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Strategic stealthy attacks: The output-to-output ℓ2-gain
KTH, School of Electrical Engineering (EES), Automatic Control.
KTH, School of Electrical Engineering (EES), Automatic Control.
KTH, School of Electrical Engineering (EES), Automatic Control.
2016 (English)In: Proceedings of the IEEE Conference on Decision and Control, IEEE conference proceedings, 2016, 2582-2587 p.Conference paper (Refereed)Text
Abstract [en]

In this paper, we characterize and analyze the set of strategic stealthy false-data injection attacks on discrete-time linear systems. In particular, the threat scenarios tackled in the paper consider adversaries that aim at deteriorating the system's performance by maximizing the corresponding quadratic cost function, while remaining stealthy with respect to anomaly detectors. As opposed to other work in the literature, the effect of the adversary's actions on the anomaly detector's output is not constrained to be zero at all times. Moreover, scenarios where the adversary has uncertain model knowledge are also addressed. The set of strategic attack policies is formulated as a non-convex constrained optimization problem, leading to a sensitivity metric denoted as the output-to-output ℓ2-gain. Using the framework of dissipative systems, the output-to-output gain is computed through an equivalent convex optimization problem. Additionally, we derive necessary and sufficient conditions for the output-to-output gain to be unbounded, with and without model uncertainties, which are tightly related to the invariant zeros of the system.

Place, publisher, year, edition, pages
IEEE conference proceedings, 2016. 2582-2587 p.
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-188288DOI: 10.1109/CDC.2015.7402605ScopusID: 2-s2.0-84962010138ISBN: 9781479978861OAI: oai:DiVA.org:kth-188288DiVA: diva2:936292
Conference
54th IEEE Conference on Decision and Control, CDC 2015, 15 December 2015 through 18 December 2015
Note

QC 20160613

Available from: 2016-06-13 Created: 2016-06-09 Last updated: 2016-06-13Bibliographically approved

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Publisher's full textScopushttp://cdc2015.ieeecss.org/

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Herdeiro Teixeira, AndréSandberg, HenrikJohansson, Karl Henrik
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