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
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;
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2012.6426299