A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)

The Antarctic minke whale (Balaenoptera bonaerensis) is regarded a Southern Hemisphere endemic found throughout the Southern Hemisphere, generally south of 60 degrees S in austral summer. Here they have been routinely observed in highest densities adjacent to and inside the sea ice edge, and where t...

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Main Author: Tytar, Volodymyr
Format: Other/Unknown Material
Language:unknown
Published: Center for Open Science 2022
Subjects:
Online Access:http://dx.doi.org/10.32942/osf.io/jrc8v
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spelling crcenteros:10.32942/osf.io/jrc8v 2023-05-15T14:13:00+02:00 A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS) Tytar, Volodymyr 2022 http://dx.doi.org/10.32942/osf.io/jrc8v unknown Center for Open Science https://creativecommons.org/licenses/by-nd/4.0/legalcode CC-BY-ND posted-content 2022 crcenteros https://doi.org/10.32942/osf.io/jrc8v 2022-12-20T10:10:02Z The Antarctic minke whale (Balaenoptera bonaerensis) is regarded a Southern Hemisphere endemic found throughout the Southern Hemisphere, generally south of 60 degrees S in austral summer. Here they have been routinely observed in highest densities adjacent to and inside the sea ice edge, and where they feed predominantly on krill. Detecting abundance trends regarding this species by employing visual monitoring is problematic. Partly this is because the whales are frequently sighted within sea ice where navigational safety concerns prevent ships from surveying. In this respect species-habitat models are increasingly recognized as valuable tools to predict the probability of cetacean presence, relative abundance or density throughout an area of interest and to gain insight into the ecological processes affecting these patterns. The objective of this study was to provide this background information for the above research needs and in a broader context use species distribution models (SDMs) to establish a current habitat suitability description for the species and to identify the main environmental covariates related to its distribution. We used filtered 464 occurrences to generate the SDMs. We selected eight predictor variables with reduced collinearity for constructing the models: mean annuals of the surface temperature (degrees C), salinity (PSS), current velocity (m/s), sea ice concentration (fraction, %), chlorophyll-a concentration (mg/cub. m), primary productivity (g/cub.m/day), cloud cover (%), and bathymetry (m). Six modeling algorithms were test and the Bayesian additive regression trees (BART) model demonstrated the best preformance. Based on variable importance, those that best explained the environmental requirements of the species, were: sea ice concentration, chlorophyll-a concentration and topography of the sea floor (bathymetry), explaining in sum around 62% of the variance. Using the BART model, habitat preferences have been interpreted from patterns in partial dependence plots. Areas where the AMW ... Other/Unknown Material Antarc* Antarctic Antarctic Minke whale Balaenoptera bonaerensis minke whale Sea ice COS Center for Open Science (via Crossref) Antarctic The Antarctic Austral
institution Open Polar
collection COS Center for Open Science (via Crossref)
op_collection_id crcenteros
language unknown
description The Antarctic minke whale (Balaenoptera bonaerensis) is regarded a Southern Hemisphere endemic found throughout the Southern Hemisphere, generally south of 60 degrees S in austral summer. Here they have been routinely observed in highest densities adjacent to and inside the sea ice edge, and where they feed predominantly on krill. Detecting abundance trends regarding this species by employing visual monitoring is problematic. Partly this is because the whales are frequently sighted within sea ice where navigational safety concerns prevent ships from surveying. In this respect species-habitat models are increasingly recognized as valuable tools to predict the probability of cetacean presence, relative abundance or density throughout an area of interest and to gain insight into the ecological processes affecting these patterns. The objective of this study was to provide this background information for the above research needs and in a broader context use species distribution models (SDMs) to establish a current habitat suitability description for the species and to identify the main environmental covariates related to its distribution. We used filtered 464 occurrences to generate the SDMs. We selected eight predictor variables with reduced collinearity for constructing the models: mean annuals of the surface temperature (degrees C), salinity (PSS), current velocity (m/s), sea ice concentration (fraction, %), chlorophyll-a concentration (mg/cub. m), primary productivity (g/cub.m/day), cloud cover (%), and bathymetry (m). Six modeling algorithms were test and the Bayesian additive regression trees (BART) model demonstrated the best preformance. Based on variable importance, those that best explained the environmental requirements of the species, were: sea ice concentration, chlorophyll-a concentration and topography of the sea floor (bathymetry), explaining in sum around 62% of the variance. Using the BART model, habitat preferences have been interpreted from patterns in partial dependence plots. Areas where the AMW ...
format Other/Unknown Material
author Tytar, Volodymyr
spellingShingle Tytar, Volodymyr
A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)
author_facet Tytar, Volodymyr
author_sort Tytar, Volodymyr
title A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)
title_short A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)
title_full A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)
title_fullStr A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)
title_full_unstemmed A SPECIES DISTRIBUTION MODEL OF THE ANTARCTIC MINKE WHALE (BALAENOPTERA BONAERENSIS)
title_sort species distribution model of the antarctic minke whale (balaenoptera bonaerensis)
publisher Center for Open Science
publishDate 2022
url http://dx.doi.org/10.32942/osf.io/jrc8v
geographic Antarctic
The Antarctic
Austral
geographic_facet Antarctic
The Antarctic
Austral
genre Antarc*
Antarctic
Antarctic Minke whale
Balaenoptera bonaerensis
minke whale
Sea ice
genre_facet Antarc*
Antarctic
Antarctic Minke whale
Balaenoptera bonaerensis
minke whale
Sea ice
op_rights https://creativecommons.org/licenses/by-nd/4.0/legalcode
op_rightsnorm CC-BY-ND
op_doi https://doi.org/10.32942/osf.io/jrc8v
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