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Title: Aggregation-based remote state estimation secrecy with pseudo-random numbers for networked systems
Authors: Yan, X 
Quevedo, DE
Chen, B
Huang, H 
Issue Date: Mar-2026
Source: IEEE transactions on control systems technology, Mar. 2026, v. 34, no. 2, p. 657-670
Abstract: This article is concerned with the remote state estimation secrecy problem for networked systems in the presence of eavesdroppers. The majority of current research centers on one kind of eavesdropper that is equipped with predefined estimation structures. To enhance the resistance against eavesdroppers, we simultaneously consider two distinct categories of logical eavesdroppers in this article, namely, smart eavesdroppers, who possess the same level of knowledge as legitimate users, and naive eavesdroppers, who remain oblivious to the encoding process. Moreover, we propose an innovative aggregation-based secrecy code that employs pseudo-random numbers, incorporating both a pseudo-random real-number sequence and a pseudo-random binary scheduler. Also, an α-relative secrecy is proposed by introducing a relax variable, which offers higher flexibility than the traditional relative secrecy. Then, both the classical perfect secrecy and the newly proposed α-relative secrecy are proven under specific conditions. Furthermore, the estimation performance for users and eavesdroppers can be tuned by designing the aggregation structure and the probability distribution of the pseudo-random samples, rather than being solely determined by the communication channel characteristics as in previous work. Finally, the effectiveness of the proposed coding method is verified through numerical experiments conducted on two systems with differing stability characteristics.
Keywords: Data aggregation
Eavesdropping attacks
Networked systems
Packet dropping
Pseudo-random numbers
Remote state estimation
Publisher: Institute of Electrical and Electronics Engineers
Journal: IEEE transactions on control systems technology 
ISSN: 1063-6536
EISSN: 1558-0865
DOI: 10.1109/TCST.2025.3628009
Rights: © 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
The following publication X. Yan, D. E. Quevedo, B. Chen and H. Huang, "Aggregation-Based Remote State Estimation Secrecy With Pseudo-Random Numbers for Networked Systems," in IEEE Transactions on Control Systems Technology, vol. 34, no. 2, pp. 657-670, March 2026 is available at https://doi.org/10.1109/TCST.2025.3628009.
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