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:
Online Access:https://doi.org/10.5194/tc-15-1065-2021
https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b
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spelling ftdoajarticles:oai:doaj.org/article:94c255278a7f4a2d81115b6774e50c0b 2023-05-15T13:54:03+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 2021-03-01T00:00:00Z https://doi.org/10.5194/tc-15-1065-2021 https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b EN eng Copernicus Publications https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-15-1065-2021 1994-0416 1994-0424 https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b The Cryosphere, Vol 15, Pp 1065-1085 (2021) Environmental sciences GE1-350 Geology QE1-996.5 article 2021 ftdoajarticles https://doi.org/10.5194/tc-15-1065-2021 2022-12-31T13:39:04Z 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 <math xmlns="http://www.w3.org/1998/Math/MathML" id="M5" display="inline" overflow="scroll" dspmath="mathml"><mrow><mtext>mean bias</mtext><mo>=</mo><mo>-</mo><mn mathvariant="normal">9.7</mn></mrow></math> <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="88pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="d4563868c957e632f059fa36e2231f24"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="tc-15-1065-2021-ie00001.svg" width="88pt" height="10pt" src="tc-15-1065-2021-ie00001.png"/></svg:svg> kg m −3 , IMAU-FDM <math xmlns="http://www.w3.org/1998/Math/MathML" id="M7" display="inline" overflow="scroll" dspmath="mathml"><mrow><mtext>mean ... Article in Journal/Newspaper Antarc* Antarctic Ice Sheet The Cryosphere Directory of Open Access Journals: DOAJ Articles Antarctic The Antarctic The Cryosphere 15 2 1065 1085
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Environmental sciences
GE1-350
Geology
QE1-996.5
spellingShingle Environmental sciences
GE1-350
Geology
QE1-996.5
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 Environmental sciences
GE1-350
Geology
QE1-996.5
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 <math xmlns="http://www.w3.org/1998/Math/MathML" id="M5" display="inline" overflow="scroll" dspmath="mathml"><mrow><mtext>mean bias</mtext><mo>=</mo><mo>-</mo><mn mathvariant="normal">9.7</mn></mrow></math> <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="88pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="d4563868c957e632f059fa36e2231f24"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="tc-15-1065-2021-ie00001.svg" width="88pt" height="10pt" src="tc-15-1065-2021-ie00001.png"/></svg:svg> kg m −3 , IMAU-FDM <math xmlns="http://www.w3.org/1998/Math/MathML" id="M7" display="inline" overflow="scroll" dspmath="mathml"><mrow><mtext>mean ...
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://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 https://tc.copernicus.org/articles/15/1065/2021/tc-15-1065-2021.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-15-1065-2021
1994-0416
1994-0424
https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b
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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