Fixed-interval smoothing for Markovian switching systems

A suboptimal approach to the fixed-interval smoothing problem for Markovian switching systems is examined. A smoothing algorithm is developed that uses two multiple-model filters, where one of the filters propagates in the forward-time direction and the other one propagates in the backward-time dire...

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Veröffentlicht in:IEEE transactions on information theory 1995-11, Vol.41 (6), p.1845-1855
Hauptverfasser: Helmick, R.E., Blair, W.D., Hoffman, S.A.
Format: Artikel
Sprache:eng
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Zusammenfassung:A suboptimal approach to the fixed-interval smoothing problem for Markovian switching systems is examined. A smoothing algorithm is developed that uses two multiple-model filters, where one of the filters propagates in the forward-time direction and the other one propagates in the backward-time direction. A backward-time filtering algorithm based on the interacting multiple model concept is also developed. Results from a simulation example are given to illustrate the performance of the smoothing algorithm with respect to that of filtering. The example involves radar tracking of a Mach 1 aircraft.
ISSN:0018-9448
1557-9654
DOI:10.1109/18.476310