DocumentCode
1330002
Title
Signal-to-noise ratio threshold effect in track before detect
Author
Morelande, Mark ; Ristic, Branko
Author_Institution
Dept. of EEE, Univ. of Melbourne, Melbourne, VIC, Australia
Volume
3
Issue
6
fYear
2009
fDate
12/1/2009 12:00:00 AM
Firstpage
601
Lastpage
608
Abstract
Track before detect (TBD) refers to simultaneous detection and tracking using unthresholded sensor responses over time. The motivation for TBD is its capacity to deal with low signal-to-noise ratio (SNR) targets. Previously, the achievable error for TBD has been established using Crameacuteracute-Rao analysis. Although computationally simple the Crameacuteracute-Rao bound is not useful at low SNR as it does not predict the threshold effect. A more accurate notion of the achievable performance at low SNRs is provided by the computationally more complicated Barankin bound. The computational complexity of the Barankin bound arises from the need to optimise over a number of test points, with the tightness of bound increasing with the number of test points. An approximation to the Barankin bound is proposed which permits the use of multiple test points with reasonable computational expense. The improvements in threshold SNR prediction offered by the proposed bound are demonstrated in numerical examples.
Keywords
computational complexity; image segmentation; mean square error methods; object detection; signal detection; target tracking; Barankin bound analysis; CRB; Crameacuteracute-Rao bound analysis; MSE; TBD; approximation theory; computational complexity; mean-squared-error method; multiple test point; numerical example; signal-to-noise ratio threshold effect; target tracking detection algorithm; threshold SNR prediction; track before detect; unthresholded sensor response;
fLanguage
English
Journal_Title
Radar, Sonar & Navigation, IET
Publisher
iet
ISSN
1751-8784
Type
jour
DOI
10.1049/iet-rsn.2009.0017
Filename
5332153
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