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具有动态量化且遭受新型混合网络攻击的非齐次马尔可夫跳跃系统的异步故障检测滤波

Asynchronous fault detection filtering for nonhomogeneous Markov jump systems with dynamic quantization subject to a novel hybrid cyber attacks.

作者信息

Hua Mingang, Sun Ni, Deng Feiqi, Fei Juntao, Chen Hua

机构信息

College of Artificial Intelligence and Automation, Hohai University, Changzhou 213200, China.

College of Automation Science and Engineering, South China University of Technology, Guangzhou, 510640, China.

出版信息

ISA Trans. 2024 Nov;154:73-81. doi: 10.1016/j.isatra.2024.09.004. Epub 2024 Sep 6.

Abstract

The problem of asynchronous fault detection filtering for nonhomogeneous Markov jumping systems with dynamic quantization and hybrid cyber attacks is addressed in this paper. The introduction of polytopic-structure-based transition probabilities is employed to describe the nonhomogeneous Markov process. An asynchronous fault detection filter is proposed, which utilizes the hidden Markov model to achieve comprehensive access to the plant mode information. Prior to transmission to the filter, the measurement output of the system undergoes quantization using a dynamic quantizer. The novel hybrid cyber attacks model being discussed involves four types of attacks: deception attacks, denial-of-service attacks, no attack, and hybrid attacks with both deception and denial-of-service attacks. By constructing Lyapunov functional, sufficient conditions are presented for achieving the stochastic stability with H performance. Under the complex network environment, the industrial application of the presented asynchronous fault detection filtering model is demonstrated on a non-isothermal continuous stirred tank reactor. The simulation results confirm the practicality of the proposed design method.

摘要

本文研究了具有动态量化和混合网络攻击的非齐次马尔可夫跳跃系统的异步故障检测滤波问题。采用基于多面体结构的转移概率来描述非齐次马尔可夫过程。提出了一种异步故障检测滤波器,该滤波器利用隐马尔可夫模型来全面获取系统模式信息。在传输到滤波器之前,系统的测量输出使用动态量化器进行量化。所讨论的新型混合网络攻击模型包括四种攻击类型:欺骗攻击、拒绝服务攻击、无攻击以及兼具欺骗和拒绝服务攻击的混合攻击。通过构造李雅普诺夫泛函,给出了实现具有H性能的随机稳定性的充分条件。在复杂网络环境下,在非等温连续搅拌釜式反应器上展示了所提出的异步故障检测滤波模型的工业应用。仿真结果证实了所提设计方法的实用性。

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