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...

Full description

Bibliographic Details
Main Authors: Wesselink, Dieuwertje S., Malnes, Eirik, Eckerstorfer, Markus, Lindenbergh, Roderik C.
Format: Article in Journal/Newspaper
Language:English
Published: Norwegian Polar Institute 2017
Subjects:
Online Access:https://polarresearch.net/index.php/polar/article/view/2654
id ftjpolarres:oai:journals.openacademia.net:article/2654
record_format openpolar
spelling ftjpolarres:oai:journals.openacademia.net:article/2654 2023-05-15T17:08:27+02:00 Automatic detection of snow avalanche debris in central Svalbard using C-band SAR data Wesselink, Dieuwertje S. Malnes, Eirik Eckerstorfer, Markus Lindenbergh, Roderik C. 2017-06-30 application/pdf application/xml https://polarresearch.net/index.php/polar/article/view/2654 eng eng Norwegian Polar Institute https://polarresearch.net/index.php/polar/article/view/2654/6058 https://polarresearch.net/index.php/polar/article/view/2654/6059 https://polarresearch.net/index.php/polar/article/view/2654 Polar Research; Vol 36 (2017) 1751-8369 Radar remote sensing Radarsat-2 Sentinel-1 avalanche debris detection avalanche forecasting info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2017 ftjpolarres 2021-11-11T19:13:09Z 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 Polar Research (E-Journal) Svalbard Longyearbyen Nordenskiöld Land ENVELOPE(15.000,15.000,77.833,77.833)
institution Open Polar
collection Polar Research (E-Journal)
op_collection_id ftjpolarres
language English
topic Radar remote sensing
Radarsat-2
Sentinel-1
avalanche debris detection
avalanche forecasting
spellingShingle Radar remote sensing
Radarsat-2
Sentinel-1
avalanche debris detection
avalanche forecasting
Wesselink, Dieuwertje S.
Malnes, Eirik
Eckerstorfer, Markus
Lindenbergh, Roderik C.
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
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 Wesselink, Dieuwertje S.
Malnes, Eirik
Eckerstorfer, Markus
Lindenbergh, Roderik C.
author_facet Wesselink, Dieuwertje S.
Malnes, Eirik
Eckerstorfer, Markus
Lindenbergh, Roderik C.
author_sort Wesselink, Dieuwertje S.
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://polarresearch.net/index.php/polar/article/view/2654
long_lat ENVELOPE(15.000,15.000,77.833,77.833)
geographic Svalbard
Longyearbyen
Nordenskiöld Land
geographic_facet Svalbard
Longyearbyen
Nordenskiöld Land
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 (2017)
1751-8369
op_relation https://polarresearch.net/index.php/polar/article/view/2654/6058
https://polarresearch.net/index.php/polar/article/view/2654/6059
https://polarresearch.net/index.php/polar/article/view/2654
_version_ 1766064225840529408