Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere

Dissertation (Ph.D.) University of Alaska Fairbanks, 2021 Perennial snowfields, such as those found in the Brooks Range of Alaska, are a critical component of the cryosphere. They serve as habitat for an array of wildlife, some of which are crucial for rural subsistence hunters. Snowfields also infl...

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Main Author: Tedesche, Molly E.
Other Authors: Barnes, David L., Fassnacht, Steven R., Trochim, Erin D., Wolken, Gabriel J.
Format: Doctoral or Postdoctoral Thesis
Language:English
Published: 2021
Subjects:
Online Access:http://hdl.handle.net/11122/12634
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record_format openpolar
spelling ftunivalaska:oai:scholarworks.alaska.edu:11122/12634 2023-05-15T15:16:37+02:00 Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere Tedesche, Molly E. Barnes, David L. Fassnacht, Steven R. Trochim, Erin D. Wolken, Gabriel J. 2021-08 http://hdl.handle.net/11122/12634 en_US eng http://hdl.handle.net/11122/12634 Department of Civil, Geological, and Environmental Engineering Cryosphere Brooks Range Snow Firn Gates of the Arctic National Park and Preserve Remote sensing Doctor of Philosophy in Hydrology: Interdisciplinary Studies Dissertation phd 2021 ftunivalaska 2023-02-23T21:37:57Z Dissertation (Ph.D.) University of Alaska Fairbanks, 2021 Perennial snowfields, such as those found in the Brooks Range of Alaska, are a critical component of the cryosphere. They serve as habitat for an array of wildlife, some of which are crucial for rural subsistence hunters. Snowfields also influence hydrology, vegetation, permafrost, and have the potential to preserve valuable archaeological artifacts. In this study, perennial snowfield extents in the Brooks Range are derived from satellite remote sensing, field acquired data, and snowmelt modeling. The remote sensing data are used to map and quantify snow cover area changes across multiple temporal scales, spatial resolutions, and geographic sub-domains. Perennial snowfield classification techniques were developed using optical multi-spectral imagery from NASA Landsat and European Space Agency Sentinel-2 satellites. A Synthetic Aperture Radar change detection algorithm was also developed to quantify snow cover area using Sentinel-1 data. Results of the remote sensing analyses were compared to helicopter and manually collected field data. Also, a snowfield melt model was developed using an adaptation of the temperature index method to determine probability of melt via binary logistic regression in two dimensions. The logistic temperature melt model considers summer season snow cover area changes per pixel in remotely sensed products and relationships to several independent variables, including elevation-lapse-adjusted air temperature and terrain-adjusted solar radiation. Evaluations of the Synthetic Aperture Radar change detection algorithm via comparison with results from optical imagery analysis, as well as via comparison with field acquired data, indicate that the radar algorithm performs best in small, focused geographic sub-domains. The multi-spectral approach appears to perform similarly well within multiple geographic domain sizes. This may be the result of synthetic aperture radar algorithm dependency on backscatter thresholding techniques and ... Doctoral or Postdoctoral Thesis Arctic Brooks Range permafrost Alaska University of Alaska: ScholarWorks@UA Arctic Fairbanks
institution Open Polar
collection University of Alaska: ScholarWorks@UA
op_collection_id ftunivalaska
language English
topic Cryosphere
Brooks Range
Snow
Firn
Gates of the Arctic National Park and Preserve
Remote sensing
Doctor of Philosophy in Hydrology: Interdisciplinary Studies
spellingShingle Cryosphere
Brooks Range
Snow
Firn
Gates of the Arctic National Park and Preserve
Remote sensing
Doctor of Philosophy in Hydrology: Interdisciplinary Studies
Tedesche, Molly E.
Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere
topic_facet Cryosphere
Brooks Range
Snow
Firn
Gates of the Arctic National Park and Preserve
Remote sensing
Doctor of Philosophy in Hydrology: Interdisciplinary Studies
description Dissertation (Ph.D.) University of Alaska Fairbanks, 2021 Perennial snowfields, such as those found in the Brooks Range of Alaska, are a critical component of the cryosphere. They serve as habitat for an array of wildlife, some of which are crucial for rural subsistence hunters. Snowfields also influence hydrology, vegetation, permafrost, and have the potential to preserve valuable archaeological artifacts. In this study, perennial snowfield extents in the Brooks Range are derived from satellite remote sensing, field acquired data, and snowmelt modeling. The remote sensing data are used to map and quantify snow cover area changes across multiple temporal scales, spatial resolutions, and geographic sub-domains. Perennial snowfield classification techniques were developed using optical multi-spectral imagery from NASA Landsat and European Space Agency Sentinel-2 satellites. A Synthetic Aperture Radar change detection algorithm was also developed to quantify snow cover area using Sentinel-1 data. Results of the remote sensing analyses were compared to helicopter and manually collected field data. Also, a snowfield melt model was developed using an adaptation of the temperature index method to determine probability of melt via binary logistic regression in two dimensions. The logistic temperature melt model considers summer season snow cover area changes per pixel in remotely sensed products and relationships to several independent variables, including elevation-lapse-adjusted air temperature and terrain-adjusted solar radiation. Evaluations of the Synthetic Aperture Radar change detection algorithm via comparison with results from optical imagery analysis, as well as via comparison with field acquired data, indicate that the radar algorithm performs best in small, focused geographic sub-domains. The multi-spectral approach appears to perform similarly well within multiple geographic domain sizes. This may be the result of synthetic aperture radar algorithm dependency on backscatter thresholding techniques and ...
author2 Barnes, David L.
Fassnacht, Steven R.
Trochim, Erin D.
Wolken, Gabriel J.
format Doctoral or Postdoctoral Thesis
author Tedesche, Molly E.
author_facet Tedesche, Molly E.
author_sort Tedesche, Molly E.
title Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere
title_short Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere
title_full Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere
title_fullStr Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere
title_full_unstemmed Brooks Range perennial snowfields : mapping and modeling change in Alaska's cryosphere
title_sort brooks range perennial snowfields : mapping and modeling change in alaska's cryosphere
publishDate 2021
url http://hdl.handle.net/11122/12634
geographic Arctic
Fairbanks
geographic_facet Arctic
Fairbanks
genre Arctic
Brooks Range
permafrost
Alaska
genre_facet Arctic
Brooks Range
permafrost
Alaska
op_relation http://hdl.handle.net/11122/12634
Department of Civil, Geological, and Environmental Engineering
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