Protocol-Based Control for Hidden Markov Jump Systems With Incomplete Transition Descriptions Against Injection Attacks

IF 4 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Yuan Wang;Huaicheng Yan;Ju H. Park;Hao Zhang;Hao Shen
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引用次数: 0

Abstract

This article aims to design the dynamic event-triggered protocol for hidden Markov jump systems subject to injection attacks. We initially introduce the hidden Markov model (HMM), which accommodates incomplete transition descriptions found in both the transition probability matrix and the observation probability matrix of the observation signal. Importantly, the underlying HMM demonstrates applicability to a broader range of scenarios than certain existing works. Furthermore, data are vulnerable to cyberattacks before being transmitted to the controller due to the open communication architecture, in which adversaries are assumed to inject false data that are capable of affecting data security. To effectively mitigate unnecessary utilization, we develop a novel dynamic event-based protocol involving dynamic threshold parameter and system modes in the feedback channel. Our methodology tackles the vulnerability of data to cyberattacks in open communication architectures, and the proposed protocol provides a feasible security solution for the hidden Markov jump systems. Eventually, the theoretical findings are demonstrated by two provided simulation examples.
本文旨在为受到注入攻击的隐马尔可夫跃迁系统设计动态事件触发协议。我们首先介绍了隐马尔可夫模型(HMM),该模型可容纳观测信号的过渡概率矩阵和观测概率矩阵中的不完整过渡描述。重要的是,与某些现有著作相比,底层 HMM 适用于更广泛的场景。此外,由于采用开放式通信架构,数据在传输到控制器之前很容易受到网络攻击,在这种架构中,假定对手会注入能够影响数据安全的虚假数据。为了有效减少不必要的利用,我们开发了一种新颖的基于动态事件的协议,涉及反馈通道中的动态阈值参数和系统模式。我们的方法解决了开放式通信架构中数据易受网络攻击的问题,提出的协议为隐马尔可夫跃迁系统提供了可行的安全解决方案。最后,我们提供了两个仿真实例来证明理论研究成果。
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来源期刊
IEEE Transactions on Control of Network Systems
IEEE Transactions on Control of Network Systems Mathematics-Control and Optimization
CiteScore
7.80
自引率
7.10%
发文量
169
期刊介绍: The IEEE Transactions on Control of Network Systems is committed to the timely publication of high-impact papers at the intersection of control systems and network science. In particular, the journal addresses research on the analysis, design and implementation of networked control systems, as well as control over networks. Relevant work includes the full spectrum from basic research on control systems to the design of engineering solutions for automatic control of, and over, networks. The topics covered by this journal include: Coordinated control and estimation over networks, Control and computation over sensor networks, Control under communication constraints, Control and performance analysis issues that arise in the dynamics of networks used in application areas such as communications, computers, transportation, manufacturing, Web ranking and aggregation, social networks, biology, power systems, economics, Synchronization of activities across a controlled network, Stability analysis of controlled networks, Analysis of networks as hybrid dynamical systems.
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