Acoustic seascape partitioning through functional data analysis

Aim Water column acoustic backscatter is regularly registered during oceanographic surveys, providing valuable information on the composition and distribution of pelagic life in the ocean. We propose an objective approach based on functional data analysis to classify these acoustic seascapes into bi...

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Published in:Journal of Biogeography
Main Authors: Ariza, Alejandro, Lebourges-dhaussy, Anne, Nerini, David, Pauthenet, Etienne, Roudaut, Gildas, Assunção, Ramilla, Tosetto, Everton, Bertrand, Arnaud
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2023
Subjects:
Online Access:https://archimer.ifremer.fr/doc/00807/91875/97829.pdf
https://archimer.ifremer.fr/doc/00807/91875/97830.pdf
https://doi.org/10.1111/jbi.14534
https://archimer.ifremer.fr/doc/00807/91875/
id ftarchimer:oai:archimer.ifremer.fr:91875
record_format openpolar
spelling ftarchimer:oai:archimer.ifremer.fr:91875 2024-04-28T08:38:15+00:00 Acoustic seascape partitioning through functional data analysis Ariza, Alejandro Lebourges-dhaussy, Anne Nerini, David Pauthenet, Etienne Roudaut, Gildas Assunção, Ramilla Tosetto, Everton Bertrand, Arnaud 2023-09 application/pdf https://archimer.ifremer.fr/doc/00807/91875/97829.pdf https://archimer.ifremer.fr/doc/00807/91875/97830.pdf https://doi.org/10.1111/jbi.14534 https://archimer.ifremer.fr/doc/00807/91875/ eng eng Wiley info:eu-repo/grantAgreement/EC/H2020/734271/EU//PADDLE info:eu-repo/grantAgreement/EC/H2020/817578/EU//TRIATLAS https://archimer.ifremer.fr/doc/00807/91875/97829.pdf https://archimer.ifremer.fr/doc/00807/91875/97830.pdf doi:10.1111/jbi.14534 https://archimer.ifremer.fr/doc/00807/91875/ info:eu-repo/semantics/openAccess restricted use Journal Of Biogeography (0305-0270) (Wiley), 2023-09 , Vol. 50 , N. 9 , P. 1546-1560 biogeography echoregions Fernando de Noronha mesopelagic micronekton northeastern Brazil sound-scattering layers soundscape text Article info:eu-repo/semantics/article 2023 ftarchimer https://doi.org/10.1111/jbi.14534 2024-04-03T14:09:03Z Aim Water column acoustic backscatter is regularly registered during oceanographic surveys, providing valuable information on the composition and distribution of pelagic life in the ocean. We propose an objective approach based on functional data analysis to classify these acoustic seascapes into biogeographical regions. Location Tropical South Atlantic Ocean off northeastern Brazil. Taxon Sound-scattering pelagic fauna detected with acoustic echosounders, principally small fish, crustaceans, squid and diverse gelatinous life-forms. Methods We use acoustic backscatter as a function of depth, simultaneously at three frequencies, to numerically describe the vertical distribution and composition of sound-scattering organisms in the water column. This information is used to classify the acoustic seascape through functional principal component analysis. The analysis routine is tested and illustrated with data collected at 38, 70 and 120 kHz in waters affected by contrasting environmental conditions. Results Acoustic seascape partitioning mirrored the distribution of current systems, fronts and taxonomically based regionalization. The study area was divided between slope-boundary and open-ocean waters, and between spring and fall hydrological regimes. Main Conclusions The acoustic seascape consistency and the spatiotemporal coherence of the regions classified show that the method is efficient at identifying homogeneous and cohesive sound-scattering communities. Comparisons against hydrological and biological regionalization prove that the method is reliable at delineating distinct pelagic ecosystems in a cost-efficient and non-intrusive way. Article in Journal/Newspaper South Atlantic Ocean Archimer (Archive Institutionnelle de l'Ifremer - Institut français de recherche pour l'exploitation de la mer) Journal of Biogeography
institution Open Polar
collection Archimer (Archive Institutionnelle de l'Ifremer - Institut français de recherche pour l'exploitation de la mer)
op_collection_id ftarchimer
language English
topic biogeography
echoregions
Fernando de Noronha
mesopelagic
micronekton
northeastern Brazil
sound-scattering layers
soundscape
spellingShingle biogeography
echoregions
Fernando de Noronha
mesopelagic
micronekton
northeastern Brazil
sound-scattering layers
soundscape
Ariza, Alejandro
Lebourges-dhaussy, Anne
Nerini, David
Pauthenet, Etienne
Roudaut, Gildas
Assunção, Ramilla
Tosetto, Everton
Bertrand, Arnaud
Acoustic seascape partitioning through functional data analysis
topic_facet biogeography
echoregions
Fernando de Noronha
mesopelagic
micronekton
northeastern Brazil
sound-scattering layers
soundscape
description Aim Water column acoustic backscatter is regularly registered during oceanographic surveys, providing valuable information on the composition and distribution of pelagic life in the ocean. We propose an objective approach based on functional data analysis to classify these acoustic seascapes into biogeographical regions. Location Tropical South Atlantic Ocean off northeastern Brazil. Taxon Sound-scattering pelagic fauna detected with acoustic echosounders, principally small fish, crustaceans, squid and diverse gelatinous life-forms. Methods We use acoustic backscatter as a function of depth, simultaneously at three frequencies, to numerically describe the vertical distribution and composition of sound-scattering organisms in the water column. This information is used to classify the acoustic seascape through functional principal component analysis. The analysis routine is tested and illustrated with data collected at 38, 70 and 120 kHz in waters affected by contrasting environmental conditions. Results Acoustic seascape partitioning mirrored the distribution of current systems, fronts and taxonomically based regionalization. The study area was divided between slope-boundary and open-ocean waters, and between spring and fall hydrological regimes. Main Conclusions The acoustic seascape consistency and the spatiotemporal coherence of the regions classified show that the method is efficient at identifying homogeneous and cohesive sound-scattering communities. Comparisons against hydrological and biological regionalization prove that the method is reliable at delineating distinct pelagic ecosystems in a cost-efficient and non-intrusive way.
format Article in Journal/Newspaper
author Ariza, Alejandro
Lebourges-dhaussy, Anne
Nerini, David
Pauthenet, Etienne
Roudaut, Gildas
Assunção, Ramilla
Tosetto, Everton
Bertrand, Arnaud
author_facet Ariza, Alejandro
Lebourges-dhaussy, Anne
Nerini, David
Pauthenet, Etienne
Roudaut, Gildas
Assunção, Ramilla
Tosetto, Everton
Bertrand, Arnaud
author_sort Ariza, Alejandro
title Acoustic seascape partitioning through functional data analysis
title_short Acoustic seascape partitioning through functional data analysis
title_full Acoustic seascape partitioning through functional data analysis
title_fullStr Acoustic seascape partitioning through functional data analysis
title_full_unstemmed Acoustic seascape partitioning through functional data analysis
title_sort acoustic seascape partitioning through functional data analysis
publisher Wiley
publishDate 2023
url https://archimer.ifremer.fr/doc/00807/91875/97829.pdf
https://archimer.ifremer.fr/doc/00807/91875/97830.pdf
https://doi.org/10.1111/jbi.14534
https://archimer.ifremer.fr/doc/00807/91875/
genre South Atlantic Ocean
genre_facet South Atlantic Ocean
op_source Journal Of Biogeography (0305-0270) (Wiley), 2023-09 , Vol. 50 , N. 9 , P. 1546-1560
op_relation info:eu-repo/grantAgreement/EC/H2020/734271/EU//PADDLE
info:eu-repo/grantAgreement/EC/H2020/817578/EU//TRIATLAS
https://archimer.ifremer.fr/doc/00807/91875/97829.pdf
https://archimer.ifremer.fr/doc/00807/91875/97830.pdf
doi:10.1111/jbi.14534
https://archimer.ifremer.fr/doc/00807/91875/
op_rights info:eu-repo/semantics/openAccess
restricted use
op_doi https://doi.org/10.1111/jbi.14534
container_title Journal of Biogeography
_version_ 1797569481900294144