Smoothing Multi-Scan Target Tracking in Clutter

被引:20
|
作者
Musicki, Darko [1 ]
Song, Taek Lyul [1 ]
Kim, Tae Han [1 ]
机构
[1] Hanyang Univ, Dept Elect Syst Engn, Ansan, South Korea
关键词
Data association; false track discrimination; ITS; smoothing; target existence; target tracking; MULTITARGET TRACKING; DATA ASSOCIATION; DENSITY;
D O I
10.1109/TSP.2013.2273195
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a fixed interval smoothing multiscan algorithm for target tracking in clutter. Both the probability of target existence and the target trajectory probability density function are calculated using all available measurements. This improves both the false track discrimination and the target trajectory estimate. The fixed interval smoothing fuses the forward and the backward multi-scan predictions, to obtain the smoothing predictions and smoothing innovations. Both trajectory estimates and the data association probabilities are calculated using the smoothing innovations. An overlapping batch procedure is described which limits the smoothing delay.
引用
收藏
页码:4740 / 4752
页数:13
相关论文
共 50 条
  • [21] Multisensor tracking of a maneuvering target in clutter using IMMPDA fixed-lag smoothing
    Chen, B
    Tugnait, JK
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2000, 36 (03) : 983 - 991
  • [22] Fixed lag smoothing target tracking in clutter for a high pulse repetition frequency radar
    Uzair Khan
    Yi Fang Shi
    Taek Lyul Song
    [J]. EURASIP Journal on Advances in Signal Processing, 2015
  • [23] THE USE OF MULTI-SCAN DIFFRACTION IN PHASE IDENTIFICATION
    SMITH, GS
    NICHOLS, MC
    [J]. ADVANCES IN X-RAY ANALYSIS, 1983, 26 : 189 - 196
  • [24] Multi-Target Tracking in Clutter Aided by Doppler Information
    Jin, Biao
    Li, Cong
    Guo, Jiao
    He, Dong-Jian
    [J]. Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2019, 48 (04): : 511 - 517
  • [25] Multi-Target Tracking in Clutter without Measurement Assignment
    Musicki, Darko
    La Scala, Barbara
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2008, 44 (03) : 877 - 896
  • [26] Multi-target tracking in clutter without measurement assignment
    Musicki, D
    La Scala, BR
    Evans, RJ
    [J]. 2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5, 2004, : 716 - 721
  • [27] Enhanced multi-model multi-scan data association and tracking algorithm via convex variational inference ☆
    Liu, Haiqi
    Sun, Jiajie
    Wang, Zhiguo
    Shen, Xiaojing
    [J]. SIGNAL PROCESSING, 2024, 222
  • [28] Multi-Scan Generalized Labeled Multi-Bernoulli Filter
    Ba-Thong Vo
    Ba-Ngu Vo
    [J]. 2018 21ST INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2018, : 195 - 202
  • [29] IMPROVED MULTITARGET TRACKING IN CLUTTER BY PDA SMOOTHING
    MAHALANABIS, AK
    ZHOU, B
    BOSE, NK
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1990, 26 (01) : 113 - 121
  • [30] A Fixed Lag Smoothing IPDA Tracking in Clutter
    Khan, Uzair
    Musicki, Darko
    Song, Taek Lyul
    [J]. 2014 17TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2014,