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: E. Keenan, N. Wever, J. T. M. Lenaerts, B. Medley
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/gmd-16-3203-2023
https://doaj.org/article/29e00abc2cbb452b92106044cd08718a
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spelling ftdoajarticles:oai:doaj.org/article:29e00abc2cbb452b92106044cd08718a 2023-07-02T03:30:43+02:00 A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance E. Keenan N. Wever J. T. M. Lenaerts B. Medley 2023-06-01T00:00:00Z https://doi.org/10.5194/gmd-16-3203-2023 https://doaj.org/article/29e00abc2cbb452b92106044cd08718a EN eng Copernicus Publications https://gmd.copernicus.org/articles/16/3203/2023/gmd-16-3203-2023.pdf https://doaj.org/toc/1991-959X https://doaj.org/toc/1991-9603 doi:10.5194/gmd-16-3203-2023 1991-959X 1991-9603 https://doaj.org/article/29e00abc2cbb452b92106044cd08718a Geoscientific Model Development, Vol 16, Pp 3203-3219 (2023) Geology QE1-996.5 article 2023 ftdoajarticles https://doi.org/10.5194/gmd-16-3203-2023 2023-06-11T00:35:09Z 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 ... Article in Journal/Newspaper Antarc* Antarctic Antarctica ice core Ice Sheet Pine Island Pine Island Glacier West Antarctica Directory of Open Access Journals: DOAJ Articles Antarctic Merra ENVELOPE(12.615,12.615,65.816,65.816) Pine Island Glacier ENVELOPE(-101.000,-101.000,-75.000,-75.000) The Antarctic West Antarctica Geoscientific Model Development 16 11 3203 3219
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
E. Keenan
N. Wever
J. T. M. Lenaerts
B. Medley
A wind-driven snow redistribution module for Alpine3D v3.3.0: adaptations designed for downscaling ice sheet surface mass balance
topic_facet Geology
QE1-996.5
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 Article in Journal/Newspaper
author E. Keenan
N. Wever
J. T. M. Lenaerts
B. Medley
author_facet E. Keenan
N. Wever
J. T. M. Lenaerts
B. Medley
author_sort E. Keenan
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
publisher Copernicus Publications
publishDate 2023
url https://doi.org/10.5194/gmd-16-3203-2023
https://doaj.org/article/29e00abc2cbb452b92106044cd08718a
long_lat ENVELOPE(12.615,12.615,65.816,65.816)
ENVELOPE(-101.000,-101.000,-75.000,-75.000)
geographic Antarctic
Merra
Pine Island Glacier
The Antarctic
West Antarctica
geographic_facet Antarctic
Merra
Pine Island Glacier
The Antarctic
West Antarctica
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 Geoscientific Model Development, Vol 16, Pp 3203-3219 (2023)
op_relation https://gmd.copernicus.org/articles/16/3203/2023/gmd-16-3203-2023.pdf
https://doaj.org/toc/1991-959X
https://doaj.org/toc/1991-9603
doi:10.5194/gmd-16-3203-2023
1991-959X
1991-9603
https://doaj.org/article/29e00abc2cbb452b92106044cd08718a
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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