Switching-Event-Based Interval Type-2 Fuzzy Control for a Class of Uncertain Nonlinear Systems

被引:3
作者
Shui, Yi [1 ]
Dong, Lu [2 ]
Zhang, Ya [1 ]
Sun, Changyin [1 ]
机构
[1] Southeast Univ, Sch Automat, Nanjing 210096, Peoples R China
[2] Southeast Univ, Sch Cyber Sci & Engn, Nanjing 211189, Peoples R China
关键词
Uncertainty; Switches; Nonlinear systems; Fuzzy logic; Adaptive systems; Robots; Process control; Interval type-2 fuzzy control (IT2FC); switching-event-based; uncertain nonlinear systems; variable universe; OUTPUT-FEEDBACK STABILIZATION; TRIGGERED CONTROL; TRACKING; STATE;
D O I
10.1109/TFUZZ.2023.3302420
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, a switching-event-based interval type-2 variable universe fuzzy tracking control strategy is proposed for a class of uncertain nonlinear systems. Remarkably, the nonlinearities and the large unknown uncertainties (including parametric and structural) can be allowed. Therefore, a novel switching-event-based mechanism is proposed. It not only determines when to update the control law, but also when to update the design parameters. At the same time, generous computing resources are saved. In addition, the interval type-2 fuzzy control technology is introduced to resist unknown uncertainties by identifying the controlled model online. Moreover, the Lyapunov function is designed to prove that the Zeno phenomenon does not occur and the closed-loop system is asymptotically stable. Finally, two practical simulations are given to demonstrate the effectiveness of the proposed method.
引用
收藏
页码:562 / 573
页数:12
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