A comparison of the stability and performance of depth-integrated ice-dynamics solvers

In the last decade, the number of ice-sheet models has increased substantially, in line with the growth of the glaciological community. These models use solvers based on different approximations of ice dynamics. In particular, several depth-integrated dynamics solvers have emerged as fast solvers ca...

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Published in:The Cryosphere
Main Authors: Robinson, Alexander, Goldberg, Daniel, Lipscomb, William H.
Format: Text
Language:English
Published: 2022
Subjects:
Online Access:https://doi.org/10.5194/tc-16-689-2022
https://tc.copernicus.org/articles/16/689/2022/
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spelling ftcopernicus:oai:publications.copernicus.org:tc96650 2023-05-15T16:30:22+02:00 A comparison of the stability and performance of depth-integrated ice-dynamics solvers Robinson, Alexander Goldberg, Daniel Lipscomb, William H. 2022-02-25 application/pdf https://doi.org/10.5194/tc-16-689-2022 https://tc.copernicus.org/articles/16/689/2022/ eng eng doi:10.5194/tc-16-689-2022 https://tc.copernicus.org/articles/16/689/2022/ eISSN: 1994-0424 Text 2022 ftcopernicus https://doi.org/10.5194/tc-16-689-2022 2022-02-28T17:22:14Z In the last decade, the number of ice-sheet models has increased substantially, in line with the growth of the glaciological community. These models use solvers based on different approximations of ice dynamics. In particular, several depth-integrated dynamics solvers have emerged as fast solvers capable of resolving the relevant physics of ice sheets at the continental scale. However, the numerical stability of these schemes has not been studied systematically to evaluate their effectiveness in practice. Here we focus on three such solvers, the so-called Hybrid, L1L2-SIA and DIVA solvers, as well as the well-known SIA and SSA solvers as boundary cases. We investigate the numerical stability of these solvers as a function of grid resolution and the state of the ice sheet for an explicit time discretization scheme of the mass conservation step. Under simplified conditions with constant viscosity, the maximum stable time step of the Hybrid solver, like the SIA solver, has a quadratic dependence on grid resolution. In contrast, the DIVA solver has a maximum time step that is independent of resolution as the grid becomes increasingly refined, like the SSA solver. A simple 1D implementation of the L1L2-SIA solver indicates that it should behave similarly, but in practice, the complexity of its implementation appears to restrict its stability. In realistic simulations of the Greenland Ice Sheet with a nonlinear rheology, the DIVA and SSA solvers maintain superior numerical stability, while the SIA, Hybrid and L1L2-SIA solvers show markedly poorer performance. At a grid resolution of Δ x =4 km, the DIVA solver runs approximately 20 times faster than the Hybrid and L1L2-SIA solvers as a result of a larger stable time step. Our analysis shows that as resolution increases, the ice-dynamics solver can act as a bottleneck to model performance. The DIVA solver emerges as a clear outlier in terms of both model performance and its representation of the ice-flow physics itself. Text Greenland Ice Sheet Copernicus Publications: E-Journals Greenland The Cryosphere 16 2 689 709
institution Open Polar
collection Copernicus Publications: E-Journals
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language English
description In the last decade, the number of ice-sheet models has increased substantially, in line with the growth of the glaciological community. These models use solvers based on different approximations of ice dynamics. In particular, several depth-integrated dynamics solvers have emerged as fast solvers capable of resolving the relevant physics of ice sheets at the continental scale. However, the numerical stability of these schemes has not been studied systematically to evaluate their effectiveness in practice. Here we focus on three such solvers, the so-called Hybrid, L1L2-SIA and DIVA solvers, as well as the well-known SIA and SSA solvers as boundary cases. We investigate the numerical stability of these solvers as a function of grid resolution and the state of the ice sheet for an explicit time discretization scheme of the mass conservation step. Under simplified conditions with constant viscosity, the maximum stable time step of the Hybrid solver, like the SIA solver, has a quadratic dependence on grid resolution. In contrast, the DIVA solver has a maximum time step that is independent of resolution as the grid becomes increasingly refined, like the SSA solver. A simple 1D implementation of the L1L2-SIA solver indicates that it should behave similarly, but in practice, the complexity of its implementation appears to restrict its stability. In realistic simulations of the Greenland Ice Sheet with a nonlinear rheology, the DIVA and SSA solvers maintain superior numerical stability, while the SIA, Hybrid and L1L2-SIA solvers show markedly poorer performance. At a grid resolution of Δ x =4 km, the DIVA solver runs approximately 20 times faster than the Hybrid and L1L2-SIA solvers as a result of a larger stable time step. Our analysis shows that as resolution increases, the ice-dynamics solver can act as a bottleneck to model performance. The DIVA solver emerges as a clear outlier in terms of both model performance and its representation of the ice-flow physics itself.
format Text
author Robinson, Alexander
Goldberg, Daniel
Lipscomb, William H.
spellingShingle Robinson, Alexander
Goldberg, Daniel
Lipscomb, William H.
A comparison of the stability and performance of depth-integrated ice-dynamics solvers
author_facet Robinson, Alexander
Goldberg, Daniel
Lipscomb, William H.
author_sort Robinson, Alexander
title A comparison of the stability and performance of depth-integrated ice-dynamics solvers
title_short A comparison of the stability and performance of depth-integrated ice-dynamics solvers
title_full A comparison of the stability and performance of depth-integrated ice-dynamics solvers
title_fullStr A comparison of the stability and performance of depth-integrated ice-dynamics solvers
title_full_unstemmed A comparison of the stability and performance of depth-integrated ice-dynamics solvers
title_sort comparison of the stability and performance of depth-integrated ice-dynamics solvers
publishDate 2022
url https://doi.org/10.5194/tc-16-689-2022
https://tc.copernicus.org/articles/16/689/2022/
geographic Greenland
geographic_facet Greenland
genre Greenland
Ice Sheet
genre_facet Greenland
Ice Sheet
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-16-689-2022
https://tc.copernicus.org/articles/16/689/2022/
op_doi https://doi.org/10.5194/tc-16-689-2022
container_title The Cryosphere
container_volume 16
container_issue 2
container_start_page 689
op_container_end_page 709
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