Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet

thesis Recent accelerated mass loss offset by increased Arctic precipitation highlights the importance of a comprehensive understanding of the mechanisms controlling mass balance on the Greenland ice sheet. Knowledge of the spatiotemporal variability of snow accumulation is critical to accurately qu...

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Main Author: Miller, Julie
Other Authors: College of Social & Behavioral Science, Geography, University of Utah
Format: Text
Language:English
Published: University of Utah 2012
Subjects:
Online Access:https://collections.lib.utah.edu/ark:/87278/s6mp5j3v
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spelling ftunivutah:oai:collections.lib.utah.edu:ir_etd/195769 2023-05-15T15:18:17+02:00 Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet Master of Science Miller, Julie College of Social & Behavioral Science Geography University of Utah 2012-12 application/pdf 2,594,381 bytes https://collections.lib.utah.edu/ark:/87278/s6mp5j3v eng eng University of Utah https://collections.lib.utah.edu/ark:/87278/s6mp5j3v Copyright © Julie Miller 2012 Greenland ice sheet Scatterometry Snow accumulation Text 2012 ftunivutah 2021-06-03T18:21:32Z thesis Recent accelerated mass loss offset by increased Arctic precipitation highlights the importance of a comprehensive understanding of the mechanisms controlling mass balance on the Greenland ice sheet. Knowledge of the spatiotemporal variability of snow accumulation is critical to accurately quantify mass balance, yet, considerable uncertainty remains in current snow accumulation estimates. Previous studies have shown the potential for large-scale retrievals of snow accumulation rates in regions that experience seasonal melt-refreeze metamorphosis using active microwave remote sensing. Theoretical backscatter models used in these studies to validate the hypothesis that observed decreasing freezing season backscatter signatures are linked to snow accumulation rates suggest the relationship is inverse and linear (dB). The net backscatter measurement is dominated by a Mie scattering response from the underlying ice-facie. Two-way attenuation resulting from a Raleigh scattering response within the overlying layer of snow accumulation forces a decrease in the backscatter measurement over time with increased snow accumulation rates. Backscatter measurements acquired from NASA's Ku-band SeaWinds scatterometer on the QuikSCAT satellite together with spatially calibrated snow accumulation rates acquired from the Polar MM5 mesoscale climate model are used to evaluate this relationship. Regions that experienced seasonal melt-refreeze metamorphosis and potentially formed dominant scattering layers are delineated, iv freeze-up and melt-onset dates identifying the freezing season are detected on a pixel-by-pixel basis, freezing season backscatter time series are linearly regressed, and a microwave snow accumulation metric is retrieved. A simple empirical relationship between the retrieved microwave snow accumulation metric (dB), , and spatially calibrated Polar MM5 snow accumulation rates (m w. e.), , is derived with a negative correlation coefficient of R=-.82 and a least squares linear fit equation of . Results indicate that an inverse relationship exists between decreasing freezing season backscatter decreases and snow accumulation rates; however, this technique fails to retrieve accurate snow accumulation estimates. An alternate geometric relationship is suggested between decreasing freezing season backscatter signatures, snow accumulation rates, and snowpack stratigraphy in the underlying ice-facie, which significantly influences the microwave scattering mechanism. To understand this complex relationship, additional research is required. Text Arctic Greenland Ice Sheet The University of Utah: J. Willard Marriott Digital Library Arctic Greenland Raleigh ENVELOPE(-55.731,-55.731,51.567,51.567)
institution Open Polar
collection The University of Utah: J. Willard Marriott Digital Library
op_collection_id ftunivutah
language English
topic Greenland ice sheet
Scatterometry
Snow accumulation
spellingShingle Greenland ice sheet
Scatterometry
Snow accumulation
Miller, Julie
Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet
topic_facet Greenland ice sheet
Scatterometry
Snow accumulation
description thesis Recent accelerated mass loss offset by increased Arctic precipitation highlights the importance of a comprehensive understanding of the mechanisms controlling mass balance on the Greenland ice sheet. Knowledge of the spatiotemporal variability of snow accumulation is critical to accurately quantify mass balance, yet, considerable uncertainty remains in current snow accumulation estimates. Previous studies have shown the potential for large-scale retrievals of snow accumulation rates in regions that experience seasonal melt-refreeze metamorphosis using active microwave remote sensing. Theoretical backscatter models used in these studies to validate the hypothesis that observed decreasing freezing season backscatter signatures are linked to snow accumulation rates suggest the relationship is inverse and linear (dB). The net backscatter measurement is dominated by a Mie scattering response from the underlying ice-facie. Two-way attenuation resulting from a Raleigh scattering response within the overlying layer of snow accumulation forces a decrease in the backscatter measurement over time with increased snow accumulation rates. Backscatter measurements acquired from NASA's Ku-band SeaWinds scatterometer on the QuikSCAT satellite together with spatially calibrated snow accumulation rates acquired from the Polar MM5 mesoscale climate model are used to evaluate this relationship. Regions that experienced seasonal melt-refreeze metamorphosis and potentially formed dominant scattering layers are delineated, iv freeze-up and melt-onset dates identifying the freezing season are detected on a pixel-by-pixel basis, freezing season backscatter time series are linearly regressed, and a microwave snow accumulation metric is retrieved. A simple empirical relationship between the retrieved microwave snow accumulation metric (dB), , and spatially calibrated Polar MM5 snow accumulation rates (m w. e.), , is derived with a negative correlation coefficient of R=-.82 and a least squares linear fit equation of . Results indicate that an inverse relationship exists between decreasing freezing season backscatter decreases and snow accumulation rates; however, this technique fails to retrieve accurate snow accumulation estimates. An alternate geometric relationship is suggested between decreasing freezing season backscatter signatures, snow accumulation rates, and snowpack stratigraphy in the underlying ice-facie, which significantly influences the microwave scattering mechanism. To understand this complex relationship, additional research is required.
author2 College of Social & Behavioral Science
Geography
University of Utah
format Text
author Miller, Julie
author_facet Miller, Julie
author_sort Miller, Julie
title Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet
title_short Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet
title_full Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet
title_fullStr Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet
title_full_unstemmed Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet
title_sort characterizing the relationship between ku-band radar backscatter and snow accumulation on the greenland ice sheet
publisher University of Utah
publishDate 2012
url https://collections.lib.utah.edu/ark:/87278/s6mp5j3v
long_lat ENVELOPE(-55.731,-55.731,51.567,51.567)
geographic Arctic
Greenland
Raleigh
geographic_facet Arctic
Greenland
Raleigh
genre Arctic
Greenland
Ice Sheet
genre_facet Arctic
Greenland
Ice Sheet
op_relation https://collections.lib.utah.edu/ark:/87278/s6mp5j3v
op_rights Copyright © Julie Miller 2012
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