DocumentCode
3169121
Title
The continuous time roots of the Interacting Multiple Model filter
Author
Blom, Henk A. P.
Author_Institution
Fac. of Aerosp. Eng., Delft Univ. of Technol., Delft, Netherlands
fYear
2012
fDate
10-13 Dec. 2012
Firstpage
6015
Lastpage
6021
Abstract
The Interacting Multiple Model (IMM) filter has become a benchmarking reference in discrete time filtering of Markov jump linear systems, and one of the most popular maneuvering target tracking approaches. Although the IMM filter is typically known in discrete time setting, it has originally been developed in a pure continuous time setting in a 1982 technical report. The resulting continuous time IMM equations have subsequently guided the development of the discrete time IMM filter for Markov jump linear systems, and its application to maneuvering target tracking. This paper presents the continuous time IMM filter and shows that this reveals the interaction behavior that has become known as the key characteristic of the discrete time IMM.
Keywords
Markov processes; continuous time filters; discrete time filters; linear systems; target tracking; Markov jump linear system; continuous time IMM equation; continuous time IMM filter; continuous time root; discrete time IMM filter; interacting multiple model filter; interaction behavior; maneuvering target tracking; Equations; Filtering theory; Markov processes; Mathematical model; Maximum likelihood detection; Nonlinear filters;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location
Maui, HI
ISSN
0743-1546
Print_ISBN
978-1-4673-2065-8
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2012.6426299
Filename
6426299
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