网络物理系统中基于概率的随机隐形攻击

IF 4 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Systems Journal Pub Date : 2024-04-02 DOI:10.1109/JSYST.2024.3380584
Dan Ye;Xiaoke Liu;Pengyu Li
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引用次数: 0

摘要

本文的重点是线性网络物理系统(CPS)中随机隐身攻击的设计,攻击者的目标是降低系统的性能,并在检测率和误报率之间保持微妙的平衡。与常用的使用库尔贝克-莱伯勒发散定义的隐蔽性约束不同,$varepsilon$-隐蔽性是基于检测器对误报率的容忍度而建立的,从概率的角度提供了攻击者的隐蔽性与检测率之间的直观相关性。此外,我们还利用舒尔-霍恩定理获得了攻击性能的上限,并设计了相应的隐身攻击策略,以确保符合这一上限。最后,我们使用三坦克系统模型进行了仿真,以证实理论结果。
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Probability-Based Stochastic Stealthy Attacks in Cyber-Physical Systems
This article focuses on the design of stochastic stealthy attacks in linear cyber-physical systems (CPSs), where the objective of attackers is to degrade the system's performance and maintain a delicate balance between detection and false alarm rates. In contrast to the commonly used stealthiness constraint defined using the Kullback–Leibler divergence, the $\varepsilon$ -stealthiness is established based on the detector's tolerance against the false alarm rate, providing an intuitive correlation between the attacker's stealthiness and the detection rate from a probabilistic perspective. Furthermore, we obtain an upper bound on the attack performance using the Schur–Horn theorem and devise a corresponding stealth attack strategy to ensure compliance with this bound. Finally, simulations with a three-tank system model are executed to corroborate the theoretical results.
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来源期刊
IEEE Systems Journal
IEEE Systems Journal 工程技术-电信学
CiteScore
9.80
自引率
6.80%
发文量
572
审稿时长
4.9 months
期刊介绍: This publication provides a systems-level, focused forum for application-oriented manuscripts that address complex systems and system-of-systems of national and global significance. It intends to encourage and facilitate cooperation and interaction among IEEE Societies with systems-level and systems engineering interest, and to attract non-IEEE contributors and readers from around the globe. Our IEEE Systems Council job is to address issues in new ways that are not solvable in the domains of the existing IEEE or other societies or global organizations. These problems do not fit within traditional hierarchical boundaries. For example, disaster response such as that triggered by Hurricane Katrina, tsunamis, or current volcanic eruptions is not solvable by pure engineering solutions. We need to think about changing and enlarging the paradigm to include systems issues.
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