FlexRay公司
无线传感器网络
估计员
调度(生产过程)
计算机科学
协方差交集
控制理论(社会学)
非线性系统
数学优化
算法
数学
协方差矩阵
工程类
计算机网络
协方差矩阵的估计
航空航天工程
人工智能
物理
统计
量子力学
汽车工业
控制(管理)
作者
Yuxuan Shen,Zidong Wang,Hongli Dong,Guoping Lü,Fawaz E. Alsaadi
出处
期刊:IEEE Transactions on Network Science and Engineering
[Institute of Electrical and Electronics Engineers]
日期:2022-12-16
卷期号:10 (3): 1551-1563
被引量:9
标识
DOI:10.1109/tnse.2022.3229889
摘要
This paper is concerned with the distributed recursive state estimation problem for a class of multi-rate nonlinear systems over the sensor networks. The sensor nodes in the sensor network are communicated with each other through communication networks equipped with the FlexRay protocol, which is a hybrid protocol consists of both static and dynamic scheduling rules regulated by two time-varying variables within a communication cycle. The main purpose of this paper is to design local distributed state estimators by taking into account the scheduling of the FlexRay protocol. Upper bounds are first obtained on the local state estimation error covariances (EECs) by solving two matrix recursive equations, and then the minimum of the derived upper bounds are acquired through calculating adequate local gain matrices. Finally, the local estimates are fused by using the covariance intersection fusion method. Moreover, the uniform boundedness of the upper bounds on local EECs are analyzed. An illustrate example is provided to verify the effectiveness of the proposed distributed state estimation algorithm.
科研通智能强力驱动
Strongly Powered by AbleSci AI