DocumentCode :
2691174
Title :
A closed loop stability analysis and parameter selection of the Particle Swarm Optimization dynamics for faster convergence
Author :
Samal, Nayan R. ; Konar, Amit ; Das, Swagatam ; Abraham, Ajith
Author_Institution :
Jadavpur Univ., Kolkata
fYear :
2007
fDate :
25-28 Sept. 2007
Firstpage :
1769
Lastpage :
1776
Abstract :
This paper presents an alternative formulation of the PSO dynamics by a closed loop control system, and analyzes the stability behavior of the system by using Jury´s test and root locus technique. Previous stability analysis of the PSO dynamics was restricted because of no explicit modeling of the non-linear element in the feedback path. In the present analysis, the nonlinear element model of the non-linear element is considered for closed loop stability analysis. Unlike the previous works on stability analysis, where the acceleration coefficients have been combined into a single term, this paper considered their separate existence for determining their suitable range to ensure stability of the dynamics. The range of parameters of the PSO dynamics, obtained by Jury´s test and root locus technique were also confirmed by computer simulation of the PSO algorithm.
Keywords :
closed loop systems; feedback; nonlinear systems; particle swarm optimisation; stability; PSO dynamics; acceleration coefficients; closed loop stability analysis; feedback path; nonlinear element model; parameter selection; particle swarm optimization dynamics; root locus technique; stability behavior; Acceleration; Computer simulation; Control system analysis; Control systems; Convergence; Feedback; Nonlinear dynamical systems; Particle swarm optimization; Stability analysis; System testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2007. CEC 2007. IEEE Congress on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-1339-3
Electronic_ISBN :
978-1-4244-1340-9
Type :
conf
DOI :
10.1109/CEC.2007.4424687
Filename :
4424687
Link To Document :
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