A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance

Ice sheet surface mass balance describes the net snow accumulation at the ice sheet surface. On the Antarctic ice sheet, winds redistribute snow, resulting in a surface mass balance that is variable in both space and time. Representing wind-driven snow redistribution processes in models is critical...

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Published in:Geoscientific Model Development
Main Authors: Keenan, Eric, Wever, Nander, Lenaerts, Jan T. M., Medley, Brooke
Format: Text
Language:English
Published: 2023
Subjects:
Online Access:https://doi.org/10.5194/gmd-16-3203-2023
https://gmd.copernicus.org/articles/16/3203/2023/
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spelling ftcopernicus:oai:publications.copernicus.org:gmd101159 2023-07-02T03:29:53+02:00 A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance Keenan, Eric Wever, Nander Lenaerts, Jan T. M. Medley, Brooke 2023-06-08 application/pdf https://doi.org/10.5194/gmd-16-3203-2023 https://gmd.copernicus.org/articles/16/3203/2023/ eng eng doi:10.5194/gmd-16-3203-2023 https://gmd.copernicus.org/articles/16/3203/2023/ eISSN: 1991-9603 Text 2023 ftcopernicus https://doi.org/10.5194/gmd-16-3203-2023 2023-06-12T16:24:16Z Ice sheet surface mass balance describes the net snow accumulation at the ice sheet surface. On the Antarctic ice sheet, winds redistribute snow, resulting in a surface mass balance that is variable in both space and time. Representing wind-driven snow redistribution processes in models is critical for local assessments of surface mass balance, repeat altimetry studies, and interpretation of ice core accumulation records. To this end, we have adapted Alpine3D, an existing distributed snow modeling framework, to downscale Antarctic surface mass balance to horizontal resolutions up to 1 km . In particular, we have introduced a new two-dimensional advection-based wind-driven snow redistribution module that is driven by an offline coupling between WindNinja, a wind downscaling model, and Alpine3D. We then show that large accumulation variability can be at least partially explained by terrain-induced wind speed variations which subsequently redistribute snow around rolling topography. By comparing Alpine3D to airborne-derived snow accumulation measurements within a testing domain over Pine Island Glacier in West Antarctica, we demonstrate that our Alpine3D downscaling approach improves surface mass balance estimates when compared to the Modern-Era Retrospective analysis for Research and Applications, Version 2 (MERRA-2), a global atmospheric reanalysis which we use as atmospheric forcing. In particular, when compared to MERRA-2, Alpine3D reduces simulated surface mass balance root mean squared error by 23.4 mm w . e . yr - 1 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="61pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="ababe4b727a34893f1cecbd88151fb23"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="gmd-16-3203-2023-ie00001.svg" width="61pt" height="15pt" src="gmd-16-3203-2023-ie00001.png"/></svg:svg> (13 %) and increases variance explained by 24 %. Despite these improvements, our results demonstrate that considerable uncertainty stems from the employed ... Text Antarc* Antarctic Antarctica ice core Ice Sheet Pine Island Pine Island Glacier West Antarctica Copernicus Publications: E-Journals Antarctic The Antarctic West Antarctica Pine Island Glacier ENVELOPE(-101.000,-101.000,-75.000,-75.000) Merra ENVELOPE(12.615,12.615,65.816,65.816) Geoscientific Model Development 16 11 3203 3219
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Ice sheet surface mass balance describes the net snow accumulation at the ice sheet surface. On the Antarctic ice sheet, winds redistribute snow, resulting in a surface mass balance that is variable in both space and time. Representing wind-driven snow redistribution processes in models is critical for local assessments of surface mass balance, repeat altimetry studies, and interpretation of ice core accumulation records. To this end, we have adapted Alpine3D, an existing distributed snow modeling framework, to downscale Antarctic surface mass balance to horizontal resolutions up to 1 km . In particular, we have introduced a new two-dimensional advection-based wind-driven snow redistribution module that is driven by an offline coupling between WindNinja, a wind downscaling model, and Alpine3D. We then show that large accumulation variability can be at least partially explained by terrain-induced wind speed variations which subsequently redistribute snow around rolling topography. By comparing Alpine3D to airborne-derived snow accumulation measurements within a testing domain over Pine Island Glacier in West Antarctica, we demonstrate that our Alpine3D downscaling approach improves surface mass balance estimates when compared to the Modern-Era Retrospective analysis for Research and Applications, Version 2 (MERRA-2), a global atmospheric reanalysis which we use as atmospheric forcing. In particular, when compared to MERRA-2, Alpine3D reduces simulated surface mass balance root mean squared error by 23.4 mm w . e . yr - 1 <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="61pt" height="15pt" class="svg-formula" dspmath="mathimg" md5hash="ababe4b727a34893f1cecbd88151fb23"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="gmd-16-3203-2023-ie00001.svg" width="61pt" height="15pt" src="gmd-16-3203-2023-ie00001.png"/></svg:svg> (13 %) and increases variance explained by 24 %. Despite these improvements, our results demonstrate that considerable uncertainty stems from the employed ...
format Text
author Keenan, Eric
Wever, Nander
Lenaerts, Jan T. M.
Medley, Brooke
spellingShingle Keenan, Eric
Wever, Nander
Lenaerts, Jan T. M.
Medley, Brooke
A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
author_facet Keenan, Eric
Wever, Nander
Lenaerts, Jan T. M.
Medley, Brooke
author_sort Keenan, Eric
title A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
title_short A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
title_full A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
title_fullStr A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
title_full_unstemmed A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
title_sort wind-driven snow redistribution module for alpine3d v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
publishDate 2023
url https://doi.org/10.5194/gmd-16-3203-2023
https://gmd.copernicus.org/articles/16/3203/2023/
long_lat ENVELOPE(-101.000,-101.000,-75.000,-75.000)
ENVELOPE(12.615,12.615,65.816,65.816)
geographic Antarctic
The Antarctic
West Antarctica
Pine Island Glacier
Merra
geographic_facet Antarctic
The Antarctic
West Antarctica
Pine Island Glacier
Merra
genre Antarc*
Antarctic
Antarctica
ice core
Ice Sheet
Pine Island
Pine Island Glacier
West Antarctica
genre_facet Antarc*
Antarctic
Antarctica
ice core
Ice Sheet
Pine Island
Pine Island Glacier
West Antarctica
op_source eISSN: 1991-9603
op_relation doi:10.5194/gmd-16-3203-2023
https://gmd.copernicus.org/articles/16/3203/2023/
op_doi https://doi.org/10.5194/gmd-16-3203-2023
container_title Geoscientific Model Development
container_volume 16
container_issue 11
container_start_page 3203
op_container_end_page 3219
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