Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance

Chuanyi Ning; Fei Hao

doi:10.1007/978-981-97-8658-9_47

Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance

Chuanyi Ning
, Fei Hao^*

^*Corresponding author for this work

School of Automation Science and Electrical Engineering

Beihang University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

In this paper, the problem of designing uniformly optimal innovation-based attacks against χ² detectors is investigated. In the existing researches, the attack performance is usually improved by extending the attack form. Differently, this paper focuses on improving the attack performance by optimizing the bound of the stealthiness constraints. Then the optimal attack scheme is obtained by solving the non-convex optimization problem. Accordingly, the tradeoff between the attack performance and the alarm rate has been provided and the uniformly optimal attack scheme has been derived. Finally, simulation results are provided to demonstrate the feasibility and effectiveness of the proposed strategy.

Original language	English
Title of host publication	Proceedings of 2024 Chinese Intelligent Systems Conference
Editors	Yingmin Jia, Weicun Zhang, Yongling Fu, Huihua Yang
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	494-502
Number of pages	9
ISBN (Print)	9789819786572
DOIs	https://doi.org/10.1007/978-981-97-8658-9_47
State	Published - 2024
Event	20th Chinese Intelligent Systems Conference, CISC 2024 - Guilin, China Duration: 26 Oct 2024 → 27 Oct 2024

Publication series

Name	Lecture Notes in Electrical Engineering
Volume	1285 LNEE
ISSN (Print)	1876-1100
ISSN (Electronic)	1876-1119

Conference

Conference	20th Chinese Intelligent Systems Conference, CISC 2024
Country/Territory	China
City	Guilin
Period	26/10/24 → 27/10/24

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 9 Industry, Innovation, and Infrastructure

Keywords

Alarm rate
Attack performance
Cyber-physical systems (CPSs)
Innovation-based attack
χ detector

Access to Document

10.1007/978-981-97-8658-9_47

Cite this

Ning, C., & Hao, F. (2024). Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance. In Y. Jia, W. Zhang, Y. Fu, & H. Yang (Eds.), Proceedings of 2024 Chinese Intelligent Systems Conference (pp. 494-502). (Lecture Notes in Electrical Engineering; Vol. 1285 LNEE). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-981-97-8658-9_47

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title = "Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance",

abstract = "In this paper, the problem of designing uniformly optimal innovation-based attacks against χ2 detectors is investigated. In the existing researches, the attack performance is usually improved by extending the attack form. Differently, this paper focuses on improving the attack performance by optimizing the bound of the stealthiness constraints. Then the optimal attack scheme is obtained by solving the non-convex optimization problem. Accordingly, the tradeoff between the attack performance and the alarm rate has been provided and the uniformly optimal attack scheme has been derived. Finally, simulation results are provided to demonstrate the feasibility and effectiveness of the proposed strategy.",

keywords = "Alarm rate, Attack performance, Cyber-physical systems (CPSs), Innovation-based attack, χ detector",

author = "Chuanyi Ning and Fei Hao",

note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.; 20th Chinese Intelligent Systems Conference, CISC 2024 ; Conference date: 26-10-2024 Through 27-10-2024",

year = "2024",

doi = "10.1007/978-981-97-8658-9\_47",

language = "英语",

isbn = "9789819786572",

series = "Lecture Notes in Electrical Engineering",

publisher = "Springer Science and Business Media Deutschland GmbH",

pages = "494--502",

editor = "Yingmin Jia and Weicun Zhang and Yongling Fu and Huihua Yang",

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Ning, C & Hao, F 2024, Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance. in Y Jia, W Zhang, Y Fu & H Yang (eds), Proceedings of 2024 Chinese Intelligent Systems Conference. Lecture Notes in Electrical Engineering, vol. 1285 LNEE, Springer Science and Business Media Deutschland GmbH, pp. 494-502, 20th Chinese Intelligent Systems Conference, CISC 2024, Guilin, China, 26/10/24. https://doi.org/10.1007/978-981-97-8658-9_47

Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance. / Ning, Chuanyi; Hao, Fei.
Proceedings of 2024 Chinese Intelligent Systems Conference. ed. / Yingmin Jia; Weicun Zhang; Yongling Fu; Huihua Yang. Springer Science and Business Media Deutschland GmbH, 2024. p. 494-502 (Lecture Notes in Electrical Engineering; Vol. 1285 LNEE).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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