Distributed Secure State Estimation Against Stealthy Attacks

IF 3.2 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Yan Yu;Wen Yang;Hongbo Yuan;Longyu Li;Chao Yang
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引用次数: 0

Abstract

This paper investigates the issue of False Data Injection (FDI) attacks within distributed state estimation. In the network, each sensor transmits its state estimate to neighboring nodes. Based on the detection variables inherent to distributed systems, we construct a covert attack strategy to bypass data detectors and degrade the estimation performance of the system. Furthermore, we propose an enhanced stealthy attack strategy, which aims to prevent interference from the attacks of neighboring edges that otherwise counteract against each other. To improve the detection rate of attacks, a detector with a dynamic coding strategy is designed to secure data transmission. The destructiveness of the stealthy attacks and the effectiveness of the detection mechanism are demonstrated through numerical examples.
针对隐身攻击的分布式安全状态估计
本文研究了分布式状态估计中的虚假数据注入攻击问题。在网络中,每个传感器将其状态估计发送给相邻节点。基于分布式系统固有的检测变量,我们构造了一种隐蔽的攻击策略来绕过数据检测器,降低系统的估计性能。此外,我们提出了一种增强的隐身攻击策略,旨在防止相邻边缘攻击的干扰,否则这些攻击会相互抵消。为了提高攻击的检出率,设计了一种采用动态编码策略的检测器来保证数据传输的安全性。通过数值算例验证了隐身攻击的破坏性和检测机制的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Signal Processing Letters
IEEE Signal Processing Letters 工程技术-工程:电子与电气
CiteScore
7.40
自引率
12.80%
发文量
339
审稿时长
2.8 months
期刊介绍: The IEEE Signal Processing Letters is a monthly, archival publication designed to provide rapid dissemination of original, cutting-edge ideas and timely, significant contributions in signal, image, speech, language and audio processing. Papers published in the Letters can be presented within one year of their appearance in signal processing conferences such as ICASSP, GlobalSIP and ICIP, and also in several workshop organized by the Signal Processing Society.
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