Multipath Generalized Labeled Multi-Bernoulli Filter

被引:0
作者
Yang, Bin [1 ]
Wang, Jun [1 ]
Wang, Wenguang [1 ]
Wei, Shaoming [1 ]
机构
[1] Beihang Univ, Sch Elect & Informat Engn, Beijing, Peoples R China
来源
2018 21ST INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION) | 2018年
基金
中国国家自然科学基金;
关键词
RANDOM FINITE SETS; TRACKING; FUSION; ORDER;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Traditional multitarget tracking algorithms assume that each target can generate at most one detection per scan. However, in the over-the-horizon radar (OTHR), a target may produce multiple detections because of multipath propagation. In this paper, we propose a new algorithm, called multipath generalized labeled multi-Bernoulli (MP-GLMB) filter, to effectively track multiple targets in such multiple-detection systems. The proposed technique is based on the labeled random finite set (RFS), which estimates the number of targets and the trajectories of their states. The proposed MP-GLMB filter is compared with the multipath version of the probability hypothesis density (PHD) filter and the multi-target multi-Bernoulli (MeMber) filter, and simulation results show that our algorithm has improved tracking performance.
引用
收藏
页码:1423 / 1429
页数:7
相关论文
共 33 条
[1]   An Efficient Implementation of the Generalized Labeled Multi-Bernoulli Filter [J].
Ba-Ngu Vo ;
Ba-Tuong Vo ;
Hung Gia Hoang .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2017, 65 (08) :1975-1987
[2]   Labeled Random Finite Sets and the Bayes Multi-Target Tracking Filter [J].
Ba-Ngu Vo ;
Ba-Tuong Vo ;
Dinh Phung .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (24) :6554-6567
[3]   Labeled Random Finite Sets and Multi-Object Conjugate Priors [J].
Ba-Tuong Vo ;
Ba-Ngu Vo .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (13) :3460-3475
[4]  
Bar-Shalm Y., 2011, TRACKING DATA FUSION
[5]   Multiple Extended Target Tracking With Labeled Random Finite Sets [J].
Beard, Michael ;
Reuter, Stephan ;
Granstrom, Karl ;
Vo, Ba-Tuong ;
Vo, Ba-Ngu ;
Scheel, Alexander .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2016, 64 (07) :1638-1653
[6]   Multiple hypothesis tracking for multiple target tracking [J].
Blackman, SS .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2004, 19 (01) :5-18
[7]  
Blom HAP, 2002, IEEE DECIS CONTR P, P3408, DOI 10.1109/CDC.2002.1184402
[8]  
Challa S., 2011, Fundamentals of object tracking
[9]  
Chen J., 2014, IEEE T AERO ELEC SYS, V50, P461
[10]   A Multiple-Detection Joint Probabilistic Data Association Filter [J].
Habtemariam, B. ;
Tharmarasa, R. ;
Thayaparan, T. ;
Mallick, M. ;
Kirubarajan, T. .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2013, 7 (03) :461-471