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Fully Distributed Resilient State Estimation Based on Distributed Median Solver

Jin Gyu Lee, Junsoo Kim, Hyungbo Shim

2020IEEE Transactions on Automatic Control63 citationsDOIOpen Access PDF

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.

Topics & Concepts

Computer scienceSolverEstimationState (computer science)Mathematical optimizationApplied mathematicsMathematicsAlgorithmEngineeringSystems engineeringSmart Grid Security and ResilienceFault Detection and Control SystemsAdversarial Robustness in Machine Learning
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