Effect of the dynamic topology on the performance of PSO-2S algorithm for continuous optimization
Résumé
PSO-2S is a multi-swarm PSO algorithm using charged particles in a partitioned search space for continuous optimization problems. In order to improve the performance of PSO-2S, this paper proposes a novel variant of this algorithm, called DPSO-2S, which uses the Dcluster neighborhood topologies to organize the communication networks between the particles. Experiments were conducted on a set of classical benchmark functions. The obtained results prove the effectiveness of the proposed algorithm.
Domaines
Informatique [cs]
Origine : Fichiers produits par l'(les) auteur(s)