Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change

<p>Ice loss from the Antarctic ice sheet (AIS) is expected to become the major contributor to sea level in the next centuries. Projections of the AIS response to climate change based on numerical ice-sheet models remain challenging due to the complexity of physical processes involved in ice-sh...

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Main Authors: K. Bulthuis, M. Arnst, S. Sun, F. Pattyn
Format: Article
Language:English
Published: Copernicus Publications 2019-04-01
Series:The Cryosphere
Online Access:https://www.the-cryosphere.net/13/1349/2019/tc-13-1349-2019.pdf
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spelling doaj-a797dd3287294411a5f8f377dea7fd062020-11-25T02:34:59ZengCopernicus PublicationsThe Cryosphere1994-04161994-04242019-04-01131349138010.5194/tc-13-1349-2019Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate changeK. Bulthuis0K. Bulthuis1M. Arnst2S. Sun3F. Pattyn4Computational and Stochastic Modeling, Aerospace and Mechanical Engineering, Université de Liège, Allée de la Découverte 9, Quartier Polytech 1, 4000 Liège, BelgiumLaboratoire de Glaciologie, Department of Geosciences, Environment and Society, Université Libre de Bruxelles, Av. F.D. Roosevelt 50, 1050 Brussels, BelgiumComputational and Stochastic Modeling, Aerospace and Mechanical Engineering, Université de Liège, Allée de la Découverte 9, Quartier Polytech 1, 4000 Liège, BelgiumLaboratoire de Glaciologie, Department of Geosciences, Environment and Society, Université Libre de Bruxelles, Av. F.D. Roosevelt 50, 1050 Brussels, BelgiumLaboratoire de Glaciologie, Department of Geosciences, Environment and Society, Université Libre de Bruxelles, Av. F.D. Roosevelt 50, 1050 Brussels, Belgium<p>Ice loss from the Antarctic ice sheet (AIS) is expected to become the major contributor to sea level in the next centuries. Projections of the AIS response to climate change based on numerical ice-sheet models remain challenging due to the complexity of physical processes involved in ice-sheet dynamics, including instability mechanisms that can destabilise marine basins with retrograde slopes. Moreover, uncertainties in ice-sheet models limit the ability to provide accurate sea-level rise projections. Here, we apply probabilistic methods to a hybrid ice-sheet model to investigate the influence of several sources of uncertainty, namely sources of uncertainty in atmospheric forcing, basal sliding, grounding-line flux parameterisation, calving, sub-shelf melting, ice-shelf rheology and bedrock relaxation, on the continental response of the Antarctic ice sheet to climate change over the next millennium. We provide probabilistic projections of sea-level rise and grounding-line retreat, and we carry out stochastic sensitivity analysis to determine the most influential sources of uncertainty. We find that all investigated sources of uncertainty, except bedrock relaxation time, contribute to the uncertainty in the projections. We show that the sensitivity of the projections to uncertainties increases and the contribution of the uncertainty in sub-shelf melting to the uncertainty in the projections becomes more and more dominant as atmospheric and oceanic temperatures rise, with a contribution to the uncertainty in sea-level rise projections that goes from 5&thinsp;% to 25&thinsp;% in RCP 2.6 to more than 90&thinsp;% in RCP 8.5. We show that the significance of the AIS contribution to sea level is controlled by the marine ice-sheet instability (MISI) in marine basins, with the biggest contribution stemming from the more vulnerable West Antarctic ice sheet. We find that, irrespective of parametric uncertainty, the strongly mitigated RCP 2.6 scenario prevents the collapse of the West Antarctic ice sheet, that in both the RCP 4.5 and RCP 6.0 scenarios the occurrence of MISI in marine basins is more sensitive to parametric uncertainty, and that, almost irrespective of parametric uncertainty, RCP 8.5 triggers the collapse of the West Antarctic ice sheet.</p>https://www.the-cryosphere.net/13/1349/2019/tc-13-1349-2019.pdf
collection DOAJ
language English
format Article
sources DOAJ
author K. Bulthuis
K. Bulthuis
M. Arnst
S. Sun
F. Pattyn
spellingShingle K. Bulthuis
K. Bulthuis
M. Arnst
S. Sun
F. Pattyn
Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change
The Cryosphere
author_facet K. Bulthuis
K. Bulthuis
M. Arnst
S. Sun
F. Pattyn
author_sort K. Bulthuis
title Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change
title_short Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change
title_full Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change
title_fullStr Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change
title_full_unstemmed Uncertainty quantification of the multi-centennial response of the Antarctic ice sheet to climate change
title_sort uncertainty quantification of the multi-centennial response of the antarctic ice sheet to climate change
publisher Copernicus Publications
series The Cryosphere
issn 1994-0416
1994-0424
publishDate 2019-04-01
description <p>Ice loss from the Antarctic ice sheet (AIS) is expected to become the major contributor to sea level in the next centuries. Projections of the AIS response to climate change based on numerical ice-sheet models remain challenging due to the complexity of physical processes involved in ice-sheet dynamics, including instability mechanisms that can destabilise marine basins with retrograde slopes. Moreover, uncertainties in ice-sheet models limit the ability to provide accurate sea-level rise projections. Here, we apply probabilistic methods to a hybrid ice-sheet model to investigate the influence of several sources of uncertainty, namely sources of uncertainty in atmospheric forcing, basal sliding, grounding-line flux parameterisation, calving, sub-shelf melting, ice-shelf rheology and bedrock relaxation, on the continental response of the Antarctic ice sheet to climate change over the next millennium. We provide probabilistic projections of sea-level rise and grounding-line retreat, and we carry out stochastic sensitivity analysis to determine the most influential sources of uncertainty. We find that all investigated sources of uncertainty, except bedrock relaxation time, contribute to the uncertainty in the projections. We show that the sensitivity of the projections to uncertainties increases and the contribution of the uncertainty in sub-shelf melting to the uncertainty in the projections becomes more and more dominant as atmospheric and oceanic temperatures rise, with a contribution to the uncertainty in sea-level rise projections that goes from 5&thinsp;% to 25&thinsp;% in RCP 2.6 to more than 90&thinsp;% in RCP 8.5. We show that the significance of the AIS contribution to sea level is controlled by the marine ice-sheet instability (MISI) in marine basins, with the biggest contribution stemming from the more vulnerable West Antarctic ice sheet. We find that, irrespective of parametric uncertainty, the strongly mitigated RCP 2.6 scenario prevents the collapse of the West Antarctic ice sheet, that in both the RCP 4.5 and RCP 6.0 scenarios the occurrence of MISI in marine basins is more sensitive to parametric uncertainty, and that, almost irrespective of parametric uncertainty, RCP 8.5 triggers the collapse of the West Antarctic ice sheet.</p>
url https://www.the-cryosphere.net/13/1349/2019/tc-13-1349-2019.pdf
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