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^*

^*此作品的通讯作者

自动化科学与电气工程学院

Beihang University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

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.

源语言	英语
主期刊名	Proceedings of 2024 Chinese Intelligent Systems Conference
编辑	Yingmin Jia, Weicun Zhang, Yongling Fu, Huihua Yang
出版商	Springer Science and Business Media Deutschland GmbH
页	494-502
页数	9
ISBN（印刷版）	9789819786572
DOI	https://doi.org/10.1007/978-981-97-8658-9_47
出版状态	已出版 - 2024
活动	20th Chinese Intelligent Systems Conference, CISC 2024 - Guilin, 中国期限: 26 10月 2024 → 27 10月 2024

出版系列

姓名	Lecture Notes in Electrical Engineering
卷	1285 LNEE
ISSN（印刷版）	1876-1100
ISSN（电子版）	1876-1119

会议

会议	20th Chinese Intelligent Systems Conference, CISC 2024
国家/地区	中国
市	Guilin
时期	26/10/24 → 27/10/24

联合国可持续发展目标

此成果有助于实现下列可持续发展目标：

可持续发展目标 9 产业、创新和基础设施

访问文件

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

其它文件与链接

链接到 Scopus 的出版物

引用此

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

@inproceedings{289d50d62dae4710832a9fccc8d4dbe8,

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",

booktitle = "Proceedings of 2024 Chinese Intelligent Systems Conference",

address = "德国",

}

Ning, C & Hao, F 2024, Optimal Innovation-Based Attacks: The Tradeoff Between Alarm Rate and Attack Performance. 在 Y Jia, W Zhang, Y Fu & H Yang (编辑), Proceedings of 2024 Chinese Intelligent Systems Conference. Lecture Notes in Electrical Engineering, 卷 1285 LNEE, Springer Science and Business Media Deutschland GmbH, 页码 494-502, 20th Chinese Intelligent Systems Conference, CISC 2024, Guilin, 中国, 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. 编辑 / Yingmin Jia; Weicun Zhang; Yongling Fu; Huihua Yang. Springer Science and Business Media Deutschland GmbH, 2024. 页码 494-502 (Lecture Notes in Electrical Engineering; 卷 1285 LNEE).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Optimal Innovation-Based Attacks

T2 - 20th Chinese Intelligent Systems Conference, CISC 2024

AU - Ning, Chuanyi

AU - Hao, Fei

N1 - Publisher Copyright: © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

PY - 2024

Y1 - 2024

N2 - 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.

AB - 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.

KW - Alarm rate

KW - Attack performance

KW - Cyber-physical systems (CPSs)

KW - Innovation-based attack

KW - χ detector

UR - https://www.scopus.com/pages/publications/85209777515

U2 - 10.1007/978-981-97-8658-9_47

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

M3 - 会议稿件

AN - SCOPUS:85209777515

SN - 9789819786572

T3 - Lecture Notes in Electrical Engineering

SP - 494

EP - 502

BT - Proceedings of 2024 Chinese Intelligent Systems Conference

A2 - Jia, Yingmin

A2 - Zhang, Weicun

A2 - Fu, Yongling

A2 - Yang, Huihua

PB - Springer Science and Business Media Deutschland GmbH

Y2 - 26 October 2024 through 27 October 2024

ER -

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

摘要

出版系列

会议

联合国可持续发展目标

访问文件

其它文件与链接

指纹

引用此