DocumentCode :
3316604
Title :
Dispersion as stopping criterion for Vortex particle swarm optimization
Author :
Espitia, Helbert Eduardo ; Sofrony, Jorge Ivan
Author_Institution :
Dept. of Syst. Eng., Univ. Distrital Francisco Jose de Caldas, Caldas, Colombia
fYear :
2013
fDate :
23-24 Dec. 2013
Firstpage :
32
Lastpage :
36
Abstract :
This paper presents a stopping criterion for the optimization algorithm based on particle swarms with vorticity features: Vortex Particle Swarm Optimization (VPSO). The optimization algorithm employs translational movements for convergence and dispersion behavior to enhance exploration. These behaviors are induced by choosing the swarm parameters to change between translational (convergence) and circular movements (dispersion). Since exploration is given by the dispersion process, it is important to have a stop criterion based on swarm dispersion. The algorithm and the stopping criterion are shown using a test function in two dimensions.
Keywords :
particle swarm optimisation; VPSO; circular movement; dispersion behavior; stopping criterion; translational movement; vortex particle swarm optimization; vorticity features; Convergence; Dispersion; Mathematical model; Optimization; Particle swarm optimization; Proposals; Propulsion; Bio-inspired optimization; PSO; dispersion measurement; stoping criterion; vortex behavior;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Instrumentation and Measurement, Sensor Network and Automation (IMSNA), 2013 2nd International Symposium on
Conference_Location :
Toronto, ON
Type :
conf
DOI :
10.1109/IMSNA.2013.6742811
Filename :
6742811
Link To Document :
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