Analysis of the Dynamics of Particle Swarm Optimization

Abstract

This paper deals with the stability analysis of PSO in order to obtain an understanding about how it searches a globally optimal solution and strategies about how to tune its parameters. While two types of generalized reduced models of PSO are proposed to analyze the dynamics of PSO, the stability analysis is carried out on the basis of both the eigenvalue analysis and the bounded input bounded output stability.