Event-Triggered Fixed-Time Adaptive Fuzzy Control for Nontriangular Nonlinear Systems With Unknown Control Directions

被引:4
|
作者
Cui G. [1 ]
Xu H. [1 ]
Yu J. [2 ]
Ma Q. [3 ]
Jian M. [4 ]
机构
[1] Suzhou University of Science and Technology, School of Electronic and Information Engineering, Suzhou
[2] Qingdao University, School of Automation, Qingdao
[3] Nanjing University of Science and Technology, School of Automation, Nanjing
[4] Shandong University of Finance and Economics, School of Computer Science and Technology, Jinan
来源
IEEE Transactions on Artificial Intelligence | 2024年 / 5卷 / 05期
关键词
Command filtered backstepping (CFB); event-triggered control; fixed-time control; unknown control directions (UCDs);
D O I
10.1109/TAI.2023.3318895
中图分类号
学科分类号
摘要
This article focuses on the problem of fixed-time adaptive fuzzy control for a class of nontriangular nonlinear systems with unknown control directions under the event-triggered framework. To tackle the algebraic loop issue arising from the nontriangular structure, the property of the fuzzy logic system is employed. The command filter and the error compensation signals, which have the feature of fixed-time convergence, are constructed to eliminate the 'explosion of complexity' phenomenon and the effect of filtered error, respectively. By integrating the Nussbaum gain technique into the relative threshold-based event-triggered mechanism, a singularity-free fixed-time adaptive fuzzy control scheme is devised to ensure that the closed-loop system is practically fixed-time stable, and the tracking error converges to a small region near the origin in a fixed time. Finally, simulation examples are presented to demonstrate the effectiveness and superiority of the proposed fixed-time control algorithm. © 2020 IEEE.
引用
收藏
页码:2397 / 2409
页数:12
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