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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.
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页码:4084 / 4093
页数:10
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