Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator.
International audience A fundamental goal in animal ecology is to quantify how environmental (and other) factors influence individual movement, as this is key to understanding responsiveness of populations to future change. However, quantitative interpretation of individual-based telemetry data is h...
Published in: | Proceedings of the Royal Society B: Biological Sciences |
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Main Authors: | , , , , |
Other Authors: | , , , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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HAL CCSD
2013
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Online Access: | https://doi.org/10.1098/rspb.2012.2262 https://hal.archives-ouvertes.fr/hal-00760067 |
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topic |
envir geo |
spellingShingle |
envir geo Bestley, Sophie Jonsen, Ian D. Hindell, Mark A. Guinet, Christophe Charrassin, Jean-Benoît Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
topic_facet |
envir geo |
description |
International audience A fundamental goal in animal ecology is to quantify how environmental (and other) factors influence individual movement, as this is key to understanding responsiveness of populations to future change. However, quantitative interpretation of individual-based telemetry data is hampered by the complexity of, and error within, these multi-dimensional data. Here, we present an integrative hierarchical Bayesian state-space modelling approach where, for the first time, the mechanistic process model for the movement state of animals directly incorporates both environmental and other behavioural information, and observation and process model parameters are estimated within a single model. When applied to a migratory marine predator, the southern elephant seal (Mirounga leonina), we find the switch from directed to resident movement state was associated with colder water temperatures, relatively short dive bottom time and rapid descent rates. The approach presented here can have widespread utility for quantifying movement-behaviour (diving or other)-environment relationships across species and systems. |
author2 |
Department of Biology (Dalhousie University) Dalhousie University Halifax Institute for Marine and Antarctic Studies Horbat (IMAS) University of Tasmania Hobart, Australia (UTAS) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Muséum national d'Histoire naturelle (MNHN)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS Paris) Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris Diderot - Paris 7 (UPD7)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-École normale supérieure - Paris (ENS Paris) Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris Diderot - Paris 7 (UPD7)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS) Centre d'études biologiques de Chizé (CEBC) Centre National de la Recherche Scientifique (CNRS) Département Milieux et Peuplements Aquatiques Muséum national d'Histoire naturelle (MNHN) |
format |
Article in Journal/Newspaper |
author |
Bestley, Sophie Jonsen, Ian D. Hindell, Mark A. Guinet, Christophe Charrassin, Jean-Benoît |
author_facet |
Bestley, Sophie Jonsen, Ian D. Hindell, Mark A. Guinet, Christophe Charrassin, Jean-Benoît |
author_sort |
Bestley, Sophie |
title |
Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
title_short |
Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
title_full |
Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
title_fullStr |
Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
title_full_unstemmed |
Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
title_sort |
integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
publisher |
HAL CCSD |
publishDate |
2013 |
url |
https://doi.org/10.1098/rspb.2012.2262 https://hal.archives-ouvertes.fr/hal-00760067 |
genre |
Elephant Seal Mirounga leonina Southern Elephant Seal |
genre_facet |
Elephant Seal Mirounga leonina Southern Elephant Seal |
op_source |
Hyper Article en Ligne - Sciences de l'Homme et de la Société ISSN: 0950-1193 Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain) Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain), Royal Society, The, 2013, 280 (1750), pp.20122262. ⟨10.1098/rspb.2012.2262⟩ |
op_relation |
hal-00760067 doi:10.1098/rspb.2012.2262 PUBMED: 23135676 10670/1.kuh57o https://hal.archives-ouvertes.fr/hal-00760067 |
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https://doi.org/10.1098/rspb.2012.2262 |
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Proceedings of the Royal Society B: Biological Sciences |
container_volume |
280 |
container_issue |
1750 |
container_start_page |
20122262 |
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1766401189104058368 |
spelling |
fttriple:oai:gotriple.eu:10670/1.kuh57o 2023-05-15T16:05:17+02:00 Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. Bestley, Sophie Jonsen, Ian D. Hindell, Mark A. Guinet, Christophe Charrassin, Jean-Benoît Department of Biology (Dalhousie University) Dalhousie University Halifax Institute for Marine and Antarctic Studies Horbat (IMAS) University of Tasmania Hobart, Australia (UTAS) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Institut de Recherche pour le Développement (IRD)-Centre National de la Recherche Scientifique (CNRS)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Muséum national d'Histoire naturelle (MNHN)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS Paris) Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris Diderot - Paris 7 (UPD7)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-École normale supérieure - Paris (ENS Paris) Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris Diderot - Paris 7 (UPD7)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS) Centre d'études biologiques de Chizé (CEBC) Centre National de la Recherche Scientifique (CNRS) Département Milieux et Peuplements Aquatiques Muséum national d'Histoire naturelle (MNHN) 2013-01-07 https://doi.org/10.1098/rspb.2012.2262 https://hal.archives-ouvertes.fr/hal-00760067 en eng HAL CCSD Royal Society, The hal-00760067 doi:10.1098/rspb.2012.2262 PUBMED: 23135676 10670/1.kuh57o https://hal.archives-ouvertes.fr/hal-00760067 undefined Hyper Article en Ligne - Sciences de l'Homme et de la Société ISSN: 0950-1193 Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain) Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain), Royal Society, The, 2013, 280 (1750), pp.20122262. ⟨10.1098/rspb.2012.2262⟩ envir geo Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2013 fttriple https://doi.org/10.1098/rspb.2012.2262 2023-01-22T18:31:21Z International audience A fundamental goal in animal ecology is to quantify how environmental (and other) factors influence individual movement, as this is key to understanding responsiveness of populations to future change. However, quantitative interpretation of individual-based telemetry data is hampered by the complexity of, and error within, these multi-dimensional data. Here, we present an integrative hierarchical Bayesian state-space modelling approach where, for the first time, the mechanistic process model for the movement state of animals directly incorporates both environmental and other behavioural information, and observation and process model parameters are estimated within a single model. When applied to a migratory marine predator, the southern elephant seal (Mirounga leonina), we find the switch from directed to resident movement state was associated with colder water temperatures, relatively short dive bottom time and rapid descent rates. The approach presented here can have widespread utility for quantifying movement-behaviour (diving or other)-environment relationships across species and systems. Article in Journal/Newspaper Elephant Seal Mirounga leonina Southern Elephant Seal Unknown Proceedings of the Royal Society B: Biological Sciences 280 1750 20122262 |