Multiple Target Tracking With Unresolved Measurements

被引:11
作者
Angle, R. Blair [1 ]
Streit, Roy L. [1 ]
Efe, Murat [2 ]
机构
[1] Metron Inc, Reston, VA 20190 USA
[2] Ankara Univ, Dept Elect & Elect Engn, TR-06830 Ankara, Turkey
关键词
Target tracking; Logic gates; Clutter; Sensors; Bayes methods; Standards; Probabilistic logic; Analytic combinatorics; joint probabilistic data association; merged measurements; multiple target tracking; sensor resolution; RESOLUTION;
D O I
10.1109/LSP.2021.3051858
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
A multiple target tracking filter is developed for merged measurement problems that arise with finite resolution sensors. The resulting combinatorial problem is incorporated directly in the joint likelihood function using analytic combinatorics techniques. The Bayesian filter is a sum of several terms that correspond one-to-one to the set of all feasible hypotheses about measurements and targets, i.e., resolved/unresolved, detected/undetected. Performance is demonstrated for two targets in both crossing and parallel target motion scenarios.
引用
收藏
页码:319 / 323
页数:5
相关论文
共 13 条
  • [1] CHANG KC, 1984, IEEE T AUTOMAT CONTR, V29, P585, DOI 10.1109/TAC.1984.1103597
  • [2] DAUM FE, 1994, P SOC PHOTO-OPT INS, V2235, P329, DOI 10.1117/12.179063
  • [3] Degen C., 2017, THESIS U BONN BONN
  • [4] Multiple hypothesis track maintenance with possibly unresolved measurements
    Koch, W
    VanKeuk, G
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1997, 33 (03) : 883 - 892
  • [5] A Bayesian approach to multiple target detection and tracking
    Morelande, Mark R.
    Kreucher, Christopher M.
    Kastella, Keith
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (05) : 1589 - 1604
  • [6] Mori S., 1987, Proceedings of the 1987 American Control Conference, P1099
  • [7] A Particle Multi-Target Tracker for Superpositional Measurements Using Labeled Random Finite Sets
    Papi, Francesco
    Kim, Du Yong
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (16) : 4348 - 4358
  • [8] Streit R. L., 2020, ANAL COMBINATORICS M
  • [9] Svensson D., 2010, 2010 13th International Conference on Information Fusion, P1
  • [10] Multitarget Sensor Resolution Model and Joint Probabilistic Data Association
    Svensson, Daniel
    Ulmke, Martin
    Hammarstrand, Lars
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2012, 48 (04) : 3418 - 3434