Adaptive Fuzzy Decentralized Control for Nonstrict Feedback Nonlinear Systems With Unmodeled Dynamics

被引:31
|
作者
Bi, Wenshan [1 ]
Wang, Tong [2 ]
机构
[1] Univ Macau, Fac Sci & Technol, Macau, Peoples R China
[2] Harbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 230100, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Heuristic algorithms; Nonlinear dynamical systems; Adaptive control; Decentralized control; dynamic signals; fuzzy adaptive control; large-scale nonlinear systems; nonstrict feedback systems; unmodeled dynamics; LARGE-SCALE SYSTEMS; SURFACE CONTROL; NEURAL-CONTROL; TRACKING CONTROL; ROBUST-CONTROL; DELAY SYSTEMS; DEAD ZONE;
D O I
10.1109/TSMC.2020.2997703
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive fuzzy decentralized control algorithm is developed in this article for interconnected nonlinear large-scale systems with unmodeled dynamics. This method is proposed by applying a fuzzy logic system (FLS) to identify unknown nonlinear functions. In addition, dynamic signals are introduced in design process of the backstepping to compensate the effect of unmodeled dynamics. A novel adaptive state feedback control algorithm is proposed with the help of Lyapunov function. Then, the state feedback control algorithm is extended to the case of output feedback by constructing a fuzzy state observer with FLSs. The large-scale and closed-loop nonlinear system is ensured to be semi-global uniformly ultimately bounded (SGUUB). Apart from this, all signals are guaranteed to be bounded. Both numerical and practical simulation examples are utilized to elaborate the feasibility of the developed control algorithms.
引用
收藏
页码:275 / 286
页数:12
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