Title :
Analysis the kinematics of particle swarm optimization algorithm
Author :
Li, Hongliang ; HOU, Chaozhen ; Zhou, Shaosheng ; Shao, Changbin
Author_Institution :
Dept. of Autom. Control, Beijing Inst. of Technol., Beijing
Abstract :
This paper introduced a particle optimization kinematics equation based on the simplified model of particle swarm optimization algorithm (PSO), which is a vibration equation on the balance point; gave the particle optimization kinematics principle of basic PSO algorithm; analyzed the relationship between parameters chosen and vibration angular frequency and amplitude of particle movement. Initial condition and parameters chosen decide the particle movement optimization search scope and moving characters. As to kinematics, it is concluded that particle optimization point compressed on vibration peak while sparse near the balance point according to PSO. When initial parameters are not zero, particles movement will not stop at a local minimum point.
Keywords :
particle swarm optimisation; vibrations; particle movement amplitude; particle optimization kinematics equation; particle swarm optimization algorithm; vibration angular frequency; vibration equation; Algorithm design and analysis; Automation; Chaos; Equations; Frequency; Intelligent control; Kinematics; Particle swarm optimization; Vibration control; Kinematics; Particle swarm optimization (PSO); Random;
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
DOI :
10.1109/WCICA.2008.4594303