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Multitarget Tracking with Doppler Ambiguity.

Authors :
Li, K.
Habtemariam, B.
Tharmarasa, R.
Pelletier, M.
Kirubarjan, T.
Source :
IEEE Transactions on Aerospace & Electronic Systems; Oct2013, Vol. 49 Issue 4, p2640-2656, 17p
Publication Year :
2013

Abstract

A new approach for multitarget detection and tracking with Doppler ambiguity is presented. Ambiguous Doppler measurements, in addition to the position measurements, are directly used in data association and tracking. Based on the unscented Kalman filter (UKF), the multiple hypothesis tracking (MHT) algorithm and the probabilistic data association (PDA) algorithm, three different methods for solving the ambiguity, independent of the choice of particular pulse repetition frequency (PRF) values, in the tracking level are proposed. First, the UKF is modified to handle explicitly the ambiguous Doppler measurement. It is shown that the modified UKF can achieve better tracking performance than the standard UKF. On the other hand, the MHT and PDA algorithms, both of which are usually used to solve the measurement-to-track association problem, are modified here to handle the Doppler ambiguity problem. Simulations are performed to demonstrate the effectiveness of the new algorithms. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00189251
Volume :
49
Issue :
4
Database :
Complementary Index
Journal :
IEEE Transactions on Aerospace & Electronic Systems
Publication Type :
Academic Journal
Accession number :
90678132
Full Text :
https://doi.org/10.1109/TAES.2013.6621842