Title :
Synthesis of fixed-structure robust controllers using the distributed particle swarm optimizer with cyclic-network topology
Author :
Maruta, I. ; Sugie, T. ; Tae-Hyoung Kim
Author_Institution :
Dept. of Syst. Sci., Kyoto Univ., Kyoto, Japan
fDate :
June 29 2011-July 1 2011
Abstract :
This paper discusses a new meta-heuristic approach with high reliability to the synthesis problem of fixed structure robust controllers satisfying multiple control specifications. For this purpose, first, the particle swarm optimizer (PSO) with cyclic-network topology is developed. Such a neighborhood topology can ensure a good trade-off between exploration and exploitation ability of the swarm, which results in a significant reduction of the probability of premature convergence to local optima. Second, the proposed distributed PSO algorithm is incorporated with the simple constraint handling method [8] using a virtual objective function to handle multiple control specifications. Then, it is shown how to find optimal parameters of a fixed-structure controller guaranteeing the given specifications based on the developed PSO technique using cyclic-network topology. Third, a typical numerical example to demonstrate its effectiveness is given, which clearly shows that the proposed distributed PSO scheme gives a novel and powerful impetus to the fixed structure robust controller synthesis.
Keywords :
constraint handling; particle swarm optimisation; robust control; topology; constraint handling method; cyclic network topology; distributed PSO algorithm; distributed particle swarm optimizer; fixed structure robust controller; fixed-structure controller; metaheuristic approach; multiple control specification; neighborhood topology; robust controller synthesis; synthesis problem; virtual objective function; Algorithm design and analysis; Convergence; Network topology; Particle swarm optimization; Robustness; Topology;
Conference_Titel :
American Control Conference (ACC), 2011
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4577-0080-4
DOI :
10.1109/ACC.2011.5991220