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...
Published in: | Fisheries Oceanography |
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Format: | Article in Journal/Newspaper |
Language: | English |
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HAL CCSD
2016
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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 |
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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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1798843689677619200 |