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 km 2 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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ftdoajarticles: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 2019-08-01T00:00:00Z https://doi.org/10.5194/tc-13-2087-2019 https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3 EN eng Copernicus Publications https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-13-2087-2019 1994-0416 1994-0424 https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3 The Cryosphere, Vol 13, Pp 2087-2110 (2019) Environmental sciences GE1-350 Geology QE1-996.5 article 2019 ftdoajarticles https://doi.org/10.5194/tc-13-2087-2019 2022-12-30T20:46:12Z This study introduces and evaluates a comprehensive, model-generated dataset of Northern Hemisphere permafrost conditions at 81 km 2 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 Directory of Open Access Journals: DOAJ Articles Merra ENVELOPE(12.615,12.615,65.816,65.816) The Cryosphere 13 8 2087 2110 |
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 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 |
Environmental sciences GE1-350 Geology QE1-996.5 |
description |
This study introduces and evaluates a comprehensive, model-generated dataset of Northern Hemisphere permafrost conditions at 81 km 2 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://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 |
https://www.the-cryosphere.net/13/2087/2019/tc-13-2087-2019.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-13-2087-2019 1994-0416 1994-0424 https://doaj.org/article/91a22d0b6c484fafb45470353d8c83c3 |
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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1766330736172859392 |