TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada

The timing of snowmelt is an important turning point in the seasonal cycle of small Arctic catchments. The TerraSAR-X (TSX) satellite mission is a synthetic aperture radar system (SAR) with high potential to measure the high spatiotemporal variability of snow cover extent (SCE) and fractional snow c...

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Main Authors: Stettner, Samuel, Lantuit, Hugues, Heim, Birgit, Eppler, Jayson, Roth, Achim, Bartsch, Annett, Rabus, Bernhard
Format: Text
Language:English
Published: Universität Potsdam 2019
Subjects:
Online Access:https://dx.doi.org/10.25932/publishup-42681
https://publishup.uni-potsdam.de/42681
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spelling ftdatacite:10.25932/publishup-42681 2023-05-15T14:57:23+02:00 TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada Stettner, Samuel Lantuit, Hugues Heim, Birgit Eppler, Jayson Roth, Achim Bartsch, Annett Rabus, Bernhard 2019 application/zip application/pdf https://dx.doi.org/10.25932/publishup-42681 https://publishup.uni-potsdam.de/42681 en eng Universität Potsdam Creative Commons - Namensnennung, 4.0 International https://creativecommons.org/licenses/by/4.0 CC-BY article-journal Text ScholarlyArticle 2019 ftdatacite https://doi.org/10.25932/publishup-42681 2021-11-05T12:55:41Z The timing of snowmelt is an important turning point in the seasonal cycle of small Arctic catchments. The TerraSAR-X (TSX) satellite mission is a synthetic aperture radar system (SAR) with high potential to measure the high spatiotemporal variability of snow cover extent (SCE) and fractional snow cover (FSC) on the small catchment scale. We investigate the performance of multi-polarized and multi-pass TSX X-Band SAR data in monitoring SCE and FSC in small Arctic tundra catchments of Qikiqtaruk (Herschel Island) off the Yukon Coast in the Western Canadian Arctic. We applied a threshold based segmentation on ratio images between TSX images with wet snow and a dry snow reference, and tested the performance of two different thresholds. We quantitatively compared TSX- and Landsat 8-derived SCE maps using confusion matrices and analyzed the spatiotemporal dynamics of snowmelt from 2015 to 2017 using TSX, Landsat 8 and in situ time lapse data. Our data showed that the quality of SCE maps from TSX X-Band data is strongly influenced by polarization and to a lesser degree by incidence angle. VH polarized TSX data performed best in deriving SCE when compared to Landsat 8. TSX derived SCE maps from VH polarization detected late lying snow patches that were not detected by Landsat 8. Results of a local assessment of TSX FSC against the in situ data showed that TSX FSC accurately captured the temporal dynamics of different snow melt regimes that were related to topographic characteristics of the studied catchments. Both in situ and TSX FSC showed a longer snowmelt period in a catchment with higher contributions of steep valleys and a shorter snowmelt period in a catchment with higher contributions of upland terrain. Landsat 8 had fundamental data gaps during the snowmelt period in all 3 years due to cloud cover. The results also revealed that by choosing a positive threshold of 1 dB, detection of ice layers due to diurnal temperature variations resulted in a more accurate estimation of snow cover than a negative threshold that detects wet snow alone. We find that TSX X-Band data in VH polarization performs at a comparable quality to Landsat 8 in deriving SCE maps when a positive threshold is used. We conclude that TSX data polarization can be used to accurately monitor snowmelt events at high temporal and spatial resolution, overcoming limitations of Landsat 8, which due to cloud related data gaps generally only indicated the onset and end of snowmelt. : Postprints der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe, 689 Text Arctic Herschel Herschel Island Tundra Yukon DataCite Metadata Store (German National Library of Science and Technology) Arctic Canada Herschel Island ENVELOPE(-139.089,-139.089,69.583,69.583) Yukon
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
description The timing of snowmelt is an important turning point in the seasonal cycle of small Arctic catchments. The TerraSAR-X (TSX) satellite mission is a synthetic aperture radar system (SAR) with high potential to measure the high spatiotemporal variability of snow cover extent (SCE) and fractional snow cover (FSC) on the small catchment scale. We investigate the performance of multi-polarized and multi-pass TSX X-Band SAR data in monitoring SCE and FSC in small Arctic tundra catchments of Qikiqtaruk (Herschel Island) off the Yukon Coast in the Western Canadian Arctic. We applied a threshold based segmentation on ratio images between TSX images with wet snow and a dry snow reference, and tested the performance of two different thresholds. We quantitatively compared TSX- and Landsat 8-derived SCE maps using confusion matrices and analyzed the spatiotemporal dynamics of snowmelt from 2015 to 2017 using TSX, Landsat 8 and in situ time lapse data. Our data showed that the quality of SCE maps from TSX X-Band data is strongly influenced by polarization and to a lesser degree by incidence angle. VH polarized TSX data performed best in deriving SCE when compared to Landsat 8. TSX derived SCE maps from VH polarization detected late lying snow patches that were not detected by Landsat 8. Results of a local assessment of TSX FSC against the in situ data showed that TSX FSC accurately captured the temporal dynamics of different snow melt regimes that were related to topographic characteristics of the studied catchments. Both in situ and TSX FSC showed a longer snowmelt period in a catchment with higher contributions of steep valleys and a shorter snowmelt period in a catchment with higher contributions of upland terrain. Landsat 8 had fundamental data gaps during the snowmelt period in all 3 years due to cloud cover. The results also revealed that by choosing a positive threshold of 1 dB, detection of ice layers due to diurnal temperature variations resulted in a more accurate estimation of snow cover than a negative threshold that detects wet snow alone. We find that TSX X-Band data in VH polarization performs at a comparable quality to Landsat 8 in deriving SCE maps when a positive threshold is used. We conclude that TSX data polarization can be used to accurately monitor snowmelt events at high temporal and spatial resolution, overcoming limitations of Landsat 8, which due to cloud related data gaps generally only indicated the onset and end of snowmelt. : Postprints der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe, 689
format Text
author Stettner, Samuel
Lantuit, Hugues
Heim, Birgit
Eppler, Jayson
Roth, Achim
Bartsch, Annett
Rabus, Bernhard
spellingShingle Stettner, Samuel
Lantuit, Hugues
Heim, Birgit
Eppler, Jayson
Roth, Achim
Bartsch, Annett
Rabus, Bernhard
TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada
author_facet Stettner, Samuel
Lantuit, Hugues
Heim, Birgit
Eppler, Jayson
Roth, Achim
Bartsch, Annett
Rabus, Bernhard
author_sort Stettner, Samuel
title TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada
title_short TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada
title_full TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada
title_fullStr TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada
title_full_unstemmed TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments : a case study on Qikiqtaruk (Herschel Island), Canada
title_sort terrasar-x time series fill a gap in spaceborne snowmelt monitoring of small arctic catchments : a case study on qikiqtaruk (herschel island), canada
publisher Universität Potsdam
publishDate 2019
url https://dx.doi.org/10.25932/publishup-42681
https://publishup.uni-potsdam.de/42681
long_lat ENVELOPE(-139.089,-139.089,69.583,69.583)
geographic Arctic
Canada
Herschel Island
Yukon
geographic_facet Arctic
Canada
Herschel Island
Yukon
genre Arctic
Herschel
Herschel Island
Tundra
Yukon
genre_facet Arctic
Herschel
Herschel Island
Tundra
Yukon
op_rights Creative Commons - Namensnennung, 4.0 International
https://creativecommons.org/licenses/by/4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.25932/publishup-42681
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