Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density

Estimates of snow and firn density are required for satellite-altimetry-based retrievals of ice sheet mass balance that rely on volume-to-mass conversions. Therefore, biases and errors in presently used density models confound assessments of ice sheet mass balance and by extension ice sheet contribu...

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Published in:The Cryosphere
Main Authors: E. Keenan, N. Wever, M. Dattler, J. T. M. Lenaerts, B. Medley, P. Kuipers Munneke, C. Reijmer
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-15-1065-2021
https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf
https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:94c255278a7f4a2d81115b6774e50c0b 2023-05-15T14:03:52+02:00 Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density E. Keenan N. Wever M. Dattler J. T. M. Lenaerts B. Medley P. Kuipers Munneke C. Reijmer 2021-03-01 https://doi.org/10.5194/tc-15-1065-2021 https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b en eng Copernicus Publications doi:10.5194/tc-15-1065-2021 1994-0416 1994-0424 https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b undefined The Cryosphere, Vol 15, Pp 1065-1085 (2021) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2021 fttriple https://doi.org/10.5194/tc-15-1065-2021 2023-01-22T17:52:57Z Estimates of snow and firn density are required for satellite-altimetry-based retrievals of ice sheet mass balance that rely on volume-to-mass conversions. Therefore, biases and errors in presently used density models confound assessments of ice sheet mass balance and by extension ice sheet contribution to sea level rise. Despite this importance, most contemporary firn densification models rely on simplified semi-empirical methods, which are partially reflected by significant modeled density errors when compared to observations. In this study, we present a new drifting-snow compaction scheme that we have implemented into SNOWPACK, a physics-based land surface snow model. We show that our new scheme improves existing versions of SNOWPACK by increasing simulated near-surface (defined as the top 10 m) density to be more in line with observations (near-surface bias reduction from −44.9 to −5.4 kg m−3). Furthermore, we demonstrate high-quality simulation of near-surface Antarctic snow and firn density at 122 observed density profiles across the Antarctic ice sheet, as indicated by reduced model biases throughout most of the near-surface firn column when compared to two semi-empirical firn densification models (SNOWPACK mean bias=-9.7 kg m−3, IMAU-FDM mean bias=-32.5 kg m−3, GSFC-FDM mean bias=15.5 kg m−3). Notably, our analysis is restricted to the near surface where firn density is most variable due to accumulation and compaction variability driven by synoptic weather and seasonal climate variability. Additionally, the GSFC-FDM exhibits lower mean density bias from 7–10 m (SNOWPACK bias=-22.5 kg m−3, GSFC-FDM bias=10.6 kg m−3) and throughout the entire near surface at high-accumulation sites (SNOWPACK bias=-31.4 kg m−3, GSFC-FDM bias=-4.7 kg m−3). However, we found that the performance of SNOWPACK did not degrade when applied to sites that were not included in the calibration of semi-empirical models. This suggests that SNOWPACK may possibly better represent firn properties in locations without extensive ... Article in Journal/Newspaper Antarc* Antarctic Ice Sheet The Cryosphere Unknown Antarctic The Antarctic The Cryosphere 15 2 1065 1085
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
E. Keenan
N. Wever
M. Dattler
J. T. M. Lenaerts
B. Medley
P. Kuipers Munneke
C. Reijmer
Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density
topic_facet geo
envir
description Estimates of snow and firn density are required for satellite-altimetry-based retrievals of ice sheet mass balance that rely on volume-to-mass conversions. Therefore, biases and errors in presently used density models confound assessments of ice sheet mass balance and by extension ice sheet contribution to sea level rise. Despite this importance, most contemporary firn densification models rely on simplified semi-empirical methods, which are partially reflected by significant modeled density errors when compared to observations. In this study, we present a new drifting-snow compaction scheme that we have implemented into SNOWPACK, a physics-based land surface snow model. We show that our new scheme improves existing versions of SNOWPACK by increasing simulated near-surface (defined as the top 10 m) density to be more in line with observations (near-surface bias reduction from −44.9 to −5.4 kg m−3). Furthermore, we demonstrate high-quality simulation of near-surface Antarctic snow and firn density at 122 observed density profiles across the Antarctic ice sheet, as indicated by reduced model biases throughout most of the near-surface firn column when compared to two semi-empirical firn densification models (SNOWPACK mean bias=-9.7 kg m−3, IMAU-FDM mean bias=-32.5 kg m−3, GSFC-FDM mean bias=15.5 kg m−3). Notably, our analysis is restricted to the near surface where firn density is most variable due to accumulation and compaction variability driven by synoptic weather and seasonal climate variability. Additionally, the GSFC-FDM exhibits lower mean density bias from 7–10 m (SNOWPACK bias=-22.5 kg m−3, GSFC-FDM bias=10.6 kg m−3) and throughout the entire near surface at high-accumulation sites (SNOWPACK bias=-31.4 kg m−3, GSFC-FDM bias=-4.7 kg m−3). However, we found that the performance of SNOWPACK did not degrade when applied to sites that were not included in the calibration of semi-empirical models. This suggests that SNOWPACK may possibly better represent firn properties in locations without extensive ...
format Article in Journal/Newspaper
author E. Keenan
N. Wever
M. Dattler
J. T. M. Lenaerts
B. Medley
P. Kuipers Munneke
C. Reijmer
author_facet E. Keenan
N. Wever
M. Dattler
J. T. M. Lenaerts
B. Medley
P. Kuipers Munneke
C. Reijmer
author_sort E. Keenan
title Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density
title_short Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density
title_full Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density
title_fullStr Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density
title_full_unstemmed Physics-based SNOWPACK model improves representation of near-surface Antarctic snow and firn density
title_sort physics-based snowpack model improves representation of near-surface antarctic snow and firn density
publisher Copernicus Publications
publishDate 2021
url https://doi.org/10.5194/tc-15-1065-2021
https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf
https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b
geographic Antarctic
The Antarctic
geographic_facet Antarctic
The Antarctic
genre Antarc*
Antarctic
Ice Sheet
The Cryosphere
genre_facet Antarc*
Antarctic
Ice Sheet
The Cryosphere
op_source The Cryosphere, Vol 15, Pp 1065-1085 (2021)
op_relation doi:10.5194/tc-15-1065-2021
1994-0416
1994-0424
https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf
https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b
op_rights undefined
op_doi https://doi.org/10.5194/tc-15-1065-2021
container_title The Cryosphere
container_volume 15
container_issue 2
container_start_page 1065
op_container_end_page 1085
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