Title
Kalman Filtering Over Networks In Presence Of Multi-Channel Correlated Packet Drops
Abstract
In this paper, we study a modifi Kalman filter (MKF) over networks admitted multi-channel packet drops and investigate the existence of a stabilizing solution to the corresponding modified algebraic Riccati equation (MARE). Random multi-channel packet drops, compared with other previous formulations, are allowed to be correlated in spatial in this contribution. We first derive two different necessary and sufficient conditions to ensure mean-square detectability of the considered system in operator- and time-domain respectively. Then, including the necessity of the mean-square detectability, an explicit necessary and sufficient condition to the existence of a stabilizing solution to the MARE is derived, which can perfectly reduce to the existence condition to standard algebraic Riccati equation (ARE) whenever the absent of packet drops. Meanwhile, the stabilizing solution can be obtained by solving a set of linear matrix inequalities (LMIs).
Year
DOI
Venue
2019
10.1109/ICCA.2019.8899688
2019 IEEE 15TH INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA)
Field
DocType
ISSN
Matrix (mathematics),Control theory,Network packet,Kalman filter,Multi channel,Operator (computer programming),Algebraic Riccati equation,Engineering
Conference
1948-3449
Citations 
PageRank 
References 
0
0.34
0
Authors
2
Name
Order
Citations
PageRank
Jianqi Chen195.62
Jie Chen2647124.78