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Optimization-based attack against control systems with CUSUM-based anomaly detection
Mälardalens universitet, Akademin för innovation, design och teknik, Innovation och produktrealisering.
Saarland University, Germany.
Mälardalens universitet, Akademin för innovation, design och teknik, Inbyggda system.ORCID-id: 0000-0002-1364-8127
2022 (engelsk)Inngår i: 2022 30th Mediterranean Conference on Control and Automation, MED 2022, Institute of Electrical and Electronics Engineers Inc. , 2022, s. 896-901Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

Security attacks on sensor data can deceive a control system and force the physical plant to reach an unwanted and potentially dangerous state. Therefore, attack detection mechanisms are employed in cyber-physical control systems to detect ongoing attacks, the most prominent one being a threshold-based anomaly detection method called CUSUM. Literature defines the maximum impact of stealth attacks as the maximum deviation in the plant's state that an undetectable attack can introduce, and formulates it as an optimization problem. This paper proposes an optimization-based attack with different saturation models, and it investigates how the attack duration significantly affects the impact of the attack on the state of the plant. We show that more dangerous attacks can be discovered when allowing saturation of the control system actuators. The proposed approach is compared with the geometric attack, showing how longer attack durations can lead to a greater impact of the attack while keeping the attack stealthy. © 2022 IEEE.

sted, utgiver, år, opplag, sider
Institute of Electrical and Electronics Engineers Inc. , 2022. s. 896-901
Serie
Mediterranean Conference on Control and Automation
HSV kategori
Identifikatorer
URN: urn:nbn:se:mdh:diva-59852DOI: 10.1109/MED54222.2022.9837192ISI: 000854013700146Scopus ID: 2-s2.0-85136286305ISBN: 9781665406734 (tryckt)OAI: oai:DiVA.org:mdh-59852DiVA, id: diva2:1691801
Konferanse
30th Mediterranean Conference on Control and Automation, MED 2022, Athens, Greece, 28/6-1/7, 2022
Tilgjengelig fra: 2022-08-31 Laget: 2022-08-31 Sist oppdatert: 2022-11-17bibliografisk kontrollert

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