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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Subjects: | |
Online Access: | https://hal.science/hal-00760067 https://doi.org/10.1098/rspb.2012.2262 |
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openpolar |
institution |
Open Polar |
collection |
Institut national des sciences de l'Univers: HAL-INSU |
op_collection_id |
ftinsu |
language |
English |
topic |
[SDE]Environmental Sciences |
spellingShingle |
[SDE]Environmental Sciences Bestley, Sophie Jonsen, Ian D. Hindell, Mark A. Guinet, Christophe Charrassin, Jean-Benoit Integrative modelling of animal movement: incorporating in situ habitat and behavioural information for a migratory marine predator. |
topic_facet |
[SDE]Environmental Sciences |
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 Hobart (IMAS) University of Tasmania Hobart, Australia (UTAS) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS-PSL) 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-PSL) 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) Institut National de la Recherche Agronomique (INRA)-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-Benoit |
author_facet |
Bestley, Sophie Jonsen, Ian D. Hindell, Mark A. Guinet, Christophe Charrassin, Jean-Benoit |
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://hal.science/hal-00760067 https://doi.org/10.1098/rspb.2012.2262 |
genre |
Elephant Seal Mirounga leonina Southern Elephant Seal |
genre_facet |
Elephant Seal Mirounga leonina Southern Elephant Seal |
op_source |
ISSN: 0950-1193 Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain) https://hal.science/hal-00760067 Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain), 2013, 280 (1750), pp.20122262. ⟨10.1098/rspb.2012.2262⟩ |
op_relation |
info:eu-repo/semantics/altIdentifier/doi/10.1098/rspb.2012.2262 info:eu-repo/semantics/altIdentifier/pmid/23135676 hal-00760067 https://hal.science/hal-00760067 doi:10.1098/rspb.2012.2262 PUBMED: 23135676 PUBMEDCENTRAL: PMC3574443 |
op_doi |
https://doi.org/10.1098/rspb.2012.2262 |
container_title |
Proceedings of the Royal Society B: Biological Sciences |
container_volume |
280 |
container_issue |
1750 |
container_start_page |
20122262 |
_version_ |
1797582106192248832 |
spelling |
ftinsu:oai:HAL:hal-00760067v1 2024-04-28T08:17:43+00:00 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-Benoit Department of Biology (Dalhousie University) Dalhousie University Halifax Institute for Marine and Antarctic Studies Hobart (IMAS) University of Tasmania Hobart, Australia (UTAS) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut national des sciences de l'Univers (INSU - CNRS)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS-PSL) 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-PSL) 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) Institut National de la Recherche Agronomique (INRA)-Centre National de la Recherche Scientifique (CNRS) Département Milieux et Peuplements Aquatiques Muséum national d'Histoire naturelle (MNHN) 2013-01-07 https://hal.science/hal-00760067 https://doi.org/10.1098/rspb.2012.2262 en eng HAL CCSD Royal Society, The info:eu-repo/semantics/altIdentifier/doi/10.1098/rspb.2012.2262 info:eu-repo/semantics/altIdentifier/pmid/23135676 hal-00760067 https://hal.science/hal-00760067 doi:10.1098/rspb.2012.2262 PUBMED: 23135676 PUBMEDCENTRAL: PMC3574443 ISSN: 0950-1193 Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain) https://hal.science/hal-00760067 Proceedings of the Royal Society of London. Series B, Containing papers of a Biological character. Royal Society (Great Britain), 2013, 280 (1750), pp.20122262. ⟨10.1098/rspb.2012.2262⟩ [SDE]Environmental Sciences info:eu-repo/semantics/article Journal articles 2013 ftinsu https://doi.org/10.1098/rspb.2012.2262 2024-04-05T00:21:12Z 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 Institut national des sciences de l'Univers: HAL-INSU Proceedings of the Royal Society B: Biological Sciences 280 1750 20122262 |