Bernoulli Multi-Target Track-Before-Detect for Maritime Radar

被引:0
|
作者
Ristic, Branko [1 ]
Kim, Du Yong [1 ]
Rosenberg, Luke [2 ]
Guan, Robin [1 ]
机构
[1] RMIT Univ, Sch Engn, Melbourne, Vic, Australia
[2] Def Sci & Technol Grp, Canberra, ACT, Australia
关键词
Maritime surveillance; track-before-detect; sea clutter; radar tracking; HOUGH TRANSFORM; CLUTTER; TARGETS;
D O I
10.1109/radar42522.2020.9114820
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
Detection and tracking of small maritime targets using high resolution radar is a challenging problem due to the temporally and spatially varying nature of the sea surface and the spiky returns which can resemble targets. The traditional approach to radar data processing is to first detect targets using their amplitude information (by comparing the radar returns to a suitably chosen threshold) and then feed the extracted (point) measurements into a target tracking system. An alternative approach which can be exploited to improve tracking of weak targets is to process the raw radar data directly though use of a track before detect (TBD) algorithm. This paper presents the development of a multi-target TBD algorithm for maritime radar with targets that are both widely separated and also closely spaced. The algorithm builds upon the Bayes-optimal single-target TBD filter, referred to as the Bernoulli TBD.
引用
收藏
页码:873 / 878
页数:6
相关论文
共 50 条
  • [1] Bernoulli track-before-detect filter for maritime radar
    Ristic, Branko
    Rosenberg, Luke
    Kim, Du Yong
    Wang, Xuezhi
    Williams, Jason
    [J]. IET RADAR SONAR AND NAVIGATION, 2020, 14 (03): : 356 - 363
  • [2] Bernoulli track-before-detect smoothing for maritime radar
    Ristic, Branko
    Guan, Robin
    Kim, Du Yong
    Rosenberg, Luke
    [J]. IET RADAR SONAR AND NAVIGATION, 2022, 16 (06): : 953 - 960
  • [3] Labeled Multi-Bernoulli Track-Before-Detect for Multi-Target Tracking in Video
    Rathnayake, Tharindu
    Gostar, Amirali Khodadadian
    Hoseinnezhad, Reza
    Bab-Hadiashar, Alireza
    [J]. 2015 18TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2015, : 1353 - 1358
  • [4] A Bernoulli Track-Before-Detect Filter for Interacting Targets in Maritime Radar
    Kim, Du Yong
    Ristic, Branko
    Guan, Robin
    Rosenberg, Luke
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2021, 57 (03) : 1981 - 1991
  • [5] Exploiting Doppler in Bernoulli Track-Before-Detect for a Scanning Maritime Radar
    Ristic, Branko
    Kim, Du Yong
    Rosenberg, Luke
    Guan, Robin
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2022, 58 (01) : 720 - 728
  • [6] Track-Before-Detect Procedures in a Multi-Target Environment
    Buzzi, Stefano
    Lops, Marco
    Venturino, Luca
    Ferri, Maurizio
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2008, 44 (03) : 1135 - 1150
  • [7] Constrained δ-GLMB Filter for Multi-Target Track-Before-Detect using Radar Measurements
    Papi, Francesco
    [J]. 2015 EUROPEAN INTELLIGENCE AND SECURITY INFORMATICS CONFERENCE (EISIC), 2015, : 90 - 97
  • [8] Bernoulli Track-Before-Detect Filter for Passive Radar
    Xu Cong
    He Zishu
    Tang Lizhi
    [J]. TWELFTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING SYSTEMS, 2021, 11719
  • [9] Bernoulli Filter for Track-Before-Detect using MIMO Radar
    Papi, F.
    Kyovtorov, V.
    Giuliani, R.
    Oliveri, F.
    Tarchi, D.
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2014, 21 (09) : 1145 - 1149
  • [10] Monopulse radar track-before-detect using Bernoulli filter
    Cai, Fei
    [J]. IET SIGNAL PROCESSING, 2022, 16 (08) : 1011 - 1021