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System Identification With Binary-Valued Observations Under Data Tampering Attacks
Guo, Jin1,2; Wang, Xuebin1,2; Xue, Wenchao3,4; Zhao, Yanlong3,4
2021-08-01
发表期刊IEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN0018-9286
卷号66期号:8页码:3825-3832
摘要With the popularization and application of cyber-physical systems in many industry and infrastructure fields, the security issue has been quite an important concern. This article addresses the defense problem against the data tampering attack under the framework of system identification with binary-valued observations. From the perspective of the attacker, it is shown that how to achieve the maximum hit effect with the least attack energy. From the perspective of the defender, a so-called compensation-oriented defense approach is proposed, and the corresponding identification algorithm is designed. The strong consistency of the algorithm is proved, and the asymptotic normality is obtained, based on which the optimal defense scheme is established. A simulation example is provided to illustrate the effectiveness of the defense algorithm and the main theoretical results.
关键词Estimation Sensor systems Security Communication networks Automation Production Binary-valued observations compensation-oriented defense scheme data tampering attack system identification
DOI10.1109/TAC.2020.3029325
收录类别SCI
语种英语
资助项目National Key Research and Development Program of China[2018YFA0703801] ; National Natural Science Foundation of China[61773054] ; National Natural Science Foundation of China[61973299]
WOS研究方向Automation & Control Systems ; Engineering
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic
WOS记录号WOS:000678334500039
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/58978
专题中国科学院数学与系统科学研究院
通讯作者Zhao, Yanlong
作者单位1.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
2.Minist Educ, Key Lab Knowledge Automat Ind Proc, Beijing 100083, Peoples R China
3.Chinese Acad Sci, Acad Math & Syst Sci, NCMIS, LSC, Beijing 100190, Peoples R China
4.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
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GB/T 7714
Guo, Jin,Wang, Xuebin,Xue, Wenchao,et al. System Identification With Binary-Valued Observations Under Data Tampering Attacks[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2021,66(8):3825-3832.
APA Guo, Jin,Wang, Xuebin,Xue, Wenchao,&Zhao, Yanlong.(2021).System Identification With Binary-Valued Observations Under Data Tampering Attacks.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,66(8),3825-3832.
MLA Guo, Jin,et al."System Identification With Binary-Valued Observations Under Data Tampering Attacks".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 66.8(2021):3825-3832.
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