Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays

被引:104
|
作者
Niu, Ben [1 ]
Wang, Ding [2 ,3 ]
Liu, Ming [4 ]
Song, Xinmin [1 ]
Wang, Huanqing [5 ]
Duan, Peiyong [1 ]
机构
[1] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250014, Peoples R China
[2] Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
[3] Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China
[4] Harbin Inst Technol, Sch Astronaut, Harbin 150001, Peoples R China
[5] Bohai Univ, Coll Math & Phys, Jinzhou 121013, Peoples R China
基金
中国国家自然科学基金;
关键词
Switches; Adaptive systems; Nonlinear systems; Delay effects; Backstepping; Stability analysis; Adaptive control; average dwell time (ADT); neural networks (NNs); nonlower triangular form; switched nonlinear systems; time delays; MARKOV JUMP SYSTEMS; H-INFINITY CONTROL; FUZZY CONTROL; STABILIZATION; STABILITY; TRACKING;
D O I
10.1109/TNNLS.2019.2952108
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, we study the issue of adaptive neural output-feedback controller design for a class of uncertain switched time-delay nonlinear systems with nonlower triangular structure. The prominent contribution of this article is that the delay-dependent stability criterion of nonswitched nonlinear systems is successfully extended to that of switched nonlower triangular nonlinear systems. The design algorithm is listed as follows. First, a switched state observer is designed such that the error dynamic system can be generated. Second, neural networks, adaptive backstepping technique, and variable separation method are, respectively, applied to construct a common controller for all subsystems, in which the Lyapunov-Krasovskii functionals are deliberately constructed such that the average dwell-time scheme can be employed to guarantee the stability and performance of the closed-loop system, despite the existence of time delays. Third, the stability analysis process confirms in detail that all the variables of the closed-loop system are semiglobally uniformly ultimately bounded. Finally, simulation study is given to show the validity of the proposed control approach.
引用
收藏
页码:4084 / 4093
页数:10
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