Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series

Under the pressures of amplified Arctic warming, developing detailed spatiotemporal understandings of Arctic surface water systems is an urgent task. This thesis establishes a method for monitoring inundation in lakes and wetlands in the Mackenzie River Delta, using Sentinel-1 SAR. The importance of...

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Main Author: Obadia, Mayah
Other Authors: DeVries, Ben
Format: Thesis
Language:English
Published: University of Guelph 2022
Subjects:
Online Access:https://hdl.handle.net/10214/27236
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spelling ftunivguelph:oai:atrium.lib.uoguelph.ca:10214/27236 2024-06-23T07:49:31+00:00 Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series Obadia, Mayah DeVries, Ben 2022-08-17 application/pdf https://hdl.handle.net/10214/27236 en eng University of Guelph https://hdl.handle.net/10214/27236 All items in the Atrium are protected by copyright with all rights reserved unless otherwise indicated. remote sensing synthetic aperture radar surface water Arctic surface water cold regions time series analysis polarimetric decomposition Sentinel-1 speckle filter Thesis 2022 ftunivguelph 2024-05-29T00:05:18Z Under the pressures of amplified Arctic warming, developing detailed spatiotemporal understandings of Arctic surface water systems is an urgent task. This thesis establishes a method for monitoring inundation in lakes and wetlands in the Mackenzie River Delta, using Sentinel-1 SAR. The importance of dual-polarimetric entropy and speckle filtering were evaluated in a set of random forest models. Results indicated that integrating entropy and omitting the speckle filter during SAR pre-processing may be promising for surface water modelling in the Mackenzie River Delta. Analysis of lake-level inundation variability revealed spatial clusters of variable and stable lakes and suggested that lake variability is sensitive to discharge volume of the Mackenzie River. The lake-tracking framework presented in this thesis can act as an important tool for evaluating the long-term hydrological response of Arctic ecosystems, to a rapidly changing climate. Ontario Graduate Scholarship Natural Sciences and Engineering Research Council of Canada Thesis Arctic Mackenzie river Northwest Territories University of Guelph: DSpace digital archive Arctic Northwest Territories Mackenzie River Canada
institution Open Polar
collection University of Guelph: DSpace digital archive
op_collection_id ftunivguelph
language English
topic remote sensing
synthetic aperture radar
surface water
Arctic surface water
cold regions
time series analysis
polarimetric decomposition
Sentinel-1
speckle filter
spellingShingle remote sensing
synthetic aperture radar
surface water
Arctic surface water
cold regions
time series analysis
polarimetric decomposition
Sentinel-1
speckle filter
Obadia, Mayah
Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series
topic_facet remote sensing
synthetic aperture radar
surface water
Arctic surface water
cold regions
time series analysis
polarimetric decomposition
Sentinel-1
speckle filter
description Under the pressures of amplified Arctic warming, developing detailed spatiotemporal understandings of Arctic surface water systems is an urgent task. This thesis establishes a method for monitoring inundation in lakes and wetlands in the Mackenzie River Delta, using Sentinel-1 SAR. The importance of dual-polarimetric entropy and speckle filtering were evaluated in a set of random forest models. Results indicated that integrating entropy and omitting the speckle filter during SAR pre-processing may be promising for surface water modelling in the Mackenzie River Delta. Analysis of lake-level inundation variability revealed spatial clusters of variable and stable lakes and suggested that lake variability is sensitive to discharge volume of the Mackenzie River. The lake-tracking framework presented in this thesis can act as an important tool for evaluating the long-term hydrological response of Arctic ecosystems, to a rapidly changing climate. Ontario Graduate Scholarship Natural Sciences and Engineering Research Council of Canada
author2 DeVries, Ben
format Thesis
author Obadia, Mayah
author_facet Obadia, Mayah
author_sort Obadia, Mayah
title Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series
title_short Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series
title_full Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series
title_fullStr Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series
title_full_unstemmed Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series
title_sort examining intra- and inter-annual dynamics of lakes of the mackenzie river delta, northwest territories, using sentinel-1 sar time series
publisher University of Guelph
publishDate 2022
url https://hdl.handle.net/10214/27236
geographic Arctic
Northwest Territories
Mackenzie River
Canada
geographic_facet Arctic
Northwest Territories
Mackenzie River
Canada
genre Arctic
Mackenzie river
Northwest Territories
genre_facet Arctic
Mackenzie river
Northwest Territories
op_relation https://hdl.handle.net/10214/27236
op_rights All items in the Atrium are protected by copyright with all rights reserved unless otherwise indicated.
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