Shallow sea matching field continuous tracking method based on trajectory Poisson multi-Bernoulli hybrid filter

被引:0
|
作者
Zhou, Yu-Yuan [1 ,2 ]
Sun, Chao [1 ,2 ]
Xie, Lei [1 ,2 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian 710072, Peoples R China
[2] Northwestern Polytech Univ, Key Lab Ocean Acoust & Sensing, Minist Ind & Informat Technol, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
shallow water waveguide; matched field tracking; a scene of intermittent vocalization; continuous trajectory; PROBABILITY; LOCALIZATION;
D O I
10.7498/aps.72.20230124
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In the shallow water waveguide, matched field tracking methods use the continuity of the peak position of the moving source and the disorder of pseudo-peaks on the sequential ambiguity surfaces to track the underwater source trajectory. However, owing to the dual influence of the space-time fluctuating shallow water waveguide environment and the complex sources motion scene, the existing matching field tracking methods are prone to track interruption, switches and false track phenomena, leading to discontinuous tracking results. Using the consistency between the peak position distance likelihood and the peak amplitude likelihood of sequential ambiguity surfaces, a continuous matched field tracking method is proposed based on the trajectory Poisson multi-Bernoulli mixture filter in this paper. The proposed method is applied to SWellEx-96 experimental data, and the tracking performance is measured by the linear programming metric. The results show that compared with the existing matching field tracking method and multi-target tracking method via random finite set, the proposed method achieves continuous tracking and accurate quantity estimation of moving sources trajectory. Among them, the prediction step and updating step in the trajectory space can avoid the phenomenon of trajectory interruption and switches in unvoiced periods.
引用
收藏
页数:15
相关论文
共 21 条
  • [1] Labeled Random Finite Sets and Multi-Object Conjugate Priors
    Ba-Tuong Vo
    Ba-Ngu Vo
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (13) : 3460 - 3475
  • [2] Bendat J.S., 2010, Random Data, V4th, P604
  • [3] MATCHED-FIELD TRACKING IN SHALLOW-WATER
    BUCKER, H
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1994, 96 (06): : 3809 - 3811
  • [4] USE OF CALCULATED SOUND FIELDS AND MATCHED-FIELD DETECTION TO LOCATE SOUND SOURCES IN SHALLOW-WATER
    BUCKER, HP
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1976, 59 (02): : 368 - 373
  • [5] A HYBRID TARGET MOTION ANALYSIS MATCHED-FIELD PROCESSING LOCALIZATION METHOD
    FAWCETT, JA
    MARANDA, BH
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1993, 94 (03): : 1363 - 1371
  • [6] Matched-field source tracking by ambiguity surface averaging
    Fialkowski, LT
    Perkins, JS
    Collins, MD
    Nicholas, M
    Fawcett, JA
    Kuperman, WA
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2001, 110 (02): : 739 - 746
  • [7] Trajectory Poisson Multi-Bernoulli Filters
    Garcia-Fernandez, Angel F.
    Svensson, Lennart
    Williams, Jason L.
    Xia, Yuxuan
    Granstrom, Karl
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2020, 68 : 4933 - 4945
  • [8] Poisson Multi-Bernoulli Mixture Filter: Direct Derivation and Implementation
    Garcia-Fernandez, Angel F.
    Williams, Jason L.
    Granstrom, Karl
    Svensson, Lennart
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2018, 54 (04) : 1883 - 1901
  • [9] The GM-CPHD Tracker Applied to Real and Realistic Multistatic Sonar Data Sets
    Georgescu, Ramona
    Willett, Peter
    [J]. IEEE JOURNAL OF OCEANIC ENGINEERING, 2012, 37 (02) : 220 - 235
  • [10] Tracking time differences of arrivals of multiple sound sources in the presence of clutter and missed detections
    Gruden, Pina
    Nosal, Eva-Marie
    Oleson, Erin
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2021, 150 (05): : 3399 - 3416