Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis

This study introduces and evaluates a comprehensive, model-generated dataset of Northern Hemisphere permafrost conditions at 81 km2 resolution. Surface meteorological forcing fields from the Modern-Era Retrospective Analysis for Research and Applications 2 (MERRA-2) reanalysis were used to drive an...

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Published in:The Cryosphere
Main Authors: J. Tao, R. D. Koster, R. H. Reichle, B. A. Forman, Y. Xue, R. H. Chen, M. Moghaddam
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2019
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-13-2087-2019
https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf
https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:91a22d0b6c484fafb45470353d8c83c3 2023-05-15T13:03:12+02:00 Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis J. Tao R. D. Koster R. H. Reichle B. A. Forman Y. Xue R. H. Chen M. Moghaddam 2019-08-01 https://doi.org/10.5194/tc-13-2087-2019 https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3 en eng Copernicus Publications doi:10.5194/tc-13-2087-2019 1994-0416 1994-0424 https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3 undefined The Cryosphere, Vol 13, Pp 2087-2110 (2019) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2019 fttriple https://doi.org/10.5194/tc-13-2087-2019 2023-01-22T19:12:29Z This study introduces and evaluates a comprehensive, model-generated dataset of Northern Hemisphere permafrost conditions at 81 km2 resolution. Surface meteorological forcing fields from the Modern-Era Retrospective Analysis for Research and Applications 2 (MERRA-2) reanalysis were used to drive an improved version of the land component of MERRA-2 in middle-to-high northern latitudes from 1980 to 2017. The resulting simulated permafrost distribution across the Northern Hemisphere mostly captures the observed extent of continuous and discontinuous permafrost but misses the ecosystem-protected permafrost zones in western Siberia. Noticeable discrepancies also appear along the southern edge of the permafrost regions where sporadic and isolated permafrost types dominate. The evaluation of the simulated active layer thickness (ALT) against remote sensing retrievals and in situ measurements demonstrates reasonable skill except in Mongolia. The RMSE (bias) of climatological ALT is 1.22 m (−0.48 m) across all sites and 0.33 m (−0.04 m) without the Mongolia sites. In northern Alaska, both ALT retrievals from airborne remote sensing for 2015 and the corresponding simulated ALT exhibit limited skill versus in situ measurements at the model scale. In addition, the simulated ALT has larger spatial variability than the remotely sensed ALT, although it agrees well with the retrievals when considering measurement uncertainty. Controls on the spatial variability of ALT are examined with idealized numerical experiments focusing on northern Alaska; meteorological forcing and soil types are found to have dominant impacts on the spatial variability of ALT, with vegetation also playing a role through its modulation of snow accumulation. A correlation analysis further reveals that accumulated above-freezing air temperature and maximum snow water equivalent explain most of the year-to-year variability of ALT nearly everywhere over the model-simulated permafrost regions. Article in Journal/Newspaper Active layer thickness permafrost The Cryosphere Alaska Siberia Unknown Merra ENVELOPE(12.615,12.615,65.816,65.816) The Cryosphere 13 8 2087 2110
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
J. Tao
R. D. Koster
R. H. Reichle
B. A. Forman
Y. Xue
R. H. Chen
M. Moghaddam
Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
topic_facet geo
envir
description This study introduces and evaluates a comprehensive, model-generated dataset of Northern Hemisphere permafrost conditions at 81 km2 resolution. Surface meteorological forcing fields from the Modern-Era Retrospective Analysis for Research and Applications 2 (MERRA-2) reanalysis were used to drive an improved version of the land component of MERRA-2 in middle-to-high northern latitudes from 1980 to 2017. The resulting simulated permafrost distribution across the Northern Hemisphere mostly captures the observed extent of continuous and discontinuous permafrost but misses the ecosystem-protected permafrost zones in western Siberia. Noticeable discrepancies also appear along the southern edge of the permafrost regions where sporadic and isolated permafrost types dominate. The evaluation of the simulated active layer thickness (ALT) against remote sensing retrievals and in situ measurements demonstrates reasonable skill except in Mongolia. The RMSE (bias) of climatological ALT is 1.22 m (−0.48 m) across all sites and 0.33 m (−0.04 m) without the Mongolia sites. In northern Alaska, both ALT retrievals from airborne remote sensing for 2015 and the corresponding simulated ALT exhibit limited skill versus in situ measurements at the model scale. In addition, the simulated ALT has larger spatial variability than the remotely sensed ALT, although it agrees well with the retrievals when considering measurement uncertainty. Controls on the spatial variability of ALT are examined with idealized numerical experiments focusing on northern Alaska; meteorological forcing and soil types are found to have dominant impacts on the spatial variability of ALT, with vegetation also playing a role through its modulation of snow accumulation. A correlation analysis further reveals that accumulated above-freezing air temperature and maximum snow water equivalent explain most of the year-to-year variability of ALT nearly everywhere over the model-simulated permafrost regions.
format Article in Journal/Newspaper
author J. Tao
R. D. Koster
R. H. Reichle
B. A. Forman
Y. Xue
R. H. Chen
M. Moghaddam
author_facet J. Tao
R. D. Koster
R. H. Reichle
B. A. Forman
Y. Xue
R. H. Chen
M. Moghaddam
author_sort J. Tao
title Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
title_short Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
title_full Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
title_fullStr Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
title_full_unstemmed Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
title_sort permafrost variability over the northern hemisphere based on the merra-2 reanalysis
publisher Copernicus Publications
publishDate 2019
url https://doi.org/10.5194/tc-13-2087-2019
https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf
https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3
long_lat ENVELOPE(12.615,12.615,65.816,65.816)
geographic Merra
geographic_facet Merra
genre Active layer thickness
permafrost
The Cryosphere
Alaska
Siberia
genre_facet Active layer thickness
permafrost
The Cryosphere
Alaska
Siberia
op_source The Cryosphere, Vol 13, Pp 2087-2110 (2019)
op_relation doi:10.5194/tc-13-2087-2019
1994-0416
1994-0424
https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf
https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3
op_rights undefined
op_doi https://doi.org/10.5194/tc-13-2087-2019
container_title The Cryosphere
container_volume 13
container_issue 8
container_start_page 2087
op_container_end_page 2110
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