Adaptive Control With Global Exponential Stability for Parameter-Varying Nonlinear Systems Under Unknown Control Gains

被引:17
作者
Ye, Hefu [1 ,2 ]
Zhao, Kai [3 ]
Wu, Haijia [4 ]
Song, Yongduan [1 ,2 ]
机构
[1] Chongqing Univ, Inst Artificial Intelligence, Sch Automat, Chongqing Key Lab Autonomous Syst, Chongqing 400044, Peoples R China
[2] Star Inst Intelligent Syst, Robot Syst Lab, Chongqing 400044, Peoples R China
[3] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 119077, Singapore
[4] Army Logist Acad, Serv Command Dept, Chongqing 401331, Peoples R China
基金
中国国家自然科学基金;
关键词
Time-varying systems; Nonlinear systems; Adaptive control; Control theory; Convergence; Control systems; Symmetric matrices; exponential stability; Nussbaum function; parameter-varying nonlinear systems; TRACKING;
D O I
10.1109/TCYB.2022.3232115
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It is nontrivial to achieve exponential stability even for time-invariant nonlinear systems with matched uncertainties and persistent excitation (PE) condition. In this article, without the need for PE condition, we address the problem of global exponential stabilization of strict-feedback systems with mismatched uncertainties and unknown yet time-varying control gains. The resultant control, embedded with time-varying feedback gains, is capable of ensuring global exponential stability of parametric-strict-feedback systems in the absence of persistence of excitation. By using the enhanced Nussbaum function, the previous results are extended to more general nonlinear systems where the sign and magnitude of the time-varying control gain are unknown. In particular, the argument of the Nussbaum function is guaranteed to be always positive with the aid of nonlinear damping design, which is critical to perform a straightforward technical analysis of the boundedness of the Nussbaum function. Finally, the global exponential stability of parameter-varying strict-feedback systems, the boundedness of the control input and the update rate, and the asymptotic constancy of the parameter estimate are established. Numerical simulations are carried out to verify the effectiveness and benefits of the proposed methods.
引用
收藏
页码:7858 / 7867
页数:10
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