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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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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1766031214636957696 |