Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model
Like many species, movement patterns of southern elephant seals ( Mirounga leonina ) are being influenced by long‐term environmental change. These seals migrate up to 4,000km from their breeding colonies, foraging for months in a variety of Southern Ocean habitats. Understanding how movement pattern...
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Online Access: | https://doi.org/10.1002/ecy.2566 http://www.ncbi.nlm.nih.gov/pubmed/30467837 http://ecite.utas.edu.au/130085 |
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ftunivtasecite:oai:ecite.utas.edu.au:130085 2023-05-15T13:55:18+02:00 Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model Jonsen, ID McMahon, CR Patterson, TA Auger-Methe, M Harcourt, R Hindell, MA Bestley, S 2019 application/pdf https://doi.org/10.1002/ecy.2566 http://www.ncbi.nlm.nih.gov/pubmed/30467837 http://ecite.utas.edu.au/130085 en eng Ecological Soc Amer http://ecite.utas.edu.au/130085/1/130085 - Movement responses to environment- fast inference of variation among southern elephant seals with a mixed effects model.pdf http://dx.doi.org/10.1002/ecy.2566 http://purl.org/au-research/grants/arc/A00104696 Jonsen, ID and McMahon, CR and Patterson, TA and Auger-Methe, M and Harcourt, R and Hindell, MA and Bestley, S, Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model, Ecology, 100, (1) Article e02566. ISSN 0012-9658 (2019) [Refereed Article] http://www.ncbi.nlm.nih.gov/pubmed/30467837 http://ecite.utas.edu.au/130085 Biological Sciences Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Refereed Article PeerReviewed 2019 ftunivtasecite https://doi.org/10.1002/ecy.2566 2020-01-06T23:16:17Z Like many species, movement patterns of southern elephant seals ( Mirounga leonina ) are being influenced by long‐term environmental change. These seals migrate up to 4,000km from their breeding colonies, foraging for months in a variety of Southern Ocean habitats. Understanding how movement patterns vary with environmental features and how these relationships differ among individuals employing different foraging strategies can provide insight into foraging performance at a population level. We apply new fast‐estimation tools to fit mixed effects within a random walk movement model, rapidly inferring among‐individual variability in southern elephant seal environmentmovement relationships. We found that seals making foraging trips to the sea ice on or near the Antarctic continental shelf consistently reduced speed and directionality (move persistence) with increasing sea‐ice coverage but had variable responses to chlorophyll a concentration, whereas seals foraging in the open ocean reduced move persistence in regions where circumpolar deep water shoaled. Given future climate scenarios, open‐ocean foragers may encounter more productive habitat but sea‐ice foragers may see reduced habitat availability. Our approach is scalable to large telemetry data sets and allows flexible combinations of mixed effects to be evaluated via model selection, thereby illuminating the ecological context of animal movements that underlie habitat usage. Article in Journal/Newspaper Antarc* Antarctic Elephant Seal Elephant Seals Mirounga leonina Sea ice Southern Elephant Seal Southern Elephant Seals Southern Ocean eCite UTAS (University of Tasmania) Antarctic Southern Ocean The Antarctic Ecology 100 1 |
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Open Polar |
collection |
eCite UTAS (University of Tasmania) |
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ftunivtasecite |
language |
English |
topic |
Biological Sciences Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) |
spellingShingle |
Biological Sciences Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Jonsen, ID McMahon, CR Patterson, TA Auger-Methe, M Harcourt, R Hindell, MA Bestley, S Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
topic_facet |
Biological Sciences Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) |
description |
Like many species, movement patterns of southern elephant seals ( Mirounga leonina ) are being influenced by long‐term environmental change. These seals migrate up to 4,000km from their breeding colonies, foraging for months in a variety of Southern Ocean habitats. Understanding how movement patterns vary with environmental features and how these relationships differ among individuals employing different foraging strategies can provide insight into foraging performance at a population level. We apply new fast‐estimation tools to fit mixed effects within a random walk movement model, rapidly inferring among‐individual variability in southern elephant seal environmentmovement relationships. We found that seals making foraging trips to the sea ice on or near the Antarctic continental shelf consistently reduced speed and directionality (move persistence) with increasing sea‐ice coverage but had variable responses to chlorophyll a concentration, whereas seals foraging in the open ocean reduced move persistence in regions where circumpolar deep water shoaled. Given future climate scenarios, open‐ocean foragers may encounter more productive habitat but sea‐ice foragers may see reduced habitat availability. Our approach is scalable to large telemetry data sets and allows flexible combinations of mixed effects to be evaluated via model selection, thereby illuminating the ecological context of animal movements that underlie habitat usage. |
format |
Article in Journal/Newspaper |
author |
Jonsen, ID McMahon, CR Patterson, TA Auger-Methe, M Harcourt, R Hindell, MA Bestley, S |
author_facet |
Jonsen, ID McMahon, CR Patterson, TA Auger-Methe, M Harcourt, R Hindell, MA Bestley, S |
author_sort |
Jonsen, ID |
title |
Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
title_short |
Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
title_full |
Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
title_fullStr |
Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
title_full_unstemmed |
Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
title_sort |
movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model |
publisher |
Ecological Soc Amer |
publishDate |
2019 |
url |
https://doi.org/10.1002/ecy.2566 http://www.ncbi.nlm.nih.gov/pubmed/30467837 http://ecite.utas.edu.au/130085 |
geographic |
Antarctic Southern Ocean The Antarctic |
geographic_facet |
Antarctic Southern Ocean The Antarctic |
genre |
Antarc* Antarctic Elephant Seal Elephant Seals Mirounga leonina Sea ice Southern Elephant Seal Southern Elephant Seals Southern Ocean |
genre_facet |
Antarc* Antarctic Elephant Seal Elephant Seals Mirounga leonina Sea ice Southern Elephant Seal Southern Elephant Seals Southern Ocean |
op_relation |
http://ecite.utas.edu.au/130085/1/130085 - Movement responses to environment- fast inference of variation among southern elephant seals with a mixed effects model.pdf http://dx.doi.org/10.1002/ecy.2566 http://purl.org/au-research/grants/arc/A00104696 Jonsen, ID and McMahon, CR and Patterson, TA and Auger-Methe, M and Harcourt, R and Hindell, MA and Bestley, S, Movement responses to environment: fast inference of variation among southern elephant seals with a mixed effects model, Ecology, 100, (1) Article e02566. ISSN 0012-9658 (2019) [Refereed Article] http://www.ncbi.nlm.nih.gov/pubmed/30467837 http://ecite.utas.edu.au/130085 |
op_doi |
https://doi.org/10.1002/ecy.2566 |
container_title |
Ecology |
container_volume |
100 |
container_issue |
1 |
_version_ |
1766261710506688512 |