Dynamic switching based fuzzy control strategy for a class of distributed parameter system

被引:31
|
作者
Ren, Yao-Qing [1 ]
Duan, Xiao-Gang [1 ]
Li, Han-Xiong [2 ]
Chen, C. L. Philip [3 ]
机构
[1] Cent South Univ, State Key Lab High Performance Complex Mfg, Changsha 410083, Hunan, Peoples R China
[2] City Univ Hong Kong, Dept Syst Engn & Engn Management, Hong Kong, Hong Kong, Peoples R China
[3] Univ Macau, Fac Sci & Technol, Macau, Peoples R China
基金
中国国家自然科学基金;
关键词
Distributed parameter system; Particle swarm optimization; Dynamic switching; Fuzzy logic controller; Spectral method; OUTPUT-FEEDBACK CONTROL; PARABOLIC PDE SYSTEMS; MODEL-REDUCTION; PREDICTIVE CONTROL; ROBUST-CONTROL; DESIGN; MANIFOLD;
D O I
10.1016/j.jprocont.2013.11.011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, a dynamic switching based fuzzy controller combined with spectral method is proposed to control a class of nonlinear distributed parameter systems (DPSs). Spectral method can transform infinite-dimensional DPS into finite ordinary differential equations (ODEs). A dynamic switching based fuzzy controller is constructed to track reference values for the multi-inputs multi-outputs (MIMO) ODEs. Only a traditional fuzzy logic system (FLS) and a rule base are used in the controller, and membership functions (MFs) for different ODEs are adjusted by scaling factors. Analytical models of the dynamic switching based fuzzy controller are deduced to design the scaling factors and analyze stability of the control system. In order to obtain a good control performance, particle swarm optimization (PSO) is adopted to design the scaling factors. Moreover, stability of fuzzy control system is analyzed by using the analytical models, definition of the stability and Lyapunov stability theory. Finally, a nonlinear rod catalytic reaction process is used as an illustrated example for demonstration. The simulation results show that performance of proposed dynamic switching based fuzzy control strategy is better than a multi-variable fuzzy logic controller. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:88 / 97
页数:10
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