Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data

Gap filling is required for temporally and spatially consistent records of land surface temperature from satellite data due to clouds or snow cover. Land surface state, frozen versus unfrozen conditions, can be, however, captured globally with satellite data obtained by microwave sensors. The number...

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Published in:The Cryosphere
Main Authors: C. Kroisleitner, A. Bartsch, H. Bergstedt
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2018
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-12-2349-2018
https://www.the-cryosphere.net/12/2349/2018/tc-12-2349-2018.pdf
https://doaj.org/article/b9be8bc82c5c4ca08cb83cf51fd26e16
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:b9be8bc82c5c4ca08cb83cf51fd26e16 2023-05-15T16:22:42+02:00 Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data C. Kroisleitner A. Bartsch H. Bergstedt 2018-07-01 https://doi.org/10.5194/tc-12-2349-2018 https://www.the-cryosphere.net/12/2349/2018/tc-12-2349-2018.pdf https://doaj.org/article/b9be8bc82c5c4ca08cb83cf51fd26e16 en eng Copernicus Publications doi:10.5194/tc-12-2349-2018 1994-0416 1994-0424 https://www.the-cryosphere.net/12/2349/2018/tc-12-2349-2018.pdf https://doaj.org/article/b9be8bc82c5c4ca08cb83cf51fd26e16 undefined The Cryosphere, Vol 12, Pp 2349-2370 (2018) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2018 fttriple https://doi.org/10.5194/tc-12-2349-2018 2023-01-22T19:30:49Z Gap filling is required for temporally and spatially consistent records of land surface temperature from satellite data due to clouds or snow cover. Land surface state, frozen versus unfrozen conditions, can be, however, captured globally with satellite data obtained by microwave sensors. The number of frozen days per year has been previously proposed to be used for permafrost extent determination. This suggests an underlying relationship between number of frozen days and mean annual ground temperature (MAGT). We tested this hypothesis for the Northern Hemisphere north of 50° N using coarse-spatial-resolution microwave satellite data (Metop Advanced SCATterometer – ASCAT – and Special Sensor Microwave Imager – SSM/I; 12.5 and 25 km nominal resolution; 2007–2012), which provide the necessary temporal sampling. The MAGT from GTN-P (Global Terrestrial Network for Permafrost) borehole records at the coldest sensor depth was tested for validity in order to build a comprehensive in situ data set for calibration and validation and was eventually applied. Results are discussed with respect to snow water equivalent, soil properties, land cover and permafrost type. The obtained temperature maps were classified for permafrost extent and compared to alternative approaches.An R2 of 0.99 was found for correlation between and MAGT at zero annual amplitude provided in GTN-P metadata and MAGT at the coldest sensor depth. The latter could be obtained with an RMSE of 2.2 °C from ASCAT and 2.5 °C from SSM/I surface state records using a linear model. The average deviation within the validation period is less than 1 °C at locations without glaciers and coastlines within the resolution cell in the case of ASCAT. The exclusion of snow melt days (available for ASCAT) led to better results. This suggests that soil warming under wet snow cover needs to be accounted for in this context. Specifically Scandinavia and western Russia are affected. In addition, MAGT at the coldest sensor depth was overestimated in areas with a certain amount ... Article in Journal/Newspaper Global Terrestrial Network for Permafrost GTN-P permafrost The Cryosphere Unknown The Cryosphere 12 7 2349 2370
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
C. Kroisleitner
A. Bartsch
H. Bergstedt
Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
topic_facet geo
envir
description Gap filling is required for temporally and spatially consistent records of land surface temperature from satellite data due to clouds or snow cover. Land surface state, frozen versus unfrozen conditions, can be, however, captured globally with satellite data obtained by microwave sensors. The number of frozen days per year has been previously proposed to be used for permafrost extent determination. This suggests an underlying relationship between number of frozen days and mean annual ground temperature (MAGT). We tested this hypothesis for the Northern Hemisphere north of 50° N using coarse-spatial-resolution microwave satellite data (Metop Advanced SCATterometer – ASCAT – and Special Sensor Microwave Imager – SSM/I; 12.5 and 25 km nominal resolution; 2007–2012), which provide the necessary temporal sampling. The MAGT from GTN-P (Global Terrestrial Network for Permafrost) borehole records at the coldest sensor depth was tested for validity in order to build a comprehensive in situ data set for calibration and validation and was eventually applied. Results are discussed with respect to snow water equivalent, soil properties, land cover and permafrost type. The obtained temperature maps were classified for permafrost extent and compared to alternative approaches.An R2 of 0.99 was found for correlation between and MAGT at zero annual amplitude provided in GTN-P metadata and MAGT at the coldest sensor depth. The latter could be obtained with an RMSE of 2.2 °C from ASCAT and 2.5 °C from SSM/I surface state records using a linear model. The average deviation within the validation period is less than 1 °C at locations without glaciers and coastlines within the resolution cell in the case of ASCAT. The exclusion of snow melt days (available for ASCAT) led to better results. This suggests that soil warming under wet snow cover needs to be accounted for in this context. Specifically Scandinavia and western Russia are affected. In addition, MAGT at the coldest sensor depth was overestimated in areas with a certain amount ...
format Article in Journal/Newspaper
author C. Kroisleitner
A. Bartsch
H. Bergstedt
author_facet C. Kroisleitner
A. Bartsch
H. Bergstedt
author_sort C. Kroisleitner
title Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
title_short Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
title_full Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
title_fullStr Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
title_full_unstemmed Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
title_sort circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data
publisher Copernicus Publications
publishDate 2018
url https://doi.org/10.5194/tc-12-2349-2018
https://www.the-cryosphere.net/12/2349/2018/tc-12-2349-2018.pdf
https://doaj.org/article/b9be8bc82c5c4ca08cb83cf51fd26e16
genre Global Terrestrial Network for Permafrost
GTN-P
permafrost
The Cryosphere
genre_facet Global Terrestrial Network for Permafrost
GTN-P
permafrost
The Cryosphere
op_source The Cryosphere, Vol 12, Pp 2349-2370 (2018)
op_relation doi:10.5194/tc-12-2349-2018
1994-0416
1994-0424
https://www.the-cryosphere.net/12/2349/2018/tc-12-2349-2018.pdf
https://doaj.org/article/b9be8bc82c5c4ca08cb83cf51fd26e16
op_rights undefined
op_doi https://doi.org/10.5194/tc-12-2349-2018
container_title The Cryosphere
container_volume 12
container_issue 7
container_start_page 2349
op_container_end_page 2370
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