Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data

This paper presents for the first time a detailed study on information content of X-band single-pass interferometric spaceborne SAR data with respect to snow facies characterization. An approach for classifying different snow facies of the Greenland Ice Sheet by exploiting X-band TanDEM-X interferom...

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Published in:Remote Sensing
Main Authors: Paola Rizzoli, Michele Martone, Helmut Rott, Alberto Moreira
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2017
Subjects:
Online Access:https://doi.org/10.3390/rs9040315
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author Paola Rizzoli
Michele Martone
Helmut Rott
Alberto Moreira
author_facet Paola Rizzoli
Michele Martone
Helmut Rott
Alberto Moreira
author_sort Paola Rizzoli
collection MDPI Open Access Publishing
container_issue 4
container_start_page 315
container_title Remote Sensing
container_volume 9
description This paper presents for the first time a detailed study on information content of X-band single-pass interferometric spaceborne SAR data with respect to snow facies characterization. An approach for classifying different snow facies of the Greenland Ice Sheet by exploiting X-band TanDEM-X interferometric synthetic aperture radar acquisitions is firstly detailed. Large-scale mosaics of radar backscatter and volume correlation factor, derived from quicklook images of the interferometric coherence, represent the starting point for applying an unsupervised classification method based on the c-means fuzzy clustering algorithm. The data was acquired during winter 2010/2011. A partition of four different snow facies was chosen and interpreted using reference melt data, snow density, and in situ measurements. The variations in the stratification and micro-structure of firn, such as the variations of density with depth and the presence of percolation features, are identified as relevant parameters for explaining the significant differences in the observed interferometric signatures among different snow facies. Moreover, a statistical analysis of backscatter and volume correlation factor provided useful parameters for characterizing the snow facies behavior and analyzing their dependency on the acquisition geometry. Finally, knowing the location and characterization of the different snow facies, the two-way X-band penetration depth over the whole Ice Sheet was estimated. The obtained mean values vary from 2.3 m for the outer snow facies up to 4.18 m for the inner one. The presented approach represents a starting point for a long-term monitoring of ice sheet dynamics, by acquiring time-series, and is of high relevance for the design of future SAR missions as well.
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op_source Remote Sensing; Volume 9; Issue 4; Pages: 315
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spelling ftmdpi:oai:mdpi.com:/2072-4292/9/4/315/ 2025-01-16T22:10:09+00:00 Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data Paola Rizzoli Michele Martone Helmut Rott Alberto Moreira agris 2017-03-28 application/pdf https://doi.org/10.3390/rs9040315 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/rs9040315 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 9; Issue 4; Pages: 315 TanDEM-X SAR interferometric coherence volume decorrelation Greenland Ice Sheet snow facies Text 2017 ftmdpi https://doi.org/10.3390/rs9040315 2023-07-31T21:04:58Z This paper presents for the first time a detailed study on information content of X-band single-pass interferometric spaceborne SAR data with respect to snow facies characterization. An approach for classifying different snow facies of the Greenland Ice Sheet by exploiting X-band TanDEM-X interferometric synthetic aperture radar acquisitions is firstly detailed. Large-scale mosaics of radar backscatter and volume correlation factor, derived from quicklook images of the interferometric coherence, represent the starting point for applying an unsupervised classification method based on the c-means fuzzy clustering algorithm. The data was acquired during winter 2010/2011. A partition of four different snow facies was chosen and interpreted using reference melt data, snow density, and in situ measurements. The variations in the stratification and micro-structure of firn, such as the variations of density with depth and the presence of percolation features, are identified as relevant parameters for explaining the significant differences in the observed interferometric signatures among different snow facies. Moreover, a statistical analysis of backscatter and volume correlation factor provided useful parameters for characterizing the snow facies behavior and analyzing their dependency on the acquisition geometry. Finally, knowing the location and characterization of the different snow facies, the two-way X-band penetration depth over the whole Ice Sheet was estimated. The obtained mean values vary from 2.3 m for the outer snow facies up to 4.18 m for the inner one. The presented approach represents a starting point for a long-term monitoring of ice sheet dynamics, by acquiring time-series, and is of high relevance for the design of future SAR missions as well. Text Greenland Ice Sheet MDPI Open Access Publishing Greenland Remote Sensing 9 4 315
spellingShingle TanDEM-X
SAR
interferometric coherence
volume decorrelation
Greenland
Ice Sheet
snow facies
Paola Rizzoli
Michele Martone
Helmut Rott
Alberto Moreira
Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data
title Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data
title_full Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data
title_fullStr Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data
title_full_unstemmed Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data
title_short Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data
title_sort characterization of snow facies on the greenland ice sheet observed by tandem-x interferometric sar data
topic TanDEM-X
SAR
interferometric coherence
volume decorrelation
Greenland
Ice Sheet
snow facies
topic_facet TanDEM-X
SAR
interferometric coherence
volume decorrelation
Greenland
Ice Sheet
snow facies
url https://doi.org/10.3390/rs9040315