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A Clustering Based Niching Particle Swarm Optimization for Locating Multiple Optimal Solutions

Authors :
Minghui Zhou
Junnian Wang
Source :
2009 Second International Conference on Intelligent Computation Technology and Automation.
Publication Year :
2009
Publisher :
IEEE, 2009.

Abstract

A clustering based niching particle swarm optimization is constructed in this paper by using a clustering method named “density based” clustering. l-best PSO and a clustering algorithm is processed synchronously in this new algorithm. When the number of particles in a cluster reach the set least particle number of a subswarm, a niching is formed based on this cluster. This algorithm can conquer the disadvantage of NichePSO by forming niching with different size and shape.

Details

Database :
OpenAIRE
Journal :
2009 Second International Conference on Intelligent Computation Technology and Automation
Accession number :
edsair.doi...........3d559e70cae5753cbbc2ad76a3b8e223