MOVPSO: Vortex Multi-Objective Particle Swarm Optimization
Autor:
Meza, Joaquín
; Espitia, Helbert
; Montenegro, Carlos Enrique
; Giménez de Ory, Elena
; González-Crespo, Rubén
Fecha:
03/2017Palabra clave:
Revista / editorial:
Applied Soft ComputingTipo de Ítem:
Articulo Revista IndexadaResumen:
This paper presents the Multi-Objective Vortex Particle Swarm Optimization MOVPSO as a strategy based on the behavior of a particle swarm using rotational and translational motions. The MOVPSO strategy is based upon the emulation of the emerging property performed by a swarm (flock), achieving a successful motion with diversity control, via collaborative, using linear and circular movements.
The proposed algorithm is tested through several multi-objective optimization functions and is compared with standard Multi-Objective Particle Swarm Optimization (MOPSO).
The qualitative results show that particle swarms behave as expected. Finally, statistical analysis allows to appreciate that the MOVPSO algorithm has a favorable performance compared to traditional MOPSO algorithm.
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