Recursive state estimation for discrete time-varying stochastic nonlinear systems with randomly occurring deception attacks

被引:18
|
作者
Ding, Derui [1 ]
Shen, Yuxuan [2 ]
Song, Yan [1 ]
Wang, Yongxiong [1 ]
机构
[1] Univ Shanghai Sci & Technol, Dept Control Sci & Engn, Shanghai Key Lab Modern Opt Syst, Shanghai, Peoples R China
[2] Northeast Petr Univ, Coll Elect & Informat Engn, Daqing, Peoples R China
关键词
Recursive state estimation; discrete time-varying systems; randomly occurring deception attacks; stochastic nonlinearities;
D O I
10.1080/03081079.2015.1106739
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper is concerned with the state estimation problem for a class of discrete time-varying stochastic nonlinear systems with randomly occurring deception attacks. The stochastic nonlinearity described by statistical means which covers several classes of well-studied nonlinearities as special cases is taken into discussion. The randomly occurring deception attacks are modelled by a set of random variables obeying Bernoulli distributions with given probabilities. The purpose of the addressed state estimation problem is to design an estimator with hope to minimize the upper bound for estimation error covariance at each sampling instant. Such an upper bound is minimized by properly designing the estimator gain. The proposed estimation scheme in the form of two Riccati-like difference equations is of a recursive form. Finally, a simulation example is exploited to demonstrate the effectiveness of the proposed scheme.
引用
收藏
页码:548 / 560
页数:13
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