DocumentCode :
417704
Title :
Tracking of multiple maneuvering targets using multiscan JPDA and IMM smoothing [radar sensor example]
Author :
Puranik, Sumedh ; Tugnait, Jitendra K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Auburn Univ., AL, USA
Volume :
3
fYear :
2004
fDate :
17-21 May 2004
Abstract :
We consider the problem of tracking multiple maneuvering targets in the presence of clutter using switching multiple target motion models. A novel suboptimal fixed-lag smoothing algorithm is developed by applying the basic interacting multiple model (IMM) approach and joint probabilistic data association (JPDA) technique to a state augmented system. But unlike the standard single scan JPDA approach, we exploit a multiscan JPDA (Mscan-JPDA) approach to solve the data association problem. The algorithm is illustrated via a simulation example.
Keywords :
covariance matrices; probability; radar clutter; radar signal processing; radar tracking; target tracking; tracking filters; IMM smoothing; Mscan-JPDA; clutter; covariance matrix; interacting multiple model; joint probabilistic data association; multiple maneuvering target tracking; multiscan JPDA; suboptimal fixed-lag smoothing algorithm; switching multiple target motion models; Bayesian methods; Kinematics; Measurement uncertainty; Sampling methods; Size measurement; Smoothing methods; Target tracking; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8484-9
Type :
conf
DOI :
10.1109/ICASSP.2004.1326706
Filename :
1326706
Link To Document :
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