Adaptive Fuzzy Inverse Optimal Control for Uncertain Strict-Feedback Nonlinear Systems

被引:260
作者
Li, Yong-ming [1 ]
Min, Xiao [1 ]
Tong, Shaocheng [1 ]
机构
[1] Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China
基金
中国国家自然科学基金;
关键词
Optimal control; Adaptive systems; Fuzzy logic; Nonlinear systems; Approximation error; Backstepping; Adaptive fuzzy control; inverse optimal control; strict-feedback; uncertain nonlinear systems; DISCRETE-TIME-SYSTEMS; SMALL-GAIN APPROACH; TRACKING CONTROL; DESIGN; INPUT;
D O I
10.1109/TFUZZ.2019.2935693
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article first investigates the adaptive fuzzy inverse optimal control design problem for a class of uncertain strict-feedback nonlinear systems. Fuzzy logic systems are utilized to identify the unknown nonlinear dynamics, and then, an equivalent system and an auxiliary system are established. Based on the auxiliary system and using backstepping recursive design algorithm, an adaptive fuzzy inverse optimal scheme, associating with a meaningful objective functional, is developed. It is proved that the presented adaptive fuzzy inverse optimal control scheme can guarantee that the considered system is input-to-state stabilizable and also achieves the goal of inverse optimality with respect to the cost functional. Finally, the simulation studies and comparisons via two examples are provided to confirm the validity of the developed control strategy.
引用
收藏
页码:2363 / 2374
页数:12
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