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具有不完美前提匹配的区间二型模糊系统的动态事件触发预测控制

Dynamic Event-Triggered Predictive Control for Interval Type-2 Fuzzy Systems with Imperfect Premise Matching.

作者信息

Zhou Jingfeng, Cao Jianming, Chen Jing, Hu Aihua, Zhang Jingxiang, Hu Manfeng

机构信息

School of Science, Jiangnan University, Wuxi 214122, China.

出版信息

Entropy (Basel). 2021 Nov 1;23(11):1452. doi: 10.3390/e23111452.

DOI:10.3390/e23111452
PMID:34828150
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8620767/
Abstract

This paper investigates the dynamic event-triggered predictive control problem of interval type-2 (IT2) fuzzy systems with imperfect premise matching. First, an IT2 fuzzy systems model is proposed, including a dynamic event-triggered mechanism, which can save limited network resources by reducing the number of data packets transmitted, and a predictive controller, which can predict the state of the system between the two successful transmitted instants to deal with unreliable communication networks. Then, according to the Lyapunov stability theory and imperfect premise matching method, sufficient conditions for system stabilization and the controller gain are obtained. Finally, the validity of the proposed method is demonstrated by the numerical examples.

摘要

本文研究了具有不完全前提匹配的区间二型（IT2）模糊系统的动态事件触发预测控制问题。首先，提出了一种IT2模糊系统模型，包括一个动态事件触发机制，该机制可通过减少传输的数据分组数量来节省有限的网络资源，以及一个预测控制器，该控制器可预测系统在两个成功传输时刻之间的状态，以应对不可靠的通信网络。然后，根据李雅普诺夫稳定性理论和不完全前提匹配方法，得到了系统稳定和控制器增益的充分条件。最后，通过数值例子验证了所提方法的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/717b/8620767/39e9fe6ffca4/entropy-23-01452-g009.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/717b/8620767/39e9fe6ffca4/entropy-23-01452-g009.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/717b/8620767/2f555c7d0bdb/entropy-23-01452-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/717b/8620767/30d0d84e6cc4/entropy-23-01452-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/717b/8620767/b7a0898d583f/entropy-23-01452-g007.jpg
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本文引用的文献

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Nonlinear control of networked dynamical systems.网络化动态系统的非线性控制
IEEE Trans Netw Sci Eng. 2021 Jan-Mar;8(1):174-189. doi: 10.1109/tnse.2020.3032117. Epub 2020 Oct 19.
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IEEE Trans Cybern. 2021 Nov;51(11):5342-5351. doi: 10.1109/TCYB.2020.2996296. Epub 2021 Nov 9.
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Input-Output Finite-Time Generalized Dissipative Filter of Discrete Time-Varying Systems With Quantization and Adaptive Event-Triggered Mechanism.具有量化和自适应事件触发机制的离散时变系统的输入-输出有限时间广义耗散滤波器
IEEE Trans Cybern. 2020 Dec;50(12):5061-5073. doi: 10.1109/TCYB.2019.2932677. Epub 2020 Dec 3.
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A Dynamic Event-Triggered Transmission Scheme for Distributed Set-Membership Estimation Over Wireless Sensor Networks.一种用于无线传感器网络中分布式集合成员估计的动态事件触发传输方案。
IEEE Trans Cybern. 2019 Jan;49(1):171-183. doi: 10.1109/TCYB.2017.2769722. Epub 2017 Nov 17.