JOURNAL ARTICLE

Fully Distributed Resilient State Estimation Based on Distributed Median Solver

Jin Gyu LeeJunsoo KimHyungbo Shim

Year: 2020 Journal:   IEEE Transactions on Automatic Control Vol: 65 (9)Pages: 3935-3942   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this article, we present a scheme of fully distributed resilient state estimation for linear dynamical systems under sensor attacks. The proposed state observer consists of a network of local observers, where each of them utilizes local measurements and information transmitted from the neighbors. As a fully distributed scheme, it does not necessarily collect a majority of sensing data for the sake of attack identification, whereas the compromised sensors are eventually identified by the distributed network and excluded from the observers. For this, the overall network (not the individual local observer) is assumed to have redundant sensors and assumed to be connected. The proposed scheme is based on a novel design of a distributed median solver, which approximately recovers the median value of local estimates.

Keywords:
Computer science Solver Estimation State (computer science) Mathematical optimization Applied mathematics Mathematics Algorithm Engineering

Metrics

57
Cited By
5.72
FWCI (Field Weighted Citation Impact)
21
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Smart Grid Security and Resilience
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Adversarial Robustness in Machine Learning
Physical Sciences →  Computer Science →  Artificial Intelligence

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