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一种针对具有欺骗攻击的模糊马尔可夫切换系统的有限时间滤波器设计的分层结构方法。

A Hierarchical Structure Approach to Finite-Time Filter Design for Fuzzy Markov Switching Systems With Deception Attacks.

作者信息

Cheng Jun, Huang Wentao, Park Ju H, Cao Jinde

出版信息

IEEE Trans Cybern. 2022 Aug;52(8):7254-7264. doi: 10.1109/TCYB.2021.3049476. Epub 2022 Jul 19.

Abstract

This work is concerned with the issue of finite-time filter design for a type of Takagi-Sugeno (T-S) fuzzy Markov switching system (MSSs) with deception attacks (DAs). In view of communication network security, the randomly occurring DAs are considered in the measurement output (MO), in which the malicious unknown but bounded signals are launched by the adversary. Notably, to characterize the fallibility of the communication links between the MO and the filter, the packet dropouts, DAs, and quantization effects are taken into account simultaneously, which signifies that the resulting system is much more applicable than the existing results. Meanwhile, to deal with the phenomenon of asynchronous switching, a hierarchical structure approach is adopted, which involves the existing nonsynchronous/synchronous strategy as special cases. By means of a fuzzy-basis-dependent Lyapunov strategy, sufficient criteria are formulated such that the resulting system is stochastic finite-time boundedness under randomly occurring DAs. Finally, a double-inverted pendulum model and a numerical example are provided to validate the feasibility of the attained method.

摘要

本文研究了一类存在欺骗攻击(DA)的Takagi-Sugeno(T-S)模糊马尔可夫切换系统(MSS)的有限时间滤波器设计问题。考虑到通信网络安全,在测量输出(MO)中考虑了随机发生的DA,其中恶意未知但有界信号由对手发起。值得注意的是,为了表征MO与滤波器之间通信链路的不可靠性,同时考虑了数据包丢失、DA和量化效应,这意味着所得系统比现有结果更具适用性。同时,为了处理异步切换现象,采用了分层结构方法,其中现有非同步/同步策略作为特殊情况包含在内。通过基于模糊基的李雅普诺夫策略,制定了充分准则,使得所得系统在随机发生的DA下具有随机有限时间有界性。最后,提供了一个双倒立摆模型和一个数值例子来验证所提方法的可行性。

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