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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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 |
_version_ |
1790605079060938752 |