Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic

The known distribution of beluga whales ranges from sub-Arctic to Arctic waters where they migrate in pods in response to environmental factors such as the presence of sea ice and prey. This study uses bivariate and multivariate analysis techniques to measure how environmental covariates are associa...

Full description

Bibliographic Details
Main Author: Romeo, Lucy F.
Other Authors: Jones, Julia A., Graham, James J., Santelmann, Mary V., Friedlaender, Ari S., Lev, Larry, College of Earth, Ocean, and Atmospheric Sciences, Oregon State University. Graduate School
Format: Master Thesis
Language:English
unknown
Published: Oregon State University
Subjects:
Online Access:https://ir.library.oregonstate.edu/concern/graduate_thesis_or_dissertations/6h440x19h
id ftoregonstate:ir.library.oregonstate.edu:6h440x19h
record_format openpolar
spelling ftoregonstate:ir.library.oregonstate.edu:6h440x19h 2024-04-21T07:58:21+00:00 Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic Romeo, Lucy F. Jones, Julia A. Graham, James J. Santelmann, Mary V. Friedlaender, Ari S. Lev, Larry College of Earth, Ocean, and Atmospheric Sciences Oregon State University. Graduate School https://ir.library.oregonstate.edu/concern/graduate_thesis_or_dissertations/6h440x19h English [eng] eng unknown Oregon State University https://ir.library.oregonstate.edu/concern/graduate_thesis_or_dissertations/6h440x19h All rights reserved Spatial behavior in animals -- Chukchi Sea White whale -- Geographic information systems -- Beaufort Sea White whale -- Beaufort Sea -- Geographical distribution Spatial behavior in animals -- Beaufort Sea White whale -- Geographic information systems -- Chukchi Sea White whale -- Chukchi Sea -- Geographical distribution Masters Thesis ftoregonstate 2024-03-28T01:37:02Z The known distribution of beluga whales ranges from sub-Arctic to Arctic waters where they migrate in pods in response to environmental factors such as the presence of sea ice and prey. This study uses bivariate and multivariate analysis techniques to measure how environmental covariates are associated with the spatial-temporal distribution of beluga whales. Exploratory data analysis was used to determine the relationship among environmental covariates: bathymetry, slope, sea surface temperature, and distance to sea ice. Spatial analyses were used to determine the probability of occurrence of beluga whales in the northeastern Chukchi and southwestern Beaufort seas, based on each environmental covariate for the autumn months of the two study periods, from 2000 to 2006 and from 2008 to 2012. Findings from this study suggest that correlations exist between SST and distance to sea ice, and depth and distance to sea ice, and that beluga whales may prefer areas of relatively steep slope and associated increasing depth along the continental slope. Probability of occurrence maps were created for September and October for each year, based on beluga whale preference and avoidance for each environmental covariate. Areas of preference, or high probability of occurrence, had more beluga whale sightings than expected. And areas of avoidance, or low probability of occurrence, had less beluga whale sightings than expected. Model validation included randomly dividing observational data from September of 2011 into a training (70%) and testing (30%) dataset, then creating a probability of occurrence model based on the training dataset and comparing the results to the locations of the testing dataset. Outputs from the analyses can help guide studies of beluga environmental covariate preferences and the possible influences on their occurrence. Better understanding of the spatial distribution of beluga whales can provide a tool for better management practices. Improved practices in management and conservation of habitat for beluga ... Master Thesis Beaufort Sea Beluga Beluga whale Beluga* Chukchi Chukchi Sea Delphinapterus leucas Sea ice White whale ScholarsArchive@OSU (Oregon State University)
institution Open Polar
collection ScholarsArchive@OSU (Oregon State University)
op_collection_id ftoregonstate
language English
unknown
topic Spatial behavior in animals -- Chukchi Sea
White whale -- Geographic information systems -- Beaufort Sea
White whale -- Beaufort Sea -- Geographical distribution
Spatial behavior in animals -- Beaufort Sea
White whale -- Geographic information systems -- Chukchi Sea
White whale -- Chukchi Sea -- Geographical distribution
spellingShingle Spatial behavior in animals -- Chukchi Sea
White whale -- Geographic information systems -- Beaufort Sea
White whale -- Beaufort Sea -- Geographical distribution
Spatial behavior in animals -- Beaufort Sea
White whale -- Geographic information systems -- Chukchi Sea
White whale -- Chukchi Sea -- Geographical distribution
Romeo, Lucy F.
Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic
topic_facet Spatial behavior in animals -- Chukchi Sea
White whale -- Geographic information systems -- Beaufort Sea
White whale -- Beaufort Sea -- Geographical distribution
Spatial behavior in animals -- Beaufort Sea
White whale -- Geographic information systems -- Chukchi Sea
White whale -- Chukchi Sea -- Geographical distribution
description The known distribution of beluga whales ranges from sub-Arctic to Arctic waters where they migrate in pods in response to environmental factors such as the presence of sea ice and prey. This study uses bivariate and multivariate analysis techniques to measure how environmental covariates are associated with the spatial-temporal distribution of beluga whales. Exploratory data analysis was used to determine the relationship among environmental covariates: bathymetry, slope, sea surface temperature, and distance to sea ice. Spatial analyses were used to determine the probability of occurrence of beluga whales in the northeastern Chukchi and southwestern Beaufort seas, based on each environmental covariate for the autumn months of the two study periods, from 2000 to 2006 and from 2008 to 2012. Findings from this study suggest that correlations exist between SST and distance to sea ice, and depth and distance to sea ice, and that beluga whales may prefer areas of relatively steep slope and associated increasing depth along the continental slope. Probability of occurrence maps were created for September and October for each year, based on beluga whale preference and avoidance for each environmental covariate. Areas of preference, or high probability of occurrence, had more beluga whale sightings than expected. And areas of avoidance, or low probability of occurrence, had less beluga whale sightings than expected. Model validation included randomly dividing observational data from September of 2011 into a training (70%) and testing (30%) dataset, then creating a probability of occurrence model based on the training dataset and comparing the results to the locations of the testing dataset. Outputs from the analyses can help guide studies of beluga environmental covariate preferences and the possible influences on their occurrence. Better understanding of the spatial distribution of beluga whales can provide a tool for better management practices. Improved practices in management and conservation of habitat for beluga ...
author2 Jones, Julia A.
Graham, James J.
Santelmann, Mary V.
Friedlaender, Ari S.
Lev, Larry
College of Earth, Ocean, and Atmospheric Sciences
Oregon State University. Graduate School
format Master Thesis
author Romeo, Lucy F.
author_facet Romeo, Lucy F.
author_sort Romeo, Lucy F.
title Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic
title_short Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic
title_full Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic
title_fullStr Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic
title_full_unstemmed Spatial distribution and the probability of occurrence of beluga whales (Delphinapterus leucas) in Alaskan Arctic
title_sort spatial distribution and the probability of occurrence of beluga whales (delphinapterus leucas) in alaskan arctic
publisher Oregon State University
url https://ir.library.oregonstate.edu/concern/graduate_thesis_or_dissertations/6h440x19h
genre Beaufort Sea
Beluga
Beluga whale
Beluga*
Chukchi
Chukchi Sea
Delphinapterus leucas
Sea ice
White whale
genre_facet Beaufort Sea
Beluga
Beluga whale
Beluga*
Chukchi
Chukchi Sea
Delphinapterus leucas
Sea ice
White whale
op_relation https://ir.library.oregonstate.edu/concern/graduate_thesis_or_dissertations/6h440x19h
op_rights All rights reserved
_version_ 1796939546358710272