Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier

Models of glacier surface melt are commonly used in studies of glacier mass balance and runoff; however, with limited data available, most models are validated based on ablation stakes and data from automatic weather stations (AWSs). The technological advances of unmanned aerial vehicles (UAVs) and...

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Published in:The Cryosphere
Main Authors: Bash, Eleanor A., Moorman, Brian J.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2020
Subjects:
Online Access:https://doi.org/10.5194/tc-14-549-2020
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00050671 2023-05-15T13:12:02+02:00 Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier Bash, Eleanor A. Moorman, Brian J. 2020-02 electronic https://doi.org/10.5194/tc-14-549-2020 https://noa.gwlb.de/receive/cop_mods_00050671 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00050329/tc-14-549-2020.pdf https://tc.copernicus.org/articles/14/549/2020/tc-14-549-2020.pdf eng eng Copernicus Publications The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-14-549-2020 https://noa.gwlb.de/receive/cop_mods_00050671 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00050329/tc-14-549-2020.pdf https://tc.copernicus.org/articles/14/549/2020/tc-14-549-2020.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2020 ftnonlinearchiv https://doi.org/10.5194/tc-14-549-2020 2022-02-08T22:36:45Z Models of glacier surface melt are commonly used in studies of glacier mass balance and runoff; however, with limited data available, most models are validated based on ablation stakes and data from automatic weather stations (AWSs). The technological advances of unmanned aerial vehicles (UAVs) and structure from motion (SfM) have made it possible to measure glacier surface melt in detail over larger portions of a glacier. In this study, we use melt measured using SfM processing of UAV imagery to assess the performance of an energy balance (EB) and enhanced temperature index (ETI) melt model in two dimensions. Imagery collected over a portion of the ablation zone of Fountain Glacier, Nunavut, on 21, 23, and 24 July 2016 was previously used to determine distributed surface melt. An AWS on the glacier provides some measured inputs for both models as well as an additional check on model performance. Modelled incoming solar radiation and albedo derived from UAV imagery are also used as inputs for both models, which were used to estimate melt from 21 to 24 July 2016. Both models estimate total melt at the AWS within 16 % of observations (4 % for ETI). Across the study area the median model error, calculated as the difference between modelled and measured melt (EB = −0.064 m, ETI = −0.050 m), is within the uncertainty of the measurements. The errors in both models were strongly correlated to the density of water flow features on the glacier surface. The relation between water flow and model error suggests that energy from surface water flow contributes significantly to surface melt on Fountain Glacier. Deep surface streams with highly asymmetrical banks are observed on Fountain Glacier, but the processes leading to their formation are missing in the model assessed here. The failure of the model to capture flow-induced melt would lead to significant underestimation of surface melt should the model be used to project future change. Article in Journal/Newspaper albedo Arctic Nunavut The Cryosphere Niedersächsisches Online-Archiv NOA Arctic Nunavut Fountain Glacier ENVELOPE(161.633,161.633,-77.683,-77.683) The Cryosphere 14 2 549 563
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Bash, Eleanor A.
Moorman, Brian J.
Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier
topic_facet article
Verlagsveröffentlichung
description Models of glacier surface melt are commonly used in studies of glacier mass balance and runoff; however, with limited data available, most models are validated based on ablation stakes and data from automatic weather stations (AWSs). The technological advances of unmanned aerial vehicles (UAVs) and structure from motion (SfM) have made it possible to measure glacier surface melt in detail over larger portions of a glacier. In this study, we use melt measured using SfM processing of UAV imagery to assess the performance of an energy balance (EB) and enhanced temperature index (ETI) melt model in two dimensions. Imagery collected over a portion of the ablation zone of Fountain Glacier, Nunavut, on 21, 23, and 24 July 2016 was previously used to determine distributed surface melt. An AWS on the glacier provides some measured inputs for both models as well as an additional check on model performance. Modelled incoming solar radiation and albedo derived from UAV imagery are also used as inputs for both models, which were used to estimate melt from 21 to 24 July 2016. Both models estimate total melt at the AWS within 16 % of observations (4 % for ETI). Across the study area the median model error, calculated as the difference between modelled and measured melt (EB = −0.064 m, ETI = −0.050 m), is within the uncertainty of the measurements. The errors in both models were strongly correlated to the density of water flow features on the glacier surface. The relation between water flow and model error suggests that energy from surface water flow contributes significantly to surface melt on Fountain Glacier. Deep surface streams with highly asymmetrical banks are observed on Fountain Glacier, but the processes leading to their formation are missing in the model assessed here. The failure of the model to capture flow-induced melt would lead to significant underestimation of surface melt should the model be used to project future change.
format Article in Journal/Newspaper
author Bash, Eleanor A.
Moorman, Brian J.
author_facet Bash, Eleanor A.
Moorman, Brian J.
author_sort Bash, Eleanor A.
title Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier
title_short Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier
title_full Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier
title_fullStr Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier
title_full_unstemmed Surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (UAV) data for an Arctic glacier
title_sort surface melt and the importance of water flow – an analysis based on high-resolution unmanned aerial vehicle (uav) data for an arctic glacier
publisher Copernicus Publications
publishDate 2020
url https://doi.org/10.5194/tc-14-549-2020
https://noa.gwlb.de/receive/cop_mods_00050671
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00050329/tc-14-549-2020.pdf
https://tc.copernicus.org/articles/14/549/2020/tc-14-549-2020.pdf
long_lat ENVELOPE(161.633,161.633,-77.683,-77.683)
geographic Arctic
Nunavut
Fountain Glacier
geographic_facet Arctic
Nunavut
Fountain Glacier
genre albedo
Arctic
Nunavut
The Cryosphere
genre_facet albedo
Arctic
Nunavut
The Cryosphere
op_relation The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424
https://doi.org/10.5194/tc-14-549-2020
https://noa.gwlb.de/receive/cop_mods_00050671
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00050329/tc-14-549-2020.pdf
https://tc.copernicus.org/articles/14/549/2020/tc-14-549-2020.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5194/tc-14-549-2020
container_title The Cryosphere
container_volume 14
container_issue 2
container_start_page 549
op_container_end_page 563
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