作者
Chao Yang, Jiangying Zheng, Xiaoqiang Ren, Wen Yang, Hongbo Shi, Ling Shi
发表日期
2017/7/31
期刊
IEEE Transactions on Automatic Control
卷号
63
期号
3
页码范围
797-804
出版商
IEEE
简介
In this paper, we extend the stability theory on Kalman filtering with intermittent measurements from the scenario of one single sensor to the one of multiple sensors. Consider that a group of sensors take measurement of the states of a process and then send the data to a remote estimator. The estimator receives the measurements intermittently, which may be caused by the fact that the channels have packet dropouts or that the sensors schedule the data transmission stochastically. Based on the received measurements, the estimator computes the estimates of the process states by multi-sensor Kalman filtering. Because of the intermittent measurements, the estimator may be unstable. This stability issue is mainly investigated in this paper. A notion of transmission capacity, which is related to the communication rates of sensors, is proposed. It is shown that the expected estimation error covariance diverges for all …
引用总数
20172018201920202021202220232024158111812148
学术搜索中的文章
C Yang, J Zheng, X Ren, W Yang, H Shi, L Shi - IEEE Transactions on Automatic Control, 2017
C Yang, J Zheng, X Ren, W Yang, H Shi, L Shi - IEEE Transactions on Automatic Control, 2018