Distributed Consensus Recursive Filtering With Random Nonlinear Disturbances Under Round-robin Protocol

被引:0
|
作者
Xu, Long [1 ]
Tian, Chang [1 ]
Yu, Hui [2 ,3 ]
机构
[1] Harbin Univ Sci & Technol, Sch Sci, Harbin 150080, Peoples R China
[2] Harbin Univ Sci & Technol, Heilongjiang Prov Key Lab Complex Intelligent Syst, Harbin 150080, Peoples R China
[3] Harbin Univ Sci & Technol, Sch Automat, Harbin 150080, Peoples R China
基金
中国国家自然科学基金;
关键词
Consensus recursive filtering; nonlinear systems; random nonlinear disturbances; round-robin protocol; sensor networks; SENSOR; SYSTEMS; NETWORKS;
D O I
10.1007/s12555-022-0381-4
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 bound up with the distributed consensus recursive filtering subject to random nonlinear disturbances systems under round-robin (RR) protocol. In order to describe the system model more realistically, the nonlinear time delay is introduced into the system. RR protocol is used in this paper to reduce the network burden of information transmission among nodes. In the developed consensus recursive filtering algorithm, each node only uses the information of itself and neighboring nodes. The objective of the issue is to design a nonlinear filter for each node and calculate the corresponding filter gain matrix. The filter gain matrix is obtained by minimizing the upper bound. The upper bound of the filtering error covariance can be got by solving two matrix difference equations. By mathematical induction, it is proved that the filtering error covariance is convergent. In the end, several simulation pictures are shown to demonstrate the effectiveness of the designed filtering scheme.
引用
收藏
页码:48 / 60
页数:13
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