Event-Triggered Output Feedback Control for a Class of Nonlinear Systems via Disturbance Observer and Adaptive Dynamic Programming

被引:17
|
作者
Yang, Yang [1 ,2 ]
Fan, Xin [1 ,2 ]
Gao, Weinan [3 ]
Yue, Wenbin [4 ]
Liu, Aaron [5 ]
Geng, Shuocong [1 ,2 ]
Wu, Jinran [6 ,7 ]
机构
[1] Nanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210023, Peoples R China
[2] Nanjing Univ Posts & Telecommun, Coll Artificial Intelligence, Nanjing 210023, Peoples R China
[3] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
[4] China North Vehicle Res Inst, Beijing 100072, Peoples R China
[5] Queensland Univ Technol, Fac Engn, Sch Architecture & Built Environm, Brisbane, Qld 4001, Australia
[6] Queensland Univ Technol, Fac Sci, Brisbane, Qld 4001, Australia
[7] Australian Catholic Univ, Inst Learning Sci & Teacher Educ, Brisbane, Qld 4000, Australia
基金
中国国家自然科学基金;
关键词
Adaptive dynamic programming (ADP); disturbance observer; event-triggered mechanism; output-feedback control; ROBUST OPTIMAL-CONTROL; TIME LINEAR-SYSTEMS; ZERO-SUM GAMES; TRACKING CONTROL; CONSENSUS; SUBJECT; DESIGN; SCHEME;
D O I
10.1109/TFUZZ.2023.3245294
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An event-triggered output feedback control approach is proposed via a disturbance observer and adaptive dynamic programming (ADP). The solution starts by constructing a nonlinear disturbance observer, which only depends on the measurement of system output. A state observer is then developed based on approximation information of system dynamics via neural networks. In order to avoid continuous transmission and reduce the communication burden in the closed-loop system, an event-triggered mechanism is introduced such that the control signal is updated only at a specific instant when a triggered condition is violated. By virtue of the disturbance observer and state observer, an output-feedback ADP control approach then is developed, where only a critic network is employed to estimate the value function. Based on the Lyapunov stability theory, the stability of the closed-loop system is rigorously analyzed, and the effectiveness of the proposed control approach is verified by two simulation examples.
引用
收藏
页码:3148 / 3160
页数:13
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