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

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...

Full description

Bibliographic Details
Main Author: Miller, Julie
Format: Text
Language:English
Published: University of Utah 2013
Subjects:
Online Access:https://dx.doi.org/10.26053/0h-mqeb-8900
https://collections.lib.utah.edu/ark:/87278/s6mp5j3v
id ftdatacite:10.26053/0h-mqeb-8900
record_format openpolar
spelling ftdatacite:10.26053/0h-mqeb-8900 2023-05-15T15:17:21+02:00 Characterizing the relationship between Ku-band radar backscatter and snow accumulation on the Greenland ice sheet Miller, Julie 2013 application/pdf https://dx.doi.org/10.26053/0h-mqeb-8900 https://collections.lib.utah.edu/ark:/87278/s6mp5j3v en eng University of Utah Greenland ice sheet Scatterometry Snow accumulation article-journal Text ScholarlyArticle 2013 ftdatacite https://doi.org/10.26053/0h-mqeb-8900 2021-11-05T12:55:41Z 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 DataCite Metadata Store (German National Library of Science and Technology) Arctic Greenland Raleigh ENVELOPE(-55.731,-55.731,51.567,51.567)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
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 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.
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 2013
url https://dx.doi.org/10.26053/0h-mqeb-8900
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_doi https://doi.org/10.26053/0h-mqeb-8900
_version_ 1766347598568882176