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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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:unknown
Published: International Whaling Commission 2010
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/13753/
https://archive.iwc.int/pages/view.php?ref=272&search=%21collection15&order_by=relevance&sort=DESC&offset=0&archive=0&k=&curpos=31
id ftnerc:oai:nora.nerc.ac.uk:13753
record_format openpolar
spelling ftnerc:oai:nora.nerc.ac.uk:13753 2023-05-15T13:45:11+02:00 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 http://nora.nerc.ac.uk/id/eprint/13753/ https://archive.iwc.int/pages/view.php?ref=272&search=%21collection15&order_by=relevance&sort=DESC&offset=0&archive=0&k=&curpos=31 unknown International Whaling Commission Beekmans, Bas W.P.M.; Forcada, Jaume orcid:0000-0002-2115-0150 Murphy, Eugene J. orcid:0000-0002-7369-9196 De Baar, Hein J.W.; Bathmann, Ulrich V.; Fleming, Andrew H. orcid:0000-0002-0143-4527 . 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, 11 (2). 115-129. 10013/epic.36844 Marine Sciences Zoology Ecology and Environment Publication - Article PeerReviewed 2010 ftnerc 2023-02-04T19:28:47Z 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 whales 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 distance 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 Natural Environment Research Council: NERC Open Research Archive Antarctic Southern Ocean Austral
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language unknown
topic Marine Sciences
Zoology
Ecology and Environment
spellingShingle Marine Sciences
Zoology
Ecology and Environment
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 Marine Sciences
Zoology
Ecology and Environment
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 whales 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 distance 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
publisher International Whaling Commission
publishDate 2010
url http://nora.nerc.ac.uk/id/eprint/13753/
https://archive.iwc.int/pages/view.php?ref=272&search=%21collection15&order_by=relevance&sort=DESC&offset=0&archive=0&k=&curpos=31
geographic Antarctic
Southern Ocean
Austral
geographic_facet Antarctic
Southern Ocean
Austral
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_relation Beekmans, Bas W.P.M.; Forcada, Jaume orcid:0000-0002-2115-0150
Murphy, Eugene J. orcid:0000-0002-7369-9196
De Baar, Hein J.W.; Bathmann, Ulrich V.; Fleming, Andrew H. orcid:0000-0002-0143-4527 . 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, 11 (2). 115-129. 10013/epic.36844
_version_ 1766215613153280000