Asynchronous Control of Cyber–Physical Systems With Quantized Measurements and Stochastic Multimode Attacks

IF 9.4 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Yuan Wang;Huaicheng Yan;Ju H. Park;Yunsong Hu;Hao Shen
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Abstract

This article is concerned with the observer-dependent asynchronous control problem in cyber-physical systems (CPSs) vulnerable to multimode attacks, with a specific focus on addressing the significant challenge posed by the surreptitious nature of attack behaviors. First, in view of band-limited communication channels in CPSs, the quantizer is used to quantize the measured output. Second, owing to the open and shared network of CPSs, the data transmission process is more susceptible to attacks. A multichannel transmission framework is constructed under the assumption that each transmitted data element is susceptible to potential attacks. The switching dynamics among various attack forms launched by the adversary on the transmission channel are governed by a semi-Markov chain. The analysis of multimode attacks with stealth characteristics is conducted within the framework of a hidden semi-Markov jump mode, which is achieved by establishing a dual-layer stochastic process comprising a multimode sequence and an observed mode sequence. Leveraging emission probability, we design an observed-mode-dependent controller capable of stabilizing the system even in the absence of direct access to the actual attack patterns and in the presence of information loss. The simulations involving a single-channel unmanned ground vehicle system and a mass-spring–damper system with two channels are provided to validate the feasibility and efficacy of our proposed methodology.
基于量化测量和随机多模攻击的信息物理系统异步控制
本文关注易受多模式攻击的网络物理系统(cps)中依赖于观察者的异步控制问题,并特别关注攻击行为的秘密性所带来的重大挑战。首先,针对cps中通信信道的带宽限制,采用量化器对测量输出进行量化。其次,由于cps的网络是开放和共享的,数据传输过程更容易受到攻击。多通道传输框架是在假定每个传输的数据元素都容易受到潜在攻击的前提下构建的。攻击者在传输信道上发起的各种攻击形式之间的切换动态由半马尔可夫链控制。通过建立由多模序列和观测模序列组成的双层随机过程,在隐半马尔可夫跳模框架内对具有隐身特性的多模攻击进行了分析。利用发射概率,我们设计了一个观测模式相关的控制器,即使在没有直接访问实际攻击模式和存在信息丢失的情况下,也能够稳定系统。通过单通道无人地面车辆系统和双通道质量-弹簧-阻尼器系统的仿真,验证了所提方法的可行性和有效性。
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 Cybernetics
IEEE Transactions on Cybernetics COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-COMPUTER SCIENCE, CYBERNETICS
CiteScore
25.40
自引率
11.00%
发文量
1869
期刊介绍: The scope of the IEEE Transactions on Cybernetics includes computational approaches to the field of cybernetics. Specifically, the transactions welcomes papers on communication and control across machines or machine, human, and organizations. The scope includes such areas as computational intelligence, computer vision, neural networks, genetic algorithms, machine learning, fuzzy systems, cognitive systems, decision making, and robotics, to the extent that they contribute to the theme of cybernetics or demonstrate an application of cybernetics principles.
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