Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries

International audience Tropical tuna purse-seine fisheries spatially co-occur with various megafauna species, such as whale sharks, dolphins and baleen whales in all oceans of the world. Here, we analyzed a 10-year (2002-2011) dataset from logbooks of European tropical tuna purse-seine vessels opera...

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Published in:Fisheries Oceanography
Main Authors: Escalle, Lauriane, Pennino, Maria Grazia, Gaertner, Daniel, Chavance, Pierre, Delgado de Molina, Alicia, Demarcq, Hervé, Romanov, Evgeny, Merigot, Bastien
Other Authors: MARine Biodiversity Exploitation and Conservation (UMR MARBEC), Institut de Recherche pour le Développement (IRD)-Institut Français de Recherche pour l'Exploitation de la Mer (IFREMER)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS), Centro Oceanográfico de Murcia, Instituto Español de Oceanografía - Spanish Institute of Oceanography (IEO), Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC)-Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC), Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC), ARDA CAP RUN
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2016
Subjects:
Gam
Online Access:https://hal.umontpellier.fr/hal-01924111
https://hal.umontpellier.fr/hal-01924111/document
https://hal.umontpellier.fr/hal-01924111/file/escalle2016Full.pdf
https://doi.org/10.1111/fog.12163
id ftunimontpellier:oai:HAL:hal-01924111v1
record_format openpolar
spelling ftunimontpellier:oai:HAL:hal-01924111v1 2024-05-12T08:01:34+00:00 Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries Escalle, Lauriane Pennino, Maria Grazia Gaertner, Daniel Chavance, Pierre Delgado de Molina, Alicia Demarcq, Hervé Romanov, Evgeny Merigot, Bastien MARine Biodiversity Exploitation and Conservation (UMR MARBEC) Institut de Recherche pour le Développement (IRD)-Institut Français de Recherche pour l'Exploitation de la Mer (IFREMER)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS) Centro Oceanográfico de Murcia Instituto Español de Oceanografía - Spanish Institute of Oceanography (IEO) Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC)-Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC) Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC) ARDA CAP RUN 2016-07 https://hal.umontpellier.fr/hal-01924111 https://hal.umontpellier.fr/hal-01924111/document https://hal.umontpellier.fr/hal-01924111/file/escalle2016Full.pdf https://doi.org/10.1111/fog.12163 en eng HAL CCSD Wiley info:eu-repo/semantics/altIdentifier/doi/10.1111/fog.12163 hal-01924111 https://hal.umontpellier.fr/hal-01924111 https://hal.umontpellier.fr/hal-01924111/document https://hal.umontpellier.fr/hal-01924111/file/escalle2016Full.pdf doi:10.1111/fog.12163 http://creativecommons.org/licenses/by-nc/ info:eu-repo/semantics/OpenAccess ISSN: 1054-6006 EISSN: 1365-2419 Fisheries Oceanography https://hal.umontpellier.fr/hal-01924111 Fisheries Oceanography, 2016, 25 (4), pp.433-447. ⟨10.1111/fog.12163⟩ cetaceans Eastern Atlantic Ocean generalized additive models-boosted regression trees marine conservation purse-seine fishery residual autocovariate Western Indian Ocean whale sharks [SDE.BE]Environmental Sciences/Biodiversity and Ecology [SDE.MCG]Environmental Sciences/Global Changes [SDV.EE.ECO]Life Sciences [q-bio]/Ecology environment/Ecosystems info:eu-repo/semantics/article Journal articles 2016 ftunimontpellier https://doi.org/10.1111/fog.12163 2024-04-17T15:30:38Z International audience Tropical tuna purse-seine fisheries spatially co-occur with various megafauna species, such as whale sharks, dolphins and baleen whales in all oceans of the world. Here, we analyzed a 10-year (2002-2011) dataset from logbooks of European tropical tuna purse-seine vessels operating in the tropical Eastern Atlantic and Western Indian Oceans, with the aim of identifying the principle environmental variables under which such co-occurrence appear. We applied a Delta-model approach using Generalized Additive Models (GAM) and Boosted Regression Trees (BRT) models, accounting for spatial autocorrelation using a contiguity matrix based on a residuals autocovariate (RAC) approach. The variables that contributed most in the models were chlorophyll-a concentration in the Atlantic Ocean, as well as depth and monsoon in theIndian Ocean. High co-occurrence between whale sharks, baleen whales and tuna purse-seine fisheries were mostly observed in productive areas during particular seasons. In light of the lack of a full coverage scientific observer on board program, the large, long-term dataset obtained from logbooks of tuna purse-seine vessels is highly important for identifying seasonal and spatial co-occurrence between the distribution of fisheries and megafauna, and the underlying environmental variables. This study can help to design conservation management measures for megafauna species within the framework of spatial fishery management strategies. Article in Journal/Newspaper baleen whales Université de Montpellier: HAL Gam ENVELOPE(-57.955,-57.955,-61.923,-61.923) Indian Fisheries Oceanography 25 4 433 447
institution Open Polar
collection Université de Montpellier: HAL
op_collection_id ftunimontpellier
language English
topic cetaceans
Eastern Atlantic Ocean
generalized additive models-boosted regression trees
marine conservation
purse-seine fishery
residual autocovariate
Western Indian Ocean
whale sharks
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDE.MCG]Environmental Sciences/Global Changes
[SDV.EE.ECO]Life Sciences [q-bio]/Ecology
environment/Ecosystems
spellingShingle cetaceans
Eastern Atlantic Ocean
generalized additive models-boosted regression trees
marine conservation
purse-seine fishery
residual autocovariate
Western Indian Ocean
whale sharks
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDE.MCG]Environmental Sciences/Global Changes
[SDV.EE.ECO]Life Sciences [q-bio]/Ecology
environment/Ecosystems
Escalle, Lauriane
Pennino, Maria Grazia
Gaertner, Daniel
Chavance, Pierre
Delgado de Molina, Alicia
Demarcq, Hervé
Romanov, Evgeny
Merigot, Bastien
Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
topic_facet cetaceans
Eastern Atlantic Ocean
generalized additive models-boosted regression trees
marine conservation
purse-seine fishery
residual autocovariate
Western Indian Ocean
whale sharks
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDE.MCG]Environmental Sciences/Global Changes
[SDV.EE.ECO]Life Sciences [q-bio]/Ecology
environment/Ecosystems
description International audience Tropical tuna purse-seine fisheries spatially co-occur with various megafauna species, such as whale sharks, dolphins and baleen whales in all oceans of the world. Here, we analyzed a 10-year (2002-2011) dataset from logbooks of European tropical tuna purse-seine vessels operating in the tropical Eastern Atlantic and Western Indian Oceans, with the aim of identifying the principle environmental variables under which such co-occurrence appear. We applied a Delta-model approach using Generalized Additive Models (GAM) and Boosted Regression Trees (BRT) models, accounting for spatial autocorrelation using a contiguity matrix based on a residuals autocovariate (RAC) approach. The variables that contributed most in the models were chlorophyll-a concentration in the Atlantic Ocean, as well as depth and monsoon in theIndian Ocean. High co-occurrence between whale sharks, baleen whales and tuna purse-seine fisheries were mostly observed in productive areas during particular seasons. In light of the lack of a full coverage scientific observer on board program, the large, long-term dataset obtained from logbooks of tuna purse-seine vessels is highly important for identifying seasonal and spatial co-occurrence between the distribution of fisheries and megafauna, and the underlying environmental variables. This study can help to design conservation management measures for megafauna species within the framework of spatial fishery management strategies.
author2 MARine Biodiversity Exploitation and Conservation (UMR MARBEC)
Institut de Recherche pour le Développement (IRD)-Institut Français de Recherche pour l'Exploitation de la Mer (IFREMER)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)
Centro Oceanográfico de Murcia
Instituto Español de Oceanografía - Spanish Institute of Oceanography (IEO)
Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC)-Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC)
Consejo Superior de Investigaciones Cientificas España = Spanish National Research Council Spain (CSIC)
ARDA CAP RUN
format Article in Journal/Newspaper
author Escalle, Lauriane
Pennino, Maria Grazia
Gaertner, Daniel
Chavance, Pierre
Delgado de Molina, Alicia
Demarcq, Hervé
Romanov, Evgeny
Merigot, Bastien
author_facet Escalle, Lauriane
Pennino, Maria Grazia
Gaertner, Daniel
Chavance, Pierre
Delgado de Molina, Alicia
Demarcq, Hervé
Romanov, Evgeny
Merigot, Bastien
author_sort Escalle, Lauriane
title Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
title_short Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
title_full Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
title_fullStr Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
title_full_unstemmed Environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
title_sort environmental factors and megafauna spatio-temporal co-occurrence with purse-seine fisheries
publisher HAL CCSD
publishDate 2016
url https://hal.umontpellier.fr/hal-01924111
https://hal.umontpellier.fr/hal-01924111/document
https://hal.umontpellier.fr/hal-01924111/file/escalle2016Full.pdf
https://doi.org/10.1111/fog.12163
long_lat ENVELOPE(-57.955,-57.955,-61.923,-61.923)
geographic Gam
Indian
geographic_facet Gam
Indian
genre baleen whales
genre_facet baleen whales
op_source ISSN: 1054-6006
EISSN: 1365-2419
Fisheries Oceanography
https://hal.umontpellier.fr/hal-01924111
Fisheries Oceanography, 2016, 25 (4), pp.433-447. ⟨10.1111/fog.12163⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1111/fog.12163
hal-01924111
https://hal.umontpellier.fr/hal-01924111
https://hal.umontpellier.fr/hal-01924111/document
https://hal.umontpellier.fr/hal-01924111/file/escalle2016Full.pdf
doi:10.1111/fog.12163
op_rights http://creativecommons.org/licenses/by-nc/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.1111/fog.12163
container_title Fisheries Oceanography
container_volume 25
container_issue 4
container_start_page 433
op_container_end_page 447
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