JOURNAL ARTICLE

Attack Detection and Secure State Estimation of Collectively Observable Cyber-Physical Systems Under False Data Injection Attacks

Yuhan SuoRunqi ChaiSenchun ChaiIshrak M.D. FarhanYuanqing XiaShuai Liu

Year: 2023 Journal:   IEEE Transactions on Automatic Control Vol: 69 (3)Pages: 2067-2074   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this technical note, the problem of attack detection and secure state estimation in collectively observable cyber-physical systems is considered. First, an attack signal estimator is designed, which theoretically realizes the unbiased estimation of attack signals. Then, the alert, whether the sensor is attacked, is described as a hypothesis testing problem from the perspective of average malicious disturbance power, and a novel attack detection algorithm is designed on this basis. Based on the objective of minimizing the fusion error of each fusion center at each time, an efficient sensor fusion algorithm is proposed. The problem of solving the optimal fusion coefficient matrix is transformed into a linear programming problem, which is solved by the method of Lagrange multipliers. The theoretical results show that the proposed algorithm significantly improves the computational efficiency without compromising the estimation performance. Finally, an example of vehicle target state estimation is given to illustrate the effect of the proposed method.

Keywords:
Fusion center Cyber-physical system Estimator Computer science Observable Sensor fusion State (computer science) Mathematical optimization Wireless sensor network Basis (linear algebra) Algorithm Lagrange multiplier State estimator Control theory (sociology) Mathematics Artificial intelligence Wireless Control (management) Statistics

Metrics

15
Cited By
6.59
FWCI (Field Weighted Citation Impact)
33
Refs
0.93
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Network Security and Intrusion Detection
Physical Sciences →  Computer Science →  Computer Networks and Communications
Smart Grid Security and Resilience
Physical Sciences →  Engineering →  Control and Systems Engineering
Anomaly Detection Techniques and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence

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