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On Kalman Smoothing With Random Packet Loss.

Authors :
Leong, Alex S.
Dey, Subhrakanti
Evans, Jamie S.
Source :
IEEE Transactions on Signal Processing. Jul2008 Part 2, Vol. 56 Issue 7, p3346-3351. 6p. 1 Chart, 1 Graph.
Publication Year :
2008

Abstract

This correspondence studies the performance of Kalman fixed lag smoothers with random packet losses and its comparison with the Kalman filter with packet loss. In terms of estimator stability via boundedness of the expectation of the error covariance, we show that smoothing does not provide any benefit over filtering. On the other hand, it is demonstrated that using a probabilistic notion of performance, smoothing can provide significant gains when compared to Kalman filtering. An analysis of Kalman filtering using two simple retransmission schemes and its comparison with Kalman smoothing is also made. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
1053587X
Volume :
56
Issue :
7
Database :
Academic Search Index
Journal :
IEEE Transactions on Signal Processing
Publication Type :
Academic Journal
Accession number :
33202736
Full Text :
https://doi.org/10.1109/TSP.2008.920470