Decentralized output output feedback control of interconnected stochastic nonlinear time-delay systems with dynamic interactions

被引:17
|
作者
Hua, Changchun [1 ,2 ]
Wang, Yuanyuan [1 ,2 ]
Li, Yafeng [1 ,2 ]
Li, Huiguang [1 ,2 ]
机构
[1] Yanshan Univ, Inst Elect Engn, Qinhuangdao 066004, Peoples R China
[2] Yanshan Univ, Natl Engn Res Ctr Equipment & Technol Cold Strip, Qinhuangdao 066004, Peoples R China
基金
中国国家自然科学基金;
关键词
Neural network control; Time-delay; Stochastic nonlinear system; Decentralized filters; ADAPTIVE-CONTROL; STABILIZATION;
D O I
10.1016/j.neucom.2016.09.039
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies the decentralized output feedback control problem for interconnected stochastic nonlinear systems with dynamic input and output interactions containing time delay. Firstly, we design the decentralized filters independent of time delay to estimate the unmeasured state variables. By estimating the norm of unknown parameter vectors instead of themselves, it can avoid the over-estimation problem. Then, using RBF (radial basis function) neural network to approximate the unknown functions, we construct the adaptive neural network output feedback controller with corresponding adaptive laws. Based on Lyapunov stability theorem, we show that the designed controller can render all the signals of the overall closed-loop systems are semi-global bounded in probability with the help of the changing supply functions. Finally, simulation examples are presented to verify the effectiveness of the theoretic results obtained.
引用
收藏
页码:48 / 59
页数:12
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