Adaptive Neural Finite-Time Control of Non-Strict Feedback Nonlinear Systems With Non-Symmetrical Dead-Zone

被引:23
作者
Cai, Mingjie [1 ]
Shi, Peng [2 ]
Yu, Jinpeng [1 ]
机构
[1] Qingdao Univ, Sch Automat, Qingdao 266071, Peoples R China
[2] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Backstepping; Nonlinear systems; Convergence; Control design; Neural networks; Learning systems; Explosions; Adaptive neural network control; backstepping; command filter; finite-time convergence; non-strict feedback; TRACKING CONTROL; OUTPUT-FEEDBACK; STABILIZATION;
D O I
10.1109/TNNLS.2022.3178366
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The control design method for a class of non-strict feedback nonlinear systems is studied in this brief considering uncertain nonlinearities and unknown non-symmetrical input dead-zone. Combining with the finite-time command filtered backstepping (FCFB) technique, a novel finite-time adaptive control approach is proposed in which a neural network-based methodology is adopted to cope with the uncertain nonlinearities in the non-strict feedback form. The input dead-zone model is transformed into a simple linear system with unknown gain and bounded disturbance which is estimated by an adaptive factor. Using the finite-time Lyapunov theory, the system convergence is proved. And the effectiveness of the proposed control scheme is verified through comparative numerical simulations.
引用
收藏
页码:1409 / 1414
页数:6
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