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Integrity Attacks on Remote Estimation Under Sequential Detection

delete2025-08-12
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PRE
AI
J
Jinyuan Wei
周
周晶 (Jing Zhou)
T
Tongwen Chen
DOI:10.1109/TAC.2025.3598115delete
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Abstract

Abstract

En 中文
This note investigates the worst-case performance of multisensor remote estimation compromised by integrity attacks. In addition to the residual-based $\chi ^{2}$ detector commonly deployed for unreliable sensors, the reliability of certain sensors allows for a second detector to be applied sequentially. This enhanced detection mechanism imposes stricter stealthiness constraints on integrity attacks, thereby increasing the complexity of vulnerability analysis. To characterize the maximum degradation in estimation performance, we propose a novel attack pattern that is constructed based on an efficient utilization of available information. The resulting worst-case performance and corresponding optimal attacks can be derived in closed form. The optimality of the proposed strategies among all feasible attacks is confirmed by analyzing the structure of the associated optimization problem. To improve practical applicability, we further consider attacks without access to reliable sensor data. By specifying the feasibility condition and deriving the optimal attacks, the vulnerability is more clearly revealed. Finally, numerical simulations are provided to validate the theoretical findings.
Keywords:
Integrity attacks
Kalman filter
remote estimation
stealthy attacks
worst-case performance

Journal

IEEE Transactions on Automatic Control cover
IEEE Transactions on Automatic Control
IF:
7
Papers:
1.3W
Citations:
6.7W

Organization

C
central south university
Scholars:
2.2W
Papers: 6.3K
Citations: 3
U
University of Alberta
Scholars:
1.1K
Papers: 520
Citations: 1
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