Observer-based adaptive neural network backstepping sliding mode control for switched fractional order uncertain nonlinear systems with unmeasured states

被引:8
|
作者
Chen, Tao [1 ]
Cao, Damin [1 ]
Yuan, Jiaxin [1 ]
Yang, Hui [1 ]
机构
[1] Shanghai Univ Engn Sci, Sch Air Transportat, Shanghai 201620, Peoples R China
来源
MEASUREMENT & CONTROL | 2021年 / 54卷 / 7-8期
关键词
Fractional order nonlinear systems; adaptive backstepping control; dynamic surface control; switched systems; neural network; observer; TRACKING CONTROL; CONSENSUS CONTROL; SYNCHRONIZATION; STABILIZATION;
D O I
10.1177/00202940211021107
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an observer-based adaptive neural network backstepping sliding mode controller to ensure the stability of switched fractional order strict-feedback nonlinear systems in the presence of arbitrary switchings and unmeasured states. To avoid "explosion of complexity" and obtain fractional derivatives for virtual control functions continuously, the fractional order dynamic surface control (DSC) technology is introduced into the controller. An observer is used for states estimation of the fractional order systems. The sliding mode control technology is introduced to enhance robustness. The unknown nonlinear functions and uncertain disturbances are approximated by the radial basis function neural networks (RBFNNs). The stability of system is ensured by the constructed Lyapunov functions. The fractional adaptive laws are proposed to update uncertain parameters. The proposed controller can ensure convergence of the tracking error and all the states remain bounded in the closed-loop systems. Lastly, the feasibility of the proposed control method is proved by giving two examples.
引用
收藏
页码:1245 / 1258
页数:14
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