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: T. Zolles, A. Born
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-15-2917-2021
https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf
https://doaj.org/article/cee4b7c8a6ae4c3d8d925f89387b87a1
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record_format openpolar
spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:cee4b7c8a6ae4c3d8d925f89387b87a1 2023-05-15T16:21:16+02:00 Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters T. Zolles A. Born 2021-06-01 https://doi.org/10.5194/tc-15-2917-2021 https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf https://doaj.org/article/cee4b7c8a6ae4c3d8d925f89387b87a1 en eng Copernicus Publications doi:10.5194/tc-15-2917-2021 1994-0416 1994-0424 https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf https://doaj.org/article/cee4b7c8a6ae4c3d8d925f89387b87a1 undefined The Cryosphere, Vol 15, Pp 2917-2938 (2021) envir geo Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2021 fttriple https://doi.org/10.5194/tc-15-2917-2021 2023-01-22T19:23:37Z 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 Unknown Greenland The Cryosphere 15 6 2917 2938
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic envir
geo
spellingShingle envir
geo
T. Zolles
A. Born
Sensitivity of the Greenland surface mass and energy balance to uncertainties in key model parameters
topic_facet envir
geo
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 T. Zolles
A. Born
author_facet T. Zolles
A. Born
author_sort T. Zolles
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://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf
https://doaj.org/article/cee4b7c8a6ae4c3d8d925f89387b87a1
geographic Greenland
geographic_facet Greenland
genre glacier
Greenland
Ice Sheet
The Cryosphere
genre_facet glacier
Greenland
Ice Sheet
The Cryosphere
op_source The Cryosphere, Vol 15, Pp 2917-2938 (2021)
op_relation doi:10.5194/tc-15-2917-2021
1994-0416
1994-0424
https://tc.copernicus.org/articles/15/2917/2021/tc-15-2917-2021.pdf
https://doaj.org/article/cee4b7c8a6ae4c3d8d925f89387b87a1
op_rights undefined
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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