Title :
Optimal Filtering for Systems With Multiple Packet Dropouts
Author :
Sun, Shuli ; Xie, Lihua ; Xiao, Wendong ; Xiao, Nan
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
fDate :
7/1/2008 12:00:00 AM
Abstract :
This paper is concerned with the optimal filtering problem for discrete-time stochastic linear systems with multiple packet dropouts, where the number of consecutive packet dropouts is limited by a known upper bound. Without resorting to state augmentation, the system is converted to one with measurement delays and a moving average (MV) colored measurement noise. An unbiased optimal filter is developed in the linear least-mean-square sense. Its solution depends on the recursion of a Riccati equation and a Lyapunov equation. A numerical example shows the effectiveness of the proposed filter.
Keywords :
Lyapunov methods; Riccati equations; discrete time systems; filtering theory; least mean squares methods; linear systems; moving average processes; radio networks; stochastic systems; Lyapunov equation; Riccati equation; discrete-time stochastic linear systems; linear least-mean-square sense; moving average colored measurement noise; multiple packet dropouts; optimal filtering; Lyapunov equation; Riccati equation; optimal linear filter; packet dropouts; random measurement delays;
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2008.921576