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How vulnerable is innovation-based remote state estimation : Fundamental limits under linear attacks

Liu, Hanxiao (author)
KTH,Reglerteknik
Ni, Y. (author)
Xie, L. (author)
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Johansson, Karl H., 1967- (author)
KTH,Reglerteknik
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 (creator_code:org_t)
Elsevier BV, 2022
2022
English.
In: Automatica. - : Elsevier BV. - 0005-1098 .- 1873-2836. ; 136, s. 110079-
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • This paper is concerned with the problem of how secure the innovation-based remote state estimation can be under linear attacks. A linear time-invariant system equipped with a smart sensor is studied. A metric based on Kullback–Leibler divergence is adopted to characterize the stealthiness of the attack. The adversary aims to maximize the state estimation error covariance while stay stealthy. The maximal performance degradations that an adversary can achieve with any linear first-order false-data injection attack under strict stealthiness for vector systems and ε-stealthiness for scalar systems are characterized. We also provide an explicit attack strategy that achieves this bound and compare this attack strategy with strategies previously proposed in the literature. Finally, some numerical examples are given to illustrate the results. 

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)

Keyword

Invariance
Linear time-invariant system
Time varying control systems
Attack strategies
Error covariances
Estimation errors
False data injection attacks
First order
IS innovations
Kullback Leibler divergence
Performance degradation
Remote state estimations
State estimation

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ref (subject category)
art (subject category)

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Liu, Hanxiao
Ni, Y.
Xie, L.
Johansson, Karl ...
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Automatica
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Royal Institute of Technology

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