Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions

Ice flow models are now routinely used to forecast the ice sheets' contribution to 21st century sea-level rise. For such short term simulations, the model response is greatly affected by the initial conditions. Data assimilation algorithms have been developed to invert for the friction of the i...

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Published in:Geoscientific Model Development
Main Authors: C. Mosbeux, F. Gillet-Chaulet, O. Gagliardini
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2016
Subjects:
Online Access:https://doi.org/10.5194/gmd-9-2549-2016
https://doaj.org/article/2daeb9379f1a4fed90a8bc1cddc828eb
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spelling ftdoajarticles:oai:doaj.org/article:2daeb9379f1a4fed90a8bc1cddc828eb 2023-05-15T16:40:48+02:00 Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions C. Mosbeux F. Gillet-Chaulet O. Gagliardini 2016-07-01T00:00:00Z https://doi.org/10.5194/gmd-9-2549-2016 https://doaj.org/article/2daeb9379f1a4fed90a8bc1cddc828eb EN eng Copernicus Publications http://www.geosci-model-dev.net/9/2549/2016/gmd-9-2549-2016.pdf https://doaj.org/toc/1991-959X https://doaj.org/toc/1991-9603 1991-959X 1991-9603 doi:10.5194/gmd-9-2549-2016 https://doaj.org/article/2daeb9379f1a4fed90a8bc1cddc828eb Geoscientific Model Development, Vol 9, Iss 7, Pp 2549-2562 (2016) Geology QE1-996.5 article 2016 ftdoajarticles https://doi.org/10.5194/gmd-9-2549-2016 2022-12-31T12:51:53Z Ice flow models are now routinely used to forecast the ice sheets' contribution to 21st century sea-level rise. For such short term simulations, the model response is greatly affected by the initial conditions. Data assimilation algorithms have been developed to invert for the friction of the ice on its bedrock using observed surface velocities. A drawback of these methods is that remaining uncertainties, especially in the bedrock elevation, lead to non-physical ice flux divergence anomalies resulting in undesirable transient effects. In this study, we compare two different assimilation algorithms based on adjoints and nudging to constrain both bedrock friction and elevation. Using synthetic twin experiments with realistic observation errors, we show that the two algorithms lead to similar performances in reconstructing both variables and allow the flux divergence anomalies to be significantly reduced. Article in Journal/Newspaper Ice Sheet Directory of Open Access Journals: DOAJ Articles Geoscientific Model Development 9 7 2549 2562
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Geology
QE1-996.5
spellingShingle Geology
QE1-996.5
C. Mosbeux
F. Gillet-Chaulet
O. Gagliardini
Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
topic_facet Geology
QE1-996.5
description Ice flow models are now routinely used to forecast the ice sheets' contribution to 21st century sea-level rise. For such short term simulations, the model response is greatly affected by the initial conditions. Data assimilation algorithms have been developed to invert for the friction of the ice on its bedrock using observed surface velocities. A drawback of these methods is that remaining uncertainties, especially in the bedrock elevation, lead to non-physical ice flux divergence anomalies resulting in undesirable transient effects. In this study, we compare two different assimilation algorithms based on adjoints and nudging to constrain both bedrock friction and elevation. Using synthetic twin experiments with realistic observation errors, we show that the two algorithms lead to similar performances in reconstructing both variables and allow the flux divergence anomalies to be significantly reduced.
format Article in Journal/Newspaper
author C. Mosbeux
F. Gillet-Chaulet
O. Gagliardini
author_facet C. Mosbeux
F. Gillet-Chaulet
O. Gagliardini
author_sort C. Mosbeux
title Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
title_short Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
title_full Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
title_fullStr Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
title_full_unstemmed Comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
title_sort comparison of adjoint and nudging methods to initialise ice sheet model basal conditions
publisher Copernicus Publications
publishDate 2016
url https://doi.org/10.5194/gmd-9-2549-2016
https://doaj.org/article/2daeb9379f1a4fed90a8bc1cddc828eb
genre Ice Sheet
genre_facet Ice Sheet
op_source Geoscientific Model Development, Vol 9, Iss 7, Pp 2549-2562 (2016)
op_relation http://www.geosci-model-dev.net/9/2549/2016/gmd-9-2549-2016.pdf
https://doaj.org/toc/1991-959X
https://doaj.org/toc/1991-9603
1991-959X
1991-9603
doi:10.5194/gmd-9-2549-2016
https://doaj.org/article/2daeb9379f1a4fed90a8bc1cddc828eb
op_doi https://doi.org/10.5194/gmd-9-2549-2016
container_title Geoscientific Model Development
container_volume 9
container_issue 7
container_start_page 2549
op_container_end_page 2562
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