Bayesian coherent and incoherent matched-field localization and detection in the ocean

被引:17
|
作者
Michalopoulou, Zoi-Heleni [1 ]
Pole, Andrew [1 ]
Abdi, Ali [2 ]
机构
[1] New Jersey Inst Technol, Dept Math Sci, Newark, NJ 07102 USA
[2] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
来源
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA | 2019年 / 146卷 / 06期
关键词
PROBABILITY SOURCE LOCALIZATION; GEOACOUSTIC INVERSION; MAXIMUM-LIKELIHOOD; BOTTOM; SPEED; PHASE;
D O I
10.1121/1.5138134
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Matched-field processing is applied to source localization and detection of sound sources in the ocean. The source spectrum is included in the set of unknown parameters and is estimated in the localization/detection process. Bayesian broadband (multi-tonal) incoherent and coherent processors are developed, integrating the source spectrum estimation using a Gibbs sampler and are first evaluated in source localization via point estimates and probability density functions obtained from synthetic signals. The coherent performance is superior to the incoherent one both in terms of source location estimates and density spread. The two processors are also applied to real data from the Hudson Canyon experiment. Subsequently, using Receiver Operating Characteristic (ROC) curves, the two processors are evaluated and compared in the task of joint detection and localization. The coherent detector/localization processor is superior to the incoherent one, especially as the number of frequencies increases. Joint detection and localization performance is evaluated with Localization-ROC curves. (C) 2019 Acoustical Society of America.
引用
收藏
页码:4812 / 4820
页数:9
相关论文
共 50 条
  • [11] Ocean acoustics, matched-field processing and phase conjugation
    Kuperman, WA
    Jackson, DR
    IMAGING OF COMPLEX MEDIA WITH ACOUSTIC AND SEISMIC WAVES, 2002, 84 : 43 - 96
  • [12] The effects of signal-to-noise ratio mismatch on Bayesian matched-field source localization performance
    Tantum, SL
    Nolte, LW
    ICASSP '99: 1999 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS VOLS I-VI, 1999, : 2777 - 2780
  • [13] Localization using Bartlett matched-field processor sidelobes
    Thode, AM
    Kuperman, WA
    D'Spain, GL
    Hodgkiss, WS
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2000, 107 (01): : 278 - 286
  • [14] Tabu for matched-field source localization and geoacoustic inversion
    Michalopoulou, ZH
    Ghosh-Dastidar, U
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2004, 115 (01): : 135 - 145
  • [15] BROAD-BAND MATCHED-FIELD SOURCE LOCALIZATION
    WESTWOOD, EK
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1992, 91 (05): : 2777 - 2789
  • [16] MATCHED-FIELD INVERSION FOR SOURCE LOCALIZATION WITH UNCERTAIN BATHYMETRY
    DOSSO, SE
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1993, 94 (02): : 1160 - 1163
  • [17] ESTIMATION AND DETECTION ISSUES IN MATCHED-FIELD PROCESSING
    SULLIVAN, EJ
    MIDDLETON, D
    IEEE JOURNAL OF OCEANIC ENGINEERING, 1993, 18 (03) : 156 - 167
  • [18] Quantitative ambiguity analysis for matched-field source localization
    Xu, W
    Baggeroer, AB
    Schmidt, H
    THIRTY-SIXTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS - CONFERENCE RECORD, VOLS 1 AND 2, CONFERENCE RECORD, 2002, : 448 - 452
  • [19] The matched-phase coherent multi-frequency matched-field processor
    Orris, GJ
    Nicholas, W
    Perkins, JS
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2000, 107 (05): : 2563 - 2575
  • [20] MATCHED-FIELD MINIMUM VARIANCE BEAMFORMING IN A RANDOM OCEAN CHANNEL
    KROLIK, JL
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1992, 92 (03): : 1408 - 1419