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Secure State Estimation: Optimal Guarantees against Sensor Attacks in the Presence of Noise

21 April 2015
Shaunak Mishra
Yasser Shoukry
Nikhil Karamchandani
Suhas Diggavi
Paulo Tabuada
    AAML
ArXiv (abs)PDFHTML
Abstract

Motivated by the need to secure cyber-physical systems against attacks, we consider the problem of estimating the state of a noisy linear dynamical system when a subset of sensors is arbitrarily corrupted by an adversary. We propose a secure state estimation algorithm and derive (optimal) bounds on the achievable state estimation error. In addition, as a result of independent interest, we give a coding theoretic interpretation for prior work on secure state estimation against sensor attacks in a noiseless dynamical system.

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