Deteclic: a multi-method detector of sperm whale's click

International audience In the French EEZ of Crozet and Kerguelen Islands, longline fishing is heavily impacted by the depredation of sperm whale, with significant socio-economic implication and ecological impact. Until now, only visual observations of the surface have been used to monitor this pheno...

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Main Authors: Cassiano, Fabio, Drémeau, Angélique, Samaran, Flore, Quidu, Isabelle
Other Authors: Equipe Marine Mapping & Metrology (Lab-STICC_M3), Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC), École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-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 Bretagne Loire (UBL)-IMT Atlantique (IMT Atlantique), Institut Mines-Télécom Paris (IMT)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-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 Bretagne Loire (UBL)-IMT Atlantique (IMT Atlantique), Institut Mines-Télécom Paris (IMT), Equipe Models and AlgoriThms for pRocessIng and eXtracting information (Lab-STICC_MATRIX), École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne), Equipe Observations Signal & Environnement (Lab-STICC_OSE), Acoustical Society of America
Format: Conference Object
Language:English
Published: HAL CCSD 2020
Subjects:
Online Access:https://ensta-bretagne.hal.science/hal-03125773
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record_format openpolar
spelling ftenstabretagne:oai:HAL:hal-03125773v1 2024-02-11T10:05:28+01:00 Deteclic: a multi-method detector of sperm whale's click Cassiano, Fabio Drémeau, Angélique Samaran, Flore Quidu, Isabelle Equipe Marine Mapping & Metrology (Lab-STICC_M3) Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC) École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-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 Bretagne Loire (UBL)-IMT Atlantique (IMT Atlantique) Institut Mines-Télécom Paris (IMT)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-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 Bretagne Loire (UBL)-IMT Atlantique (IMT Atlantique) Institut Mines-Télécom Paris (IMT) Equipe Models and AlgoriThms for pRocessIng and eXtracting information (Lab-STICC_MATRIX) École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne) Equipe Observations Signal & Environnement (Lab-STICC_OSE) Acoustical Society of America Virtuel, United States 2020-12-07 https://ensta-bretagne.hal.science/hal-03125773 en eng HAL CCSD hal-03125773 https://ensta-bretagne.hal.science/hal-03125773 179th Meeting of the Acoustical Society of America - Acoustics Virtually Everywhere https://ensta-bretagne.hal.science/hal-03125773 179th Meeting of the Acoustical Society of America - Acoustics Virtually Everywhere, Acoustical Society of America, Dec 2020, Virtuel, United States https://asastudents.org/acoustics-virtually-everywhere-2020/ Spectrograms Acoustic recording Wavelet transform Aquatic ecology Animal communication [SPI]Engineering Sciences [physics] info:eu-repo/semantics/conferenceObject Conference papers 2020 ftenstabretagne 2024-01-17T17:10:44Z International audience In the French EEZ of Crozet and Kerguelen Islands, longline fishing is heavily impacted by the depredation of sperm whale, with significant socio-economic implication and ecological impact. Until now, only visual observations of the surface have been used to monitor this phenomenon. Their limitations have raised the need to extend the methods of investigation. Thus, an autonomous acoustic recorder was attached directly to the longline and several hours of recording were collected, disqualifying de facto manual annotation of the data. To overcome this difficulty, we developed an automatic detector, based on five simple methods from the literature: intercorrelation with a reference signal, a Teager-Kaiser energy operator convolved with a Gabor function, spectrogram analysis, kurtosis-based statistical detection and analysis of the Daubechies 15 wavelet-transform. The different methods runs independently with a click-length analysis window allowing a click-by-click detection, and then performs a vote to limit the false alarm rate. Our tool performance is assessed on a dataset where 2450 clicks have been identified by an expert. The clicks detected give valuable indication of the presence/absence of cetacean around the longline, the level of click detection allows us to dissociate the different acoustic behaviours leading to the detection of the depredation event. Conference Object Kerguelen Islands Sperm whale ENSTA Bretagne: HAL (Ecole Nationale Supérieure de Techniques Avancées Bretagne) Kerguelen Kerguelen Islands
institution Open Polar
collection ENSTA Bretagne: HAL (Ecole Nationale Supérieure de Techniques Avancées Bretagne)
op_collection_id ftenstabretagne
language English
topic Spectrograms
Acoustic recording
Wavelet transform
Aquatic ecology
Animal communication
[SPI]Engineering Sciences [physics]
spellingShingle Spectrograms
Acoustic recording
Wavelet transform
Aquatic ecology
Animal communication
[SPI]Engineering Sciences [physics]
Cassiano, Fabio
Drémeau, Angélique
Samaran, Flore
Quidu, Isabelle
Deteclic: a multi-method detector of sperm whale's click
topic_facet Spectrograms
Acoustic recording
Wavelet transform
Aquatic ecology
Animal communication
[SPI]Engineering Sciences [physics]
description International audience In the French EEZ of Crozet and Kerguelen Islands, longline fishing is heavily impacted by the depredation of sperm whale, with significant socio-economic implication and ecological impact. Until now, only visual observations of the surface have been used to monitor this phenomenon. Their limitations have raised the need to extend the methods of investigation. Thus, an autonomous acoustic recorder was attached directly to the longline and several hours of recording were collected, disqualifying de facto manual annotation of the data. To overcome this difficulty, we developed an automatic detector, based on five simple methods from the literature: intercorrelation with a reference signal, a Teager-Kaiser energy operator convolved with a Gabor function, spectrogram analysis, kurtosis-based statistical detection and analysis of the Daubechies 15 wavelet-transform. The different methods runs independently with a click-length analysis window allowing a click-by-click detection, and then performs a vote to limit the false alarm rate. Our tool performance is assessed on a dataset where 2450 clicks have been identified by an expert. The clicks detected give valuable indication of the presence/absence of cetacean around the longline, the level of click detection allows us to dissociate the different acoustic behaviours leading to the detection of the depredation event.
author2 Equipe Marine Mapping & Metrology (Lab-STICC_M3)
Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance (Lab-STICC)
École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-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 Bretagne Loire (UBL)-IMT Atlantique (IMT Atlantique)
Institut Mines-Télécom Paris (IMT)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Bretagne Sud (UBS)-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 Bretagne Loire (UBL)-IMT Atlantique (IMT Atlantique)
Institut Mines-Télécom Paris (IMT)
Equipe Models and AlgoriThms for pRocessIng and eXtracting information (Lab-STICC_MATRIX)
École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)
Equipe Observations Signal & Environnement (Lab-STICC_OSE)
Acoustical Society of America
format Conference Object
author Cassiano, Fabio
Drémeau, Angélique
Samaran, Flore
Quidu, Isabelle
author_facet Cassiano, Fabio
Drémeau, Angélique
Samaran, Flore
Quidu, Isabelle
author_sort Cassiano, Fabio
title Deteclic: a multi-method detector of sperm whale's click
title_short Deteclic: a multi-method detector of sperm whale's click
title_full Deteclic: a multi-method detector of sperm whale's click
title_fullStr Deteclic: a multi-method detector of sperm whale's click
title_full_unstemmed Deteclic: a multi-method detector of sperm whale's click
title_sort deteclic: a multi-method detector of sperm whale's click
publisher HAL CCSD
publishDate 2020
url https://ensta-bretagne.hal.science/hal-03125773
op_coverage Virtuel, United States
geographic Kerguelen
Kerguelen Islands
geographic_facet Kerguelen
Kerguelen Islands
genre Kerguelen Islands
Sperm whale
genre_facet Kerguelen Islands
Sperm whale
op_source 179th Meeting of the Acoustical Society of America - Acoustics Virtually Everywhere
https://ensta-bretagne.hal.science/hal-03125773
179th Meeting of the Acoustical Society of America - Acoustics Virtually Everywhere, Acoustical Society of America, Dec 2020, Virtuel, United States
https://asastudents.org/acoustics-virtually-everywhere-2020/
op_relation hal-03125773
https://ensta-bretagne.hal.science/hal-03125773
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