DocumentCode :
1883489
Title :
MIMO radar target tracking using the probability hypothesis density filter
Author :
Glass, John D. ; Lanterman, Aaron D.
Author_Institution :
Georgia Tech Res. Inst., Atlanta, GA, USA
fYear :
2012
fDate :
3-10 March 2012
Firstpage :
1
Lastpage :
8
Abstract :
Target tracking in a widely spread multiple input multiple output (MIMO) radar system requires joint processing of several measurements from multiple sensors. The probability hypothesis density (PHD) filter provides a promising framework to process these measurements, since it does not require any measurement-to-track associations. Furthermore, the PHD filter naturally handles a multi-target environment because of the lack of explicit data association. We implement a PHD filter in the GTRI/ONR MIMO Benchmark, and compare results against the Benchmark´s default solution. We assume a linear Gaussian target model so that the posterior target intensity at any time step is a Gaussian mixture (GM). Under this assumption, the PHD filter has closed-form recursions and target state extraction is simplified. This paper focuses on our implementation of the GM-PHD filter in the MIMO Benchmark, along with practical issues such as track labeling and applying the filter for the case of multiple sensors.
Keywords :
Gaussian processes; MIMO radar; filtering theory; radar tracking; target tracking; GM; GM-PHD filter; GTRI-ONR MIMO benchmark; Gaussian mixture; MIMO radar target tracking; data association; linear Gaussian target model; multiple-input multiple-output radar system; multitarget environment; posterior target intensity; probability hypothesis density filter; target state extraction; track labeling; Equations; MIMO; MIMO radar; Mathematical model; Radar tracking; Sensors; Target tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Aerospace Conference, 2012 IEEE
Conference_Location :
Big Sky, MT
ISSN :
1095-323X
Print_ISBN :
978-1-4577-0556-4
Type :
conf
DOI :
10.1109/AERO.2012.6187208
Filename :
6187208
Link To Document :
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