Title :
A closed loop stability analysis for the Particle Swarm Optimization dynamics
Author :
Sen, D. ; Dey, S.
Author_Institution :
ETCE Dept., Jadavpur Univ., Kolkata
Abstract :
The 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 model of the nonlinear 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, we in this paper consider their separate existence to determine 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 are also confirmed by computer simulation of the PSO algorithm.
Keywords :
closed loop systems; control system analysis; feedback; nonlinear dynamical systems; particle swarm optimisation; stability; Jury test-and-root locus technique; closed loop control system; closed loop stability analysis; feedback; nonlinear element; particle swarm optimization dynamics;
Conference_Titel :
Information and Communication Technology in Electrical Sciences (ICTES 2007), 2007. ICTES. IET-UK International Conference on
Conference_Location :
Tamil Nadu