Powerful Test Statistic for Track Management in Clutter

被引:4
作者
Kennedy, Hugh L. [1 ]
机构
[1] Univ S Australia, Def & Syst Inst DASI, Adelaide, SA 5095, Australia
关键词
THRESHOLD OPTIMIZATION; DATA ASSOCIATION; TARGET TRACKING; HYPOTHESIS; BOUNDS;
D O I
10.1109/TAES.2013.120198
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A test statistic, which does not require prior knowledge of p(d), is proposed to support automatic track confirmation and termination decisions in a multiple hypotheses tracker (MHT). Use of gamma distributions yields a linear log-likelihood ratio (LLR) with constant parameters derived from target and clutter models. The proposed LLR results in a higher probability of true track confirmation (i.e., the statistical power of the test) for a given probability of false track confirmation than does the reference MHT implementation and more uniform confirmation statistics.
引用
收藏
页码:207 / 223
页数:17
相关论文
共 34 条
[1]   Threshold Optimization for Tracking a Nonmaneuvering Target [J].
Aslan, Murat Samil ;
Saranli, Afsar .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2011, 47 (04) :2844-2859
[2]   A tracker-aware detector threshold optimization formulation for tracking maneuvering targets in clutter [J].
Aslan, Murat Samil ;
Saranli, Afsar .
SIGNAL PROCESSING, 2011, 91 (09) :2213-2221
[3]   Tracker-aware adaptive detection: An efficient closed-form solution for the Neyman-Pearson case [J].
Aslan, Murat Samil ;
Saranli, Afsar ;
Baykal, Buyurman .
DIGITAL SIGNAL PROCESSING, 2010, 20 (05) :1468-1481
[4]   Dimensionless score function for multiple hypothesis tracking [J].
Bar-Shalom, Yaakov ;
Blackman, Sam S. ;
Fitzgerald, Robert J. .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2007, 43 (01) :392-400
[5]   MULTIPLE HYPOTHESIS TRACK CONFIRMATION FOR INFRARED SURVEILLANCE SYSTEMS [J].
BLACKMAN, S ;
DEMPSTER, R ;
BROIDA, T .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1993, 29 (03) :810-824
[6]   Multiple hypothesis tracking for multiple target tracking [J].
Blackman, SS .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2004, 19 (01) :5-18
[7]   Offline and real-time methods for ML-PDA track validation [J].
Blanding, Wayne R. ;
Willett, Peter K. ;
Bar-Shalom, Yaakov .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (05) :1994-2006
[8]   A Note on Bounds for Target Tracking with pd < 1 [J].
Boers, Yvo ;
Driessen, Hans .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2009, 45 (02) :640-646
[9]  
Crouse D. F., FDFDF
[10]   Developing a Real-Time Track Display That Operators Do Not Hate [J].
Crouse, David Frederic ;
Willett, Peter ;
Bar-Shalom, Yaakov .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (07) :3441-3447