Title :
Population structure and particle swarm performance
Author :
Kennedy, James ; Mendes, Rui
Author_Institution :
Bur. of Labor Stat., Washington, DC, USA
fDate :
6/24/1905 12:00:00 AM
Abstract :
The effects of various population topologies on the particle swarm algorithm were systematically investigated. Random graphs were generated to specifications, and their performance on several criteria was compared. What makes a good population structure? We discovered that previous assumptions may not have been correct
Keywords :
evolutionary computation; graph theory; optimisation; particle swarm algorithm; particle swarm performance; population structure; random graphs; Algorithm design and analysis; Lattices; Particle swarm optimization; Performance analysis; Performance evaluation; Region 7; Social network services; Statistics; Testing; Topology;
Conference_Titel :
Evolutionary Computation, 2002. CEC '02. Proceedings of the 2002 Congress on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7282-4
DOI :
10.1109/CEC.2002.1004493