Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters

We investigate the sensitivity of a distributed glacier surface mass and energy balance model using a variance-based analysis, for two distinct periods of the last glacial cycle: the present day (PD) and the Last Glacial Maximum (LGM). The results can be summarized in three major findings: the sensi...

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Published in:The Cryosphere
Main Authors: Zolles, Tobias, Born, Andreas
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
Online Access:https://doi.org/10.5194/tc-15-2917-2021
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00057146 2024-09-15T18:07:43+00:00 Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters Zolles, Tobias Born, Andreas 2021-06 electronic https://doi.org/10.5194/tc-15-2917-2021 https://noa.gwlb.de/receive/cop_mods_00057146 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056796/tc-15-2917-2021.pdf https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.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-15-2917-2021 https://noa.gwlb.de/receive/cop_mods_00057146 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056796/tc-15-2917-2021.pdf https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2021 ftnonlinearchiv https://doi.org/10.5194/tc-15-2917-2021 2024-06-26T04:38:21Z We investigate the sensitivity of a distributed glacier surface mass and energy balance model using a variance-based analysis, for two distinct periods of the last glacial cycle: the present day (PD) and the Last Glacial Maximum (LGM). The results can be summarized in three major findings: the sensitivity towards individual model parameters and parameterizations is as variable in space as it is in time. The model is most sensitive to uncertainty related to atmospheric emissivity and the down-welling longwave radiation. While the turbulent latent heat flux has a sizable contribution to the surface mass balance uncertainty in central Greenland today, it dominates over the entire ice sheet during the cold climate of the LGM, in spite of its low impact on the overall surface mass balance of the Greenland ice sheet in the modern climate. We conclude that quantifying the model sensitivity is very helpful for tuning free model parameters because it clarifies the relative importance of individual parameters and highlights interactions between them that need to be considered. Article in Journal/Newspaper glacier Greenland Ice Sheet The Cryosphere Niedersächsisches Online-Archiv NOA The Cryosphere 15 6 2917 2938
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Zolles, Tobias
Born, Andreas
Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
topic_facet article
Verlagsveröffentlichung
description We investigate the sensitivity of a distributed glacier surface mass and energy balance model using a variance-based analysis, for two distinct periods of the last glacial cycle: the present day (PD) and the Last Glacial Maximum (LGM). The results can be summarized in three major findings: the sensitivity towards individual model parameters and parameterizations is as variable in space as it is in time. The model is most sensitive to uncertainty related to atmospheric emissivity and the down-welling longwave radiation. While the turbulent latent heat flux has a sizable contribution to the surface mass balance uncertainty in central Greenland today, it dominates over the entire ice sheet during the cold climate of the LGM, in spite of its low impact on the overall surface mass balance of the Greenland ice sheet in the modern climate. We conclude that quantifying the model sensitivity is very helpful for tuning free model parameters because it clarifies the relative importance of individual parameters and highlights interactions between them that need to be considered.
format Article in Journal/Newspaper
author Zolles, Tobias
Born, Andreas
author_facet Zolles, Tobias
Born, Andreas
author_sort Zolles, Tobias
title Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
title_short Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
title_full Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
title_fullStr Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
title_full_unstemmed Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
title_sort sensitivity of the greenland surface mass and energy balance to uncertainties in key model parameters
publisher Copernicus Publications
publishDate 2021
url https://doi.org/10.5194/tc-15-2917-2021
https://noa.gwlb.de/receive/cop_mods_00057146
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056796/tc-15-2917-2021.pdf
https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf
genre glacier
Greenland
Ice Sheet
The Cryosphere
genre_facet glacier
Greenland
Ice Sheet
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-15-2917-2021
https://noa.gwlb.de/receive/cop_mods_00057146
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00056796/tc-15-2917-2021.pdf
https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/tc-15-2917-2021
container_title The Cryosphere
container_volume 15
container_issue 6
container_start_page 2917
op_container_end_page 2938
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