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...
Published in: | The Cryosphere |
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Main Authors: | , , , , , , |
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Language: | English |
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Copernicus Publications
2021
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Online Access: | https://doi.org/10.5194/tc-15-1065-2021 https://doaj.org/article/94c255278a7f4a2d81115b6774e50c0b |
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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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1766259564707053568 |