具有约束信道的完全隐身和能量隐身传感器攻击:存在与设计

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Kaijing Jin;Dan Ye;Tian-Yu Zhang
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引用次数: 0

摘要

本文研究了在传感器到估计器通道中存在的隐形假数据注入攻击下状态估计的安全性问题。证明了不存在严格隐身的传感器攻击,使得状态估计是不安全的。因此,我们关注具有完全隐身性和能量隐身性的攻击是否存在,以逐步消除攻击对检测器的影响。由于访问攻击通道对隐身攻击的存在性有很大影响,利用矩阵分解技术和系统动力学的可达性分析,提出了这两类具有约束通道的攻击存在的充分必要条件。一般来说,更深层次的隐身攻击需要对系统动力学有更严格的约束,而在与一般隐身攻击相同的存在条件下,完全隐身攻击是可以实现的。同时,我们指出,虽然发动能量隐身攻击需要更高的系统动力学要求,但它们可以更深入地欺骗探测器。仿真实例验证了理论结果的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Completely Stealthy and Energy-Stealthy Sensor Attacks With Constrained Channels: Existence and Design
In this article, the security of state estimation is studied under stealthy false-data injection attacks launched in the sensor-to-estimator channels. It is proved that there is no strictly stealthy sensor attack such that the state estimation is insecure. Thus, we focus on the existence of the attacks with complete and energy stealthiness to gradually remove the attack impact on detectors. Since the existence of stealthy attacks is significantly affected by accessing attack channels, the necessary and sufficient conditions of such two types of attacks with constrained channels are proposed by matrix decomposition techniques and the reachability analysis of system dynamics. In general, deeper stealthiness for attacks will require harsher constraints on the system dynamics, while it turns out that the completely-stealthy attacks are achievable under the same existence conditions as the generally stealthy attacks. Meanwhile, we indicate that though launching energy-stealthy attacks needs more demanding system dynamics, they can deceive detectors more deeply. The simulation examples demonstrate the effectiveness of the presented theoretical results.
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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