Distributed recursive filtering for stochastic systems under uniform quantizations and deception attacks through sensor networks

被引:372
作者
Ding, Derui [1 ]
Wang, Zidong [2 ]
Ho, Daniel W. C. [3 ]
Wei, Guoliang [1 ]
机构
[1] Univ Shanghai Sci & Technol, Dept Control Sci & Engn, Shanghai Key Lab Modern Opt Syst, Shanghai 200093, Peoples R China
[2] Brunel Univ London, Dept Comp Sci, Uxbridge UB8 3PH, Middx, England
[3] City Univ Hong Kong, Dept Math, Kowloon, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Sensor networks; Distributed filtering; Recursive filtering; Deception attacks; Uniform quantization; H-INFINITY CONTROL; STATE ESTIMATION; TIME-SYSTEMS;
D O I
10.1016/j.automatica.2016.12.026
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 distributed recursive filtering problem for a class of discrete time delayed stochastic systems subject to both uniform quantization and deception attack effects on the measurement outputs. The target plant is disturbed by the multiplicative as well as additive white noises. A novel distributed filter is designed where the available innovations are from not only the individual sensor but also its neighboring ones according to the given topology. Attention is focused on the design of a distributed recursive filter such that, in the simultaneous presence of time-delays, deception attacks and uniform quantization effects, an upper bound for the filtering error covariance is guaranteed and subsequently minimized by properly designing the filter parameters via a gradient-based method at each sampling instant. Furthermore, by utilizing the mathematical induction, a sufficient condition is established to ensure the asymptotic boundedness of the sequence of the error covariance. Finally, a simulation example is utilized to illustrate the usefulness of the proposed design scheme of distributed filters. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:231 / 240
页数:10
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