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Optimal innovation-based deception attack on remote state estimation
KTH, Skolan för elektro- och systemteknik (EES), Reglerteknik. KTH, Skolan för elektro- och systemteknik (EES), Centra, ACCESS Linnaeus Centre.ORCID-id: 0000-0001-9940-5929
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2017 (engelsk)Inngår i: Proceedings of the American Control Conference, Institute of Electrical and Electronics Engineers Inc. , 2017, s. 3017-3022Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

The security issue in cyber-physical systems has attracted growing interests in the last decades. This paper considers how false data injection attack can degrade the estimation quality of a remote state estimation system. In this system, smart sensors measure a dynamic process and send preprocessed data through a communication network to a remote estimator to estimate the process. It is assumed that there are malicious attackers in the communication network, who are able to obtain and falsify all the data sent by the sensors. It is common that the remote estimator is equipped with a residue-based detector to detect potential attacks. We propose a class of deception attack and analyze its feasibility. We show that the proposed attack enables the attacker to inject false data into the remote estimator without being detected. We derive a criterion to judge the optimality of performance of this type of attack in the sense of maximizing the estimation error covariance. Furthermore, we find that a simple linear attack strategy, which flips the sign of intercepted signal, satisfies the optimality criterion. We present numerical examples to illustrate our theoretical results.

sted, utgiver, år, opplag, sider
Institute of Electrical and Electronics Engineers Inc. , 2017. s. 3017-3022
Emneord [en]
Cyber-physical systems (CPS), deception attack, remote state estimation, Cyber Physical System, Estimation, State estimation, Estimation errors, Estimation quality, False data injection attacks, Optimality criteria, Pre-processed data, Remote state estimations, Embedded systems
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Identifikatorer
URN: urn:nbn:se:kth:diva-216437DOI: 10.23919/ACC.2017.7963410ISI: 000427033303013Scopus ID: 2-s2.0-85027007249ISBN: 9781509059928 (tryckt)OAI: oai:DiVA.org:kth-216437DiVA, id: diva2:1164036
Konferanse
2017 American Control Conference, ACC 2017, 24 May 2017 through 26 May 2017
Merknad

QC 20171208

Tilgjengelig fra: 2017-12-08 Laget: 2017-12-08 Sist oppdatert: 2022-06-26bibliografisk kontrollert

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Johansson, Karl H.

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