2008.14
Filename
4665901
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