Automated detection of Antarctic blue whale calls

International audience This paper addresses the problem of automated detection of Z-calls emitted by Antarctic blue whales (B. m. intermedia). The proposed solution is based on a subspacedetector of sigmoidal-frequency signals with unknown time-varying amplitude. This detection strategy takes into a...

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Published in:The Journal of the Acoustical Society of America
Main Authors: Socheleau, François-Xavier, Leroy, Emmanuelle, Pecci, Andres Carvallo, Samaran, Flore, Bonnel, Julien, Royer, Jean-Yves
Other Authors: Département Signal et Communications (SC), Université européenne de Bretagne - European University of Brittany (UEB)-Télécom Bretagne-Institut Mines-Télécom Paris (IMT), Lab-STICC_TB_CACS_COM, Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC), Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM), Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom Paris (IMT)-Centre National de la Recherche Scientifique (CNRS)-Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM), Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom Paris (IMT)-Centre National de la Recherche Scientifique (CNRS), Domaines Océaniques (LDO), Institut national des sciences de l'Univers (INSU - CNRS)-Université de Brest (UBO)-Observatoire des Sciences de l'Univers-Institut d'écologie et environnement-Centre National de la Recherche Scientifique (CNRS), Lab-STICC_ENSTAB_CID_TOMS
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2015
Subjects:
Online Access:https://hal.science/hal-01236929
https://doi.org/10.1121/1.4934271
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spelling ftunivnantes:oai:HAL:hal-01236929v1 2023-05-15T13:57:13+02:00 Automated detection of Antarctic blue whale calls Socheleau, François-Xavier Leroy, Emmanuelle Pecci, Andres Carvallo Samaran, Flore Bonnel, Julien Royer, Jean-Yves Département Signal et Communications (SC) Université européenne de Bretagne - European University of Brittany (UEB)-Télécom Bretagne-Institut Mines-Télécom Paris (IMT) Lab-STICC_TB_CACS_COM Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC) Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM) Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom Paris (IMT)-Centre National de la Recherche Scientifique (CNRS)-Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM) Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom Paris (IMT)-Centre National de la Recherche Scientifique (CNRS) Domaines Océaniques (LDO) Institut national des sciences de l'Univers (INSU - CNRS)-Université de Brest (UBO)-Observatoire des Sciences de l'Univers-Institut d'écologie et environnement-Centre National de la Recherche Scientifique (CNRS) Lab-STICC_ENSTAB_CID_TOMS 2015-11-02 https://hal.science/hal-01236929 https://doi.org/10.1121/1.4934271 en eng HAL CCSD Acoustical Society of America info:eu-repo/semantics/altIdentifier/doi/10.1121/1.4934271 hal-01236929 https://hal.science/hal-01236929 doi:10.1121/1.4934271 ISSN: 0001-4966 EISSN: 1520-8524 Journal of the Acoustical Society of America https://hal.science/hal-01236929 Journal of the Acoustical Society of America, 2015, 138 (3105), ⟨10.1121/1.4934271⟩ Acoustic analysis Subspaces Acoustic sensing AgroacousticsTime series analysis [SPI.ACOU]Engineering Sciences [physics]/Acoustics [physics.class-ph] info:eu-repo/semantics/article Journal articles 2015 ftunivnantes https://doi.org/10.1121/1.4934271 2023-03-01T06:27:21Z International audience This paper addresses the problem of automated detection of Z-calls emitted by Antarctic blue whales (B. m. intermedia). The proposed solution is based on a subspacedetector of sigmoidal-frequency signals with unknown time-varying amplitude. This detection strategy takes into account frequency variations of blue whale calls as well as the presence of other transient sounds that can interfere with Z-calls (such as airguns or other whale calls). The proposed method has been tested on more than 105 h of acoustic data containing about 2200 Z-calls (as found by an experienced human operator). This method is shown to have a correct-detection rate of up to more than 15% better than the extensible bioacoustic tool package, a spectrogram-based correlation detector commonly used to study blue whales. Because the proposed method relies on subspacedetection, it does not suffer from some drawbacks of correlation-based detectors. In particular, it does not require the choice of an a priori fixed and subjective template. The analytic expression of the detection performance is also derived, which provides crucial information for higher level analyses such as animal density estimation from acoustic data. Finally, the detection threshold automatically adapts to the soundscape in order not to violate a user-specified false alarm rate. Article in Journal/Newspaper Antarc* Antarctic Blue whale Université de Nantes: HAL-UNIV-NANTES Antarctic The Journal of the Acoustical Society of America 138 5 3105 3117
institution Open Polar
collection Université de Nantes: HAL-UNIV-NANTES
op_collection_id ftunivnantes
language English
topic Acoustic analysis
Subspaces Acoustic sensing
AgroacousticsTime series analysis
[SPI.ACOU]Engineering Sciences [physics]/Acoustics [physics.class-ph]
spellingShingle Acoustic analysis
Subspaces Acoustic sensing
AgroacousticsTime series analysis
[SPI.ACOU]Engineering Sciences [physics]/Acoustics [physics.class-ph]
Socheleau, François-Xavier
Leroy, Emmanuelle
Pecci, Andres Carvallo
Samaran, Flore
Bonnel, Julien
Royer, Jean-Yves
Automated detection of Antarctic blue whale calls
topic_facet Acoustic analysis
Subspaces Acoustic sensing
AgroacousticsTime series analysis
[SPI.ACOU]Engineering Sciences [physics]/Acoustics [physics.class-ph]
description International audience This paper addresses the problem of automated detection of Z-calls emitted by Antarctic blue whales (B. m. intermedia). The proposed solution is based on a subspacedetector of sigmoidal-frequency signals with unknown time-varying amplitude. This detection strategy takes into account frequency variations of blue whale calls as well as the presence of other transient sounds that can interfere with Z-calls (such as airguns or other whale calls). The proposed method has been tested on more than 105 h of acoustic data containing about 2200 Z-calls (as found by an experienced human operator). This method is shown to have a correct-detection rate of up to more than 15% better than the extensible bioacoustic tool package, a spectrogram-based correlation detector commonly used to study blue whales. Because the proposed method relies on subspacedetection, it does not suffer from some drawbacks of correlation-based detectors. In particular, it does not require the choice of an a priori fixed and subjective template. The analytic expression of the detection performance is also derived, which provides crucial information for higher level analyses such as animal density estimation from acoustic data. Finally, the detection threshold automatically adapts to the soundscape in order not to violate a user-specified false alarm rate.
author2 Département Signal et Communications (SC)
Université européenne de Bretagne - European University of Brittany (UEB)-Télécom Bretagne-Institut Mines-Télécom Paris (IMT)
Lab-STICC_TB_CACS_COM
Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC)
Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM)
Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom Paris (IMT)-Centre National de la Recherche Scientifique (CNRS)-Université européenne de Bretagne - European University of Brittany (UEB)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Télécom Bretagne-Institut Brestois du Numérique et des Mathématiques (IBNM)
Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-Institut Mines-Télécom Paris (IMT)-Centre National de la Recherche Scientifique (CNRS)
Domaines Océaniques (LDO)
Institut national des sciences de l'Univers (INSU - CNRS)-Université de Brest (UBO)-Observatoire des Sciences de l'Univers-Institut d'écologie et environnement-Centre National de la Recherche Scientifique (CNRS)
Lab-STICC_ENSTAB_CID_TOMS
format Article in Journal/Newspaper
author Socheleau, François-Xavier
Leroy, Emmanuelle
Pecci, Andres Carvallo
Samaran, Flore
Bonnel, Julien
Royer, Jean-Yves
author_facet Socheleau, François-Xavier
Leroy, Emmanuelle
Pecci, Andres Carvallo
Samaran, Flore
Bonnel, Julien
Royer, Jean-Yves
author_sort Socheleau, François-Xavier
title Automated detection of Antarctic blue whale calls
title_short Automated detection of Antarctic blue whale calls
title_full Automated detection of Antarctic blue whale calls
title_fullStr Automated detection of Antarctic blue whale calls
title_full_unstemmed Automated detection of Antarctic blue whale calls
title_sort automated detection of antarctic blue whale calls
publisher HAL CCSD
publishDate 2015
url https://hal.science/hal-01236929
https://doi.org/10.1121/1.4934271
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Blue whale
genre_facet Antarc*
Antarctic
Blue whale
op_source ISSN: 0001-4966
EISSN: 1520-8524
Journal of the Acoustical Society of America
https://hal.science/hal-01236929
Journal of the Acoustical Society of America, 2015, 138 (3105), ⟨10.1121/1.4934271⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1121/1.4934271
hal-01236929
https://hal.science/hal-01236929
doi:10.1121/1.4934271
op_doi https://doi.org/10.1121/1.4934271
container_title The Journal of the Acoustical Society of America
container_volume 138
container_issue 5
container_start_page 3105
op_container_end_page 3117
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