Adaptive fuzzy control of uncertain stochastic nonlinear systems with full state constraints

被引:40
|
作者
Jin, Xin [1 ]
Li, Yuan-Xin [1 ]
机构
[1] Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China
关键词
Stochastic nonlinear systems; Full state constraints; Barrier Lyapunov function; Backstepping; Fuzzy logic systems; BARRIER LYAPUNOV FUNCTIONS; OUTPUT-FEEDBACK CONTROL; NEURAL-CONTROL; STABILIZATION; DESIGN;
D O I
10.1016/j.ins.2021.07.056
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 article studies the problem of fuzzy adaptive control design for a class of stochastic nonstrict feedback nonlinear systems with unknown virtual control coefficients and full state constraints. Firstly, fuzzy logic systems (FLSs) are utilized to approximate the unknown nonlinear dynamics of the system under consideration. Secondly, an asymptotic tracking control scheme is presented by introducing a bounded estimation method and some smooth functions. Meanwhile, by constructing barrier Lyapunov functions (BLFs), it is proved that all variables of the controlled system are bounded; the tracking error asymptotically converges to zero, and all states of the stochastic system do not exceed its boundaries. Finally, an illustrative simulation instance is applied to verify the superior performance of the presented adaptive algorithm. (c) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页码:625 / 639
页数:15
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