DocumentCode
982871
Title
Neighborhood topologies in fully informed and best-of-neighborhood particle swarms
Author
Kennedy, Jessie ; Mendes, R.
Author_Institution
U.S. Bur. of Labor Stat., Washington, DC
Volume
36
Issue
4
fYear
2006
fDate
7/1/2006 12:00:00 AM
Firstpage
515
Lastpage
519
Abstract
In this study, we vary the way an individual in the particle swarm interacts with its neighbors. The performance of an individual depends on population topology as well as algorithm version. It appears that a fully informed particle swarm is more susceptible to alterations in the topology, but with a good topology, it can outperform the canonical version
Keywords
particle swarm optimisation; psychology; social sciences; particle swarm optimization; population topology; social-psychological model; Emulation; Feedforward neural networks; Humans; Informatics; Network topology; Neural networks; Particle swarm optimization; Social network services; Statistics; Testing; Algorithms; optimization; particle swarm;
fLanguage
English
Journal_Title
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
Publisher
ieee
ISSN
1094-6977
Type
jour
DOI
10.1109/TSMCC.2006.875410
Filename
1643842
Link To Document