Asynchronous PID Control for T-S Fuzzy Systems Over Gilbert-Elliott Channels Utilizing Detected Channel Modes

IF 10.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Yezheng Wang;Zidong Wang;Lei Zou;Quanbo Ge;Hongli Dong
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引用次数: 0

Abstract

This article is concerned with the $H_{\infty }$ proportional-integral-derivative (PID) control problem for Takagi-Sugeno fuzzy systems over lossy networks that are characterized by the Gilbert-Eillott model. The communication quality is reflected by the presence of two channel modes (i.e., “bad” mode and “good” mode), which switch randomly according to a Markov process. In the “bad” mode, packet dropouts are governed by a stochastic variable sequence. Considering the inaccessibility of channel modes, a mode detector is utilized to estimate the communication situation. The relationship between the actual channel mode and the estimated mode is depicted in terms of certain conditional probabilities. Moreover, a comprehensive model is constructed to represent the probability uncertainties arising from statistical errors in channel mode switching, packet dropouts, and mode detection processes. Subsequently, a robust asynchronous PID controller, based on the detected channel mode, is proposed. Sufficient conditions are then derived to ensure the mean-square stability of the closed-loop system while maintaining the desired $H_{\infty }$ performance. Finally, the efficacy of the proposed design approach is demonstrated through a simulation example.
利用检测到的信道模式实现吉尔伯特-艾略特信道上 T-S 模糊系统的异步 PID 控制
本文研究了具有gilbert - eilltt模型特征的有耗网络上Takagi-Sugeno模糊系统的$H_{\infty }$比例-积分-导数(PID)控制问题。两种信道模式(即“坏”模式和“好”模式)的存在反映了通信质量,这两种模式根据马尔可夫过程随机切换。在“坏”模式下,丢包由随机变量序列控制。考虑到信道模式的不可达性,采用模式检测器对通信状况进行估计。实际信道模式和估计模式之间的关系用一定的条件概率来描述。此外,还构建了一个综合模型来表示信道模式切换、丢包和模式检测过程中由统计误差引起的概率不确定性。在此基础上,提出了一种基于检测通道模式的鲁棒异步PID控制器。然后导出了保证闭环系统均方稳定性的充分条件,同时保持所需的$H_{\infty }$性能。最后,通过仿真实例验证了所提设计方法的有效性。
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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