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PSO-based multiple optima search systems with switched topology.

Authors :
Sano, Ryosuke
Shindo, Takuya
Jin'no, Kenya
Saito, Toshimichi
Source :
2012 IEEE Congress on Evolutionary Computation; 1/ 1/2012, p1-7, 7p
Publication Year :
2012

Abstract

This paper discusses a particle swarm optimization (PSO) with switched topology and its application to the multi-solution problems. First, we introduce a deterministic PSO characterized by normalized deterministic parameters and a canonical form system equation. This system is convenient to grasp effects of parameters on the stability. Second, we investigate effects of the average distance of several the swarm topologies on the search capability. Especially, we introduce the switched topology where any information is not transmitted from the edge if the switch is off. Third, we consider an application to exploring multiple periodic points in simple dynamical systems. Performing numerical experiments for typical examples, the algorithm performance is investigated. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISBNs :
9781467315104
Database :
Complementary Index
Journal :
2012 IEEE Congress on Evolutionary Computation
Publication Type :
Conference
Accession number :
86548203
Full Text :
https://doi.org/10.1109/CEC.2012.6252973