Title :
Stable adaptive Particle Swarm Optimization
Author :
Djaneye-Boundjou, Ouboti ; Ordonez, Raul ; Gazi, Veysel
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Dayton, Dayton, OH, USA
Abstract :
Using discrete-time adaptive control tools found in literature, we develop an adaptive particle swarm optimizer. We show, using Lyapunov´s direct method, that our devised error system is ultimately uniformly bounded, ultimately goes to zero by Lasalle-Yoshizawa theorem, and our optimizer is stable.
Keywords :
Lyapunov methods; adaptive control; discrete time systems; particle swarm optimisation; stability; Lasalle-Yoshizawa theorem; Lyapunov direct method; discrete-time adaptive control tools; stable adaptive particle swarm optimization; ultimately uniformly bounded error system; Adaptive Control; Lyapunov´s Direct Method; Particle Swarm Optimization (PSO); Stability Analysis;
Conference_Titel :
Control, Automation and Systems (ICCAS), 2013 13th International Conference on
Conference_Location :
Gwangju
Print_ISBN :
978-89-93215-05-2
DOI :
10.1109/ICCAS.2013.6703971