Extended Kalman filtering for stochastic nonlinear systems with randomly occurring cyber attacks

被引:159
|
作者
Liu, Shuai [1 ]
Wei, Guoliang [2 ]
Song, Yan [2 ]
Liu, Yurong [3 ,4 ]
机构
[1] Univ Shanghai Sci & Technol, Sch Business, Shanghai 200093, Peoples R China
[2] Univ Shanghai Sci & Technol, Key Lab Modern Opt Syst, Dept Control Sci & Engn, Shanghai 200093, Peoples R China
[3] Yangzhou Univ, Dept Math, Yangzhou 225002, Jiangsu, Peoples R China
[4] King Abdulaziz Univ, Fac Engn, Commun Syst & Networks CSN Res Grp, Jeddah 21589, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Stochastic nonlinear system; Extended Kalman filtering; Randomly occurring cyber attack; Stochastic boundedness; NETWORKED CONTROL-SYSTEMS; DISCRETE-TIME-SYSTEMS; H-INFINITY CONTROL; INCOMPLETE MEASUREMENTS; STATE ESTIMATION; PACKET DROPOUT; STABILITY; DELAY; PROBABILITY; CRITERIA;
D O I
10.1016/j.neucom.2016.05.060
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is concerned with the extended Kalman filtering problem for a class of stochastic nonlinear systems under cyber attacks, wherein the discussed cyber attacks occur in a random,way in the data transmission Brom sensor nodes to remote filter nodes. A novel cyber attack model is established in a unified representation to account for both the false data injection attacks and the denial of service (DoS) attacks. Moreover, a more general nonlinear description that stands for both the deterministic and stochastic nonlinearities is put forward. By virtue of the recurrence on the stochastic analysis approach, the upper bound of filtering error covariance is obtained, and it can be minimized at each time instant via solving an optimization problem. Furthermore, a sufficient condition is provided to ensure the stochastic boundedness of filtering error in the simultaneous presence of randomly occurring cyber attacks and nonlinearities. Eventually, one example is presented to verify the Validity of the suggested filtering scheme. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:708 / 716
页数:9
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