Dynamic Event-Based Hierarchical Fuzzy Prescribed Performance Control for Underactuated Systems With Uncertain Dead Zone

IF 10.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Yi Shui;Lu Dong;Ya Zhang;Changyin Sun
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引用次数: 0

Abstract

In this article, an event-based hierarchical fuzzy prescribed performance control strategy is proposed for a class of underactuated systems with input dead zones. It is worth noting that the slope of the input dead zone is uncertain (time-varying/fuzzy). Therefore, a suitable hierarchical fuzzy logic system (HFLS) is designed to compensate for uncertain dead zones while significantly reducing the number of fuzzy rules. In addition, a dynamic event-based mechanism (DEBM) is proposed, which not only determines when to update the control law of the upper-level fuzzy system, but also when to update the parameters of the lower-level fuzzy controller. Moreover, this strategy can better tolerate interference while achieving the specified transient and steady-state performance of the system, and greatly save computing/communication resources. Furthermore, a Lyapunov function is designed to prove the stability of the system and eliminate the Zeno phenomenon. Finally, simulations are conducted using a quadcopter under two uncertain dead zone conditions to verify the effectiveness of the method.
针对具有不确定死区的欠驱动系统的基于动态事件的分层模糊规定性能控制
针对一类具有输入死区的欠驱动系统,提出了一种基于事件的层次模糊预定性能控制策略。值得注意的是,输入死区的斜率是不确定的(时变/模糊)。因此,设计一种合适的层次模糊逻辑系统(HFLS)来补偿不确定死区,同时显著减少模糊规则的数量。此外,提出了一种基于事件的动态机制(DEBM),该机制不仅可以确定何时更新上层模糊系统的控制律,还可以确定何时更新下层模糊控制器的参数。此外,该策略在达到系统规定的瞬态和稳态性能的同时,能够更好地容忍干扰,大大节省了计算/通信资源。此外,设计了Lyapunov函数来证明系统的稳定性,并消除了芝诺现象。最后,用四轴飞行器在两种不确定死区条件下进行了仿真,验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Fuzzy Systems 工程技术-工程:电子与电气
CiteScore
20.50
自引率
13.40%
发文量
517
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Fuzzy Systems is a scholarly journal that focuses on the theory, design, and application of fuzzy systems. It aims to publish high-quality technical papers that contribute significant technical knowledge and exploratory developments in the field of fuzzy systems. The journal particularly emphasizes engineering systems and scientific applications. In addition to research articles, the Transactions also includes a letters section featuring current information, comments, and rebuttals related to published papers.
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