Secure Estimation for Cyber-Physical Systems via Sliding Mode

被引:96
|
作者
Wu, Chengwei [1 ]
Hu, Zhongrui [1 ]
Liu, Jianxing [1 ]
Wu, Ligang [1 ]
机构
[1] Harbin Inst Technol, Sch Astronaut, Dept Control Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Cyber-physical systems (CPSs); event-triggered scheme; sliding mode observer; state estimation; NETWORKED CONTROL-SYSTEMS; EVENT-TRIGGERED CONTROL; STOCHASTIC-SYSTEMS; POWER CONVERTERS; ATTACKS;
D O I
10.1109/TCYB.2018.2825984
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper is concerned with the problem of secure state reconstruction for cyber-physical systems (CPSs). CPSs are more vulnerable to the cyber world yet to attackers, who can attack any sensor of the considered systems and modify values of attacked sensors to be arbitrary ones. In the design process, both malicious attacks on sensors and unknown input are taken into consideration. First, a linear discrete-time state-space model is utilized to describe such systems, and then a sparse vector is adopted to model attacks. By collecting sensor measurements and using an iterative approach, a new model in descriptor form is obtained, which paves the way for estimating system states under an unknown input situation. Second, the problem of secure state estimation is transformed into an optimal version. A novel sliding-mode observer is proposed to estimate system states from collected sensor measurements corrupted by malicious attacks. In order to guarantee the estimations to be sparse, a projection operator is designed. Third, a projected sliding-mode observer-based estimation algorithm is developed to reconstruct system states, where an event-triggered scheme is integrated to save limited computational resource. In addition to propose such an algorithm, the effectiveness of both projection operator and sliding-mode observer is analyzed. Furthermore, the convergence of the proposed secure estimation algorithm is proved. Finally, some simulation results are given to demonstrate the effectiveness of the proposed algorithm.
引用
收藏
页码:3420 / 3431
页数:12
相关论文
共 50 条
  • [1] Secure state estimation for cyber-physical systems with unknown input sliding mode observer
    Zhang, Panpan
    Ren, Yuwei
    Fang, Yixian
    Liu, Ang
    CONTROL THEORY AND TECHNOLOGY, 2024, 22 (02) : 292 - 314
  • [2] Secure state estimation for cyber-physical systems with unknown input sliding mode observer
    Panpan Zhang
    Yuwei Ren
    Yixian Fang
    Ang Liu
    Control Theory and Technology, 2024, 22 : 244 - 253
  • [3] SECURE DISTRIBUTED ESTIMATION IN CYBER-PHYSICAL SYSTEMS
    Khan, Usman A.
    Stankovic, Aleksandar M.
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 5209 - 5213
  • [4] Secure state estimation and actuator attack reconstruction for cyber-physical systems based on sliding-mode observer
    He, Ke
    Li, Tieshan
    Long, Yue
    Park, Ju H.
    Chen, C. L. Philip
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2023, 33 (14) : 8508 - 8523
  • [5] Interval Observers for Secure Estimation in Cyber-Physical Systems
    Degue, Kwassi H.
    Efimov, Denis
    Le Ny, Jerome
    Feron, Eric
    2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2018, : 4559 - 4564
  • [6] Secure state estimation via robust optimization for nonlinear cyber-physical systems
    Chen, Lexin
    Li, Yongming
    Tong, Shaocheng
    OPTIMAL CONTROL APPLICATIONS & METHODS, 2024, 45 (03): : 1182 - 1198
  • [7] Secure State Estimation and Control of Cyber-Physical Systems: A Survey
    Ding, Derui
    Han, Qing-Long
    Ge, Xiaohua
    Wang, Jun
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (01): : 176 - 190
  • [8] Secure State Estimation for Cyber-Physical Systems with Actuator Attacks
    Zhang, Panpan
    Ren, Yuwei
    Liu, Ang
    2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2023, : 1916 - 1921
  • [9] A survey on secure state estimation of cyber-physical systems under cyber attacks
    Yang G.-H.
    Lu A.-Y.
    An L.-W.
    Kongzhi yu Juece/Control and Decision, 2023, 38 (08): : 2093 - 2105
  • [10] Safe and secure cyber-physical systems
    Biro, Miklos
    Mashkoor, Atif
    Sametinger, Johannes
    JOURNAL OF SOFTWARE-EVOLUTION AND PROCESS, 2021, 33 (09)