Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer

There is a need to characterise the physical environment associated with Antarctic minke whale density in order to understand long-term changes in minke whale distribution and density in open waters of the Southern Ocean during austral summer months. To investigate environmental drivers of Antarctic...

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Bibliographic Details
Main Authors: Beekmans, Bas W.P.M., Forcada, Jaume, Murphy, Eugene J., de Baar, Hein J.W., Bathmann, Ulrich V., Fleming, Andrew H.
Format: Article in Journal/Newspaper
Language:English
Published: 2010
Subjects:
Ice
Online Access:https://hdl.handle.net/11370/2bb84021-7eb0-4869-a728-3c7984dd983c
https://research.rug.nl/en/publications/2bb84021-7eb0-4869-a728-3c7984dd983c
https://pure.rug.nl/ws/files/14498770/2010JCetaceanResManageBeekmans.pdf
id ftunigroningenpu:oai:pure.rug.nl:publications/2bb84021-7eb0-4869-a728-3c7984dd983c
record_format openpolar
spelling ftunigroningenpu:oai:pure.rug.nl:publications/2bb84021-7eb0-4869-a728-3c7984dd983c 2024-02-11T09:56:41+01:00 Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer Beekmans, Bas W.P.M. Forcada, Jaume Murphy, Eugene J. de Baar, Hein J.W. Bathmann, Ulrich V. Fleming, Andrew H. 2010 application/pdf https://hdl.handle.net/11370/2bb84021-7eb0-4869-a728-3c7984dd983c https://research.rug.nl/en/publications/2bb84021-7eb0-4869-a728-3c7984dd983c https://pure.rug.nl/ws/files/14498770/2010JCetaceanResManageBeekmans.pdf eng eng https://research.rug.nl/en/publications/2bb84021-7eb0-4869-a728-3c7984dd983c info:eu-repo/semantics/openAccess Beekmans , B W P M , Forcada , J , Murphy , E J , de Baar , H J W , Bathmann , U V & Fleming , A H 2010 , ' Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer ' , Journal of Cetacean Research and Management , vol. 11 , no. 2 , pp. 115-129 . SOWER Modelling Ice Distribution Southern Ocean Antarctic minke whale article 2010 ftunigroningenpu 2024-01-17T23:14:35Z There is a need to characterise the physical environment associated with Antarctic minke whale density in order to understand long-term changes in minke whale distribution and density in open waters of the Southern Ocean during austral summer months. To investigate environmental drivers of Antarctic minke whale density, generalised additive models (GAMs) were developed, based on line transect data collected for the International Decade of Cetacean Research (IDCR) and Southern Ocean Whale Ecosystem Research (SOWER) programmes. The GAMs were fitted independently by survey year. Explained deviances ranged from 14.9% to 35.1%. Most models included covariates related to transition zones, such as distances to the continental shelf break and sea ice edge, both of which showed a predominantly negative relationship with whale density. This study suggests high variability in the relationships between Antarctic minke whale density and the environment. None of the selected covariates had a consistent qualitative relationship with density at either the circumantarctic or the regional scale. This in part may be explained by the changing ice-related boundaries of the surveys between years and hence differences in survey region. Another possible reason is that in absence of better data, most of the covariates considered were derived from remote sensing data. More localised surveys with comparable survey area conducted across the Southern Ocean, where whale sightings data are collected simultaneously with in situ non-biotic and prey data, are likely to provide a better assessment of the environmental determinants of whale density. Article in Journal/Newspaper Antarc* Antarctic Antarctic Minke whale Balaenoptera bonaerensis minke whale Sea ice Southern Ocean University of Groningen research database Antarctic Austral Southern Ocean
institution Open Polar
collection University of Groningen research database
op_collection_id ftunigroningenpu
language English
topic SOWER
Modelling
Ice
Distribution
Southern Ocean
Antarctic minke whale
spellingShingle SOWER
Modelling
Ice
Distribution
Southern Ocean
Antarctic minke whale
Beekmans, Bas W.P.M.
Forcada, Jaume
Murphy, Eugene J.
de Baar, Hein J.W.
Bathmann, Ulrich V.
Fleming, Andrew H.
Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer
topic_facet SOWER
Modelling
Ice
Distribution
Southern Ocean
Antarctic minke whale
description There is a need to characterise the physical environment associated with Antarctic minke whale density in order to understand long-term changes in minke whale distribution and density in open waters of the Southern Ocean during austral summer months. To investigate environmental drivers of Antarctic minke whale density, generalised additive models (GAMs) were developed, based on line transect data collected for the International Decade of Cetacean Research (IDCR) and Southern Ocean Whale Ecosystem Research (SOWER) programmes. The GAMs were fitted independently by survey year. Explained deviances ranged from 14.9% to 35.1%. Most models included covariates related to transition zones, such as distances to the continental shelf break and sea ice edge, both of which showed a predominantly negative relationship with whale density. This study suggests high variability in the relationships between Antarctic minke whale density and the environment. None of the selected covariates had a consistent qualitative relationship with density at either the circumantarctic or the regional scale. This in part may be explained by the changing ice-related boundaries of the surveys between years and hence differences in survey region. Another possible reason is that in absence of better data, most of the covariates considered were derived from remote sensing data. More localised surveys with comparable survey area conducted across the Southern Ocean, where whale sightings data are collected simultaneously with in situ non-biotic and prey data, are likely to provide a better assessment of the environmental determinants of whale density.
format Article in Journal/Newspaper
author Beekmans, Bas W.P.M.
Forcada, Jaume
Murphy, Eugene J.
de Baar, Hein J.W.
Bathmann, Ulrich V.
Fleming, Andrew H.
author_facet Beekmans, Bas W.P.M.
Forcada, Jaume
Murphy, Eugene J.
de Baar, Hein J.W.
Bathmann, Ulrich V.
Fleming, Andrew H.
author_sort Beekmans, Bas W.P.M.
title Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer
title_short Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer
title_full Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer
title_fullStr Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer
title_full_unstemmed Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer
title_sort generalised additive models to investigate environmental drivers of antarctic minke whale ( balaenoptera bonaerensis ) spatial density in austral summer
publishDate 2010
url https://hdl.handle.net/11370/2bb84021-7eb0-4869-a728-3c7984dd983c
https://research.rug.nl/en/publications/2bb84021-7eb0-4869-a728-3c7984dd983c
https://pure.rug.nl/ws/files/14498770/2010JCetaceanResManageBeekmans.pdf
geographic Antarctic
Austral
Southern Ocean
geographic_facet Antarctic
Austral
Southern Ocean
genre Antarc*
Antarctic
Antarctic Minke whale
Balaenoptera bonaerensis
minke whale
Sea ice
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctic Minke whale
Balaenoptera bonaerensis
minke whale
Sea ice
Southern Ocean
op_source Beekmans , B W P M , Forcada , J , Murphy , E J , de Baar , H J W , Bathmann , U V & Fleming , A H 2010 , ' Generalised additive models to investigate environmental drivers of Antarctic minke whale ( Balaenoptera bonaerensis ) spatial density in austral summer ' , Journal of Cetacean Research and Management , vol. 11 , no. 2 , pp. 115-129 .
op_relation https://research.rug.nl/en/publications/2bb84021-7eb0-4869-a728-3c7984dd983c
op_rights info:eu-repo/semantics/openAccess
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