Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data

Snow avalanches pose a threat to people and infrastructure in and around Svalbard’s main settlement Longyearbyen. Since January 2016, publically available regional avalanche warnings are issued daily for Nordenskiöld Land, the area around Longyearbyen. Avalanche warning services rely on information...

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Published in:Polar Research
Main Authors: Dieuwertje S. Wesselink, Eirik Malnes, Markus Eckerstorfer, Roderik C. Lindenbergh
Format: Article in Journal/Newspaper
Language:English
Published: Norwegian Polar Institute 2017
Subjects:
geo
Online Access:https://doi.org/10.1080/17518369.2017.1333236
https://doaj.org/article/f030a590a43842b6802f4a192b749f09
id fttriple:oai:gotriple.eu:oai:doaj.org/article:f030a590a43842b6802f4a192b749f09
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:f030a590a43842b6802f4a192b749f09 2023-05-15T17:08:27+02:00 Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data Dieuwertje S. Wesselink Eirik Malnes Markus Eckerstorfer Roderik C. Lindenbergh 2017-01-01 https://doi.org/10.1080/17518369.2017.1333236 https://doaj.org/article/f030a590a43842b6802f4a192b749f09 en eng Norwegian Polar Institute 1751-8369 doi:10.1080/17518369.2017.1333236 https://doaj.org/article/f030a590a43842b6802f4a192b749f09 undefined Polar Research, Vol 36, Iss 1 (2017) Radar remote sensing Radarsat-2 Sentinel-1 avalanche debris detection avalanche forecasting geo info Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2017 fttriple https://doi.org/10.1080/17518369.2017.1333236 2023-01-22T19:12:12Z Snow avalanches pose a threat to people and infrastructure in and around Svalbard’s main settlement Longyearbyen. Since January 2016, publically available regional avalanche warnings are issued daily for Nordenskiöld Land, the area around Longyearbyen. Avalanche warning services rely on information of when and where avalanches occur. Systematic field observations of avalanche activity are not feasible across all of the vast area (ca. 7200 km2) of Nordenskiöld Land. Svalbard also experiences over four months of polar night per year. However, using synthetic aperture radar (SAR), a weather- and light-independent technique, large areas can be monitored at once. We have developed a SAR-based automatic avalanche debris detection algorithm and tested it on satellite image pairs from Sentinel-1A at medium resolution and from Radarsat-2 at very high resolution. The detection algorithm uses a threshold value that distinguishes avalanche debris with increased backscatter from undisturbed snow with lower backscatter. Depending on the spatial resolution of the SAR image, different post-processing filters are applied. There is a promising level of agreement between automatic detection results and manual identification of avalanche debris, but the algorithm’s drawback is marked overdetection. We envision that further improvements in the form of avalanche debris shape recognition could ultimately lead to the development of operational avalanche activity maps. These frequently updated maps could then assist in regional avalanche forecasting, notably in and around Longyearbyen, Svalbard. The detection algorithm we have developed could eventually have applications in other avalanche-prone regions in the world. Article in Journal/Newspaper Longyearbyen Nordenskiöld Land polar night Polar Research Svalbard Unknown Longyearbyen Nordenskiöld Land ENVELOPE(15.000,15.000,77.833,77.833) Svalbard Polar Research 36 1 1333236
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic Radar remote sensing
Radarsat-2
Sentinel-1
avalanche debris detection
avalanche forecasting
geo
info
spellingShingle Radar remote sensing
Radarsat-2
Sentinel-1
avalanche debris detection
avalanche forecasting
geo
info
Dieuwertje S. Wesselink
Eirik Malnes
Markus Eckerstorfer
Roderik C. Lindenbergh
Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data
topic_facet Radar remote sensing
Radarsat-2
Sentinel-1
avalanche debris detection
avalanche forecasting
geo
info
description Snow avalanches pose a threat to people and infrastructure in and around Svalbard’s main settlement Longyearbyen. Since January 2016, publically available regional avalanche warnings are issued daily for Nordenskiöld Land, the area around Longyearbyen. Avalanche warning services rely on information of when and where avalanches occur. Systematic field observations of avalanche activity are not feasible across all of the vast area (ca. 7200 km2) of Nordenskiöld Land. Svalbard also experiences over four months of polar night per year. However, using synthetic aperture radar (SAR), a weather- and light-independent technique, large areas can be monitored at once. We have developed a SAR-based automatic avalanche debris detection algorithm and tested it on satellite image pairs from Sentinel-1A at medium resolution and from Radarsat-2 at very high resolution. The detection algorithm uses a threshold value that distinguishes avalanche debris with increased backscatter from undisturbed snow with lower backscatter. Depending on the spatial resolution of the SAR image, different post-processing filters are applied. There is a promising level of agreement between automatic detection results and manual identification of avalanche debris, but the algorithm’s drawback is marked overdetection. We envision that further improvements in the form of avalanche debris shape recognition could ultimately lead to the development of operational avalanche activity maps. These frequently updated maps could then assist in regional avalanche forecasting, notably in and around Longyearbyen, Svalbard. The detection algorithm we have developed could eventually have applications in other avalanche-prone regions in the world.
format Article in Journal/Newspaper
author Dieuwertje S. Wesselink
Eirik Malnes
Markus Eckerstorfer
Roderik C. Lindenbergh
author_facet Dieuwertje S. Wesselink
Eirik Malnes
Markus Eckerstorfer
Roderik C. Lindenbergh
author_sort Dieuwertje S. Wesselink
title Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data
title_short Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data
title_full Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data
title_fullStr Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data
title_full_unstemmed Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data
title_sort automatic detection of snow avalanche debris in central svalbard using c-band sar data
publisher Norwegian Polar Institute
publishDate 2017
url https://doi.org/10.1080/17518369.2017.1333236
https://doaj.org/article/f030a590a43842b6802f4a192b749f09
long_lat ENVELOPE(15.000,15.000,77.833,77.833)
geographic Longyearbyen
Nordenskiöld Land
Svalbard
geographic_facet Longyearbyen
Nordenskiöld Land
Svalbard
genre Longyearbyen
Nordenskiöld Land
polar night
Polar Research
Svalbard
genre_facet Longyearbyen
Nordenskiöld Land
polar night
Polar Research
Svalbard
op_source Polar Research, Vol 36, Iss 1 (2017)
op_relation 1751-8369
doi:10.1080/17518369.2017.1333236
https://doaj.org/article/f030a590a43842b6802f4a192b749f09
op_rights undefined
op_doi https://doi.org/10.1080/17518369.2017.1333236
container_title Polar Research
container_volume 36
container_issue 1
container_start_page 1333236
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