Neighborhood topologies in fully informed and best-of-neighborhood particle swarms

Authors:
J. Kennedy;R. Mendes
Affiliations:
U.S. Bur. of Labor Stat., Washington, DC;-
Venue:
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Year:
2006

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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