Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard

<p>Calving is an important process in glacier systems terminating in the ocean, and more observations are needed to improve our understanding of the undergoing processes and parameterize calving in larger-scale models. Time-lapse cameras are good tools for monitoring calving fronts of glaciers...

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Main Authors: D. Vallot, S. Adinugroho, R. Strand, P. How, R. Pettersson, D. I. Benn, N. R. J. Hulton
Format: Article
Language:English
Published: Copernicus Publications 2019-03-01
Series:Geoscientific Instrumentation, Methods and Data Systems
Online Access:https://www.geosci-instrum-method-data-syst.net/8/113/2019/gi-8-113-2019.pdf
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spelling doaj-edefc193951843d6a2468895807efd602020-11-25T00:59:44ZengCopernicus PublicationsGeoscientific Instrumentation, Methods and Data Systems2193-08562193-08642019-03-01811312710.5194/gi-8-113-2019Automatic detection of calving events from time-lapse imagery at Tunabreen, SvalbardD. Vallot0S. Adinugroho1S. Adinugroho2R. Strand3P. How4R. Pettersson5D. I. Benn6N. R. J. Hulton7Department of Earth Sciences, Uppsala University, Uppsala, SwedenFaculty of Computer Science, Brawijaya University, Malang, IndonesiaCentre for Image Analysis, Department of Information Technology, Uppsala University, Uppsala, SwedenCentre for Image Analysis, Department of Information Technology, Uppsala University, Uppsala, SwedenInstitute of Geography, School of GeoSciences, University of Edinburgh, Edinburgh, UKDepartment of Earth Sciences, Uppsala University, Uppsala, SwedenSchool of Geography and Geosciences, University St Andrews, St Andrews, UKDepartment of Arctic Geology, UNIS, The University Center in Svalbard, Svalbard, Norway<p>Calving is an important process in glacier systems terminating in the ocean, and more observations are needed to improve our understanding of the undergoing processes and parameterize calving in larger-scale models. Time-lapse cameras are good tools for monitoring calving fronts of glaciers and they have been used widely where conditions are favourable. However, automatic image analysis to detect and calculate the size of calving events has not been developed so far. Here, we present a method that fills this gap using image analysis tools. First, the calving front is segmented. Second, changes between two images are detected and a mask is produced to delimit the calving event. Third, we calculate the area given the front and camera positions as well as camera characteristics. To illustrate our method, we analyse two image time series from two cameras placed at different locations in 2014 and 2015 and compare the automatic detection results to a manual detection. We find a good match when the weather is favourable, but the method fails with dense fog or high illumination conditions. Furthermore, results show that calving events are more likely to occur (i) close to where subglacial meltwater plumes have been observed to rise at the front and (ii) close to one another.</p>https://www.geosci-instrum-method-data-syst.net/8/113/2019/gi-8-113-2019.pdf
collection DOAJ
language English
format Article
sources DOAJ
author D. Vallot
S. Adinugroho
S. Adinugroho
R. Strand
P. How
R. Pettersson
D. I. Benn
N. R. J. Hulton
spellingShingle D. Vallot
S. Adinugroho
S. Adinugroho
R. Strand
P. How
R. Pettersson
D. I. Benn
N. R. J. Hulton
Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard
Geoscientific Instrumentation, Methods and Data Systems
author_facet D. Vallot
S. Adinugroho
S. Adinugroho
R. Strand
P. How
R. Pettersson
D. I. Benn
N. R. J. Hulton
author_sort D. Vallot
title Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard
title_short Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard
title_full Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard
title_fullStr Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard
title_full_unstemmed Automatic detection of calving events from time-lapse imagery at Tunabreen, Svalbard
title_sort automatic detection of calving events from time-lapse imagery at tunabreen, svalbard
publisher Copernicus Publications
series Geoscientific Instrumentation, Methods and Data Systems
issn 2193-0856
2193-0864
publishDate 2019-03-01
description <p>Calving is an important process in glacier systems terminating in the ocean, and more observations are needed to improve our understanding of the undergoing processes and parameterize calving in larger-scale models. Time-lapse cameras are good tools for monitoring calving fronts of glaciers and they have been used widely where conditions are favourable. However, automatic image analysis to detect and calculate the size of calving events has not been developed so far. Here, we present a method that fills this gap using image analysis tools. First, the calving front is segmented. Second, changes between two images are detected and a mask is produced to delimit the calving event. Third, we calculate the area given the front and camera positions as well as camera characteristics. To illustrate our method, we analyse two image time series from two cameras placed at different locations in 2014 and 2015 and compare the automatic detection results to a manual detection. We find a good match when the weather is favourable, but the method fails with dense fog or high illumination conditions. Furthermore, results show that calving events are more likely to occur (i) close to where subglacial meltwater plumes have been observed to rise at the front and (ii) close to one another.</p>
url https://www.geosci-instrum-method-data-syst.net/8/113/2019/gi-8-113-2019.pdf
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