DocumentCode :
77768
Title :
On Spawning and Combination of Extended/Group Targets Modeled With Random Matrices
Author :
Granstrom, Karl ; Orguner, Umut
Author_Institution :
Dept. of Electr. Eng., Linkoping Univ., Linkoping, Sweden
Volume :
61
Issue :
3
fYear :
2013
fDate :
Feb.1, 2013
Firstpage :
678
Lastpage :
692
Abstract :
In extended/group target tracking, where the extensions of the targets are estimated, target spawning and combination events might have significant implications on the extensions. This paper investigates target spawning and combination events for the case that the target extensions are modeled in a random matrix framework. The paper proposes functions that should be provided by the tracking filter in such a scenario. The results, which are obtained by a gamma Gaussian inverse Wishart implementation of an extended target probability hypothesis density filter, confirms that the proposed functions improve the performance of the tracking filter for spawning and combination events.
Keywords :
Gaussian processes; filtering theory; matrix algebra; probability; random processes; target tracking; combination event; extended target probability hypothesis density filter; extended target tracking; gamma Gaussian inverse Wishart implementation; group target tracking; random matrix framework; target spawning; tracking filter; Covariance matrix; Kinematics; Shape; Target tracking; Time measurement; Tin; Vectors; Extended target; Kullback-Leibler divergence; random matrix; target combination; target spawning;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2012.2230171
Filename :
6362263
Link To Document :
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