Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements

The Arctic region is responding heavily to climate change, and yet, the air temperature of ice-covered areas in the Arctic is heavily under-sampled when it comes to in situ measurements, resulting in large uncertainties in existing weather and reanalysis products. This paper presents a method for es...

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Published in:The Cryosphere
Main Authors: P. Nielsen-Englyst, J. L. Høyer, K. S. Madsen, R. T. Tonboe, G. Dybkjær, S. Skarpalezos
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-15-3035-2021
https://tc.copernicus.org/articles/15/3035/2021/tc-15-3035-2021.pdf
https://doaj.org/article/f1bd74a9d5a44078a23bce784e306974
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:f1bd74a9d5a44078a23bce784e306974 2023-05-15T13:32:55+02:00 Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements P. Nielsen-Englyst J. L. Høyer K. S. Madsen R. T. Tonboe G. Dybkjær S. Skarpalezos 2021-07-01 https://doi.org/10.5194/tc-15-3035-2021 https://tc.copernicus.org/articles/15/3035/2021/tc-15-3035-2021.pdf https://doaj.org/article/f1bd74a9d5a44078a23bce784e306974 en eng Copernicus Publications doi:10.5194/tc-15-3035-2021 1994-0416 1994-0424 https://tc.copernicus.org/articles/15/3035/2021/tc-15-3035-2021.pdf https://doaj.org/article/f1bd74a9d5a44078a23bce784e306974 undefined The Cryosphere, Vol 15, Pp 3035-3057 (2021) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2021 fttriple https://doi.org/10.5194/tc-15-3035-2021 2023-01-22T19:30:35Z The Arctic region is responding heavily to climate change, and yet, the air temperature of ice-covered areas in the Arctic is heavily under-sampled when it comes to in situ measurements, resulting in large uncertainties in existing weather and reanalysis products. This paper presents a method for estimating daily mean clear-sky 2 m air temperatures (T2m) in the Arctic from satellite observations of skin temperature, using the Arctic and Antarctic ice Surface Temperatures from thermal Infrared (AASTI) satellite dataset, providing spatially detailed observations of the Arctic. The method is based on a linear regression model, which has been tuned against in situ observations to estimate daily mean T2m based on clear-sky satellite ice surface skin temperatures. The daily satellite-derived T2m product includes estimated uncertainties and covers the Arctic sea ice and the Greenland Ice Sheet during clear skies for the period 2000–2009, provided on a 0.25∘ regular latitude–longitude grid. Comparisons with independent in situ measured T2m show average biases of 0.30 and 0.35∘C and average root-mean-square errors of 3.47 and 3.20 ∘C for land ice and sea ice, respectively. The associated uncertainties are verified to be very realistic for both land ice and sea ice, using in situ observations. The reconstruction provides a much better spatial coverage than the sparse in situ observations of T2m in the Arctic and is independent of numerical weather prediction model input. Therefore, it provides an important supplement to simulated air temperatures to be used for assimilation or global surface temperature reconstructions. A comparison of T2m derived from satellite and ERA-Interim/ERA5 estimates shows that the satellite-derived T2m validates similar to or better than ERA-Interim/ERA5 against in situ measurements in the Arctic. Article in Journal/Newspaper Antarc* Antarctic Arctic Climate change Greenland Ice Sheet Sea ice The Cryosphere ice covered areas Unknown Antarctic Arctic Greenland The Cryosphere 15 7 3035 3057
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
P. Nielsen-Englyst
J. L. Høyer
K. S. Madsen
R. T. Tonboe
G. Dybkjær
S. Skarpalezos
Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
topic_facet geo
envir
description The Arctic region is responding heavily to climate change, and yet, the air temperature of ice-covered areas in the Arctic is heavily under-sampled when it comes to in situ measurements, resulting in large uncertainties in existing weather and reanalysis products. This paper presents a method for estimating daily mean clear-sky 2 m air temperatures (T2m) in the Arctic from satellite observations of skin temperature, using the Arctic and Antarctic ice Surface Temperatures from thermal Infrared (AASTI) satellite dataset, providing spatially detailed observations of the Arctic. The method is based on a linear regression model, which has been tuned against in situ observations to estimate daily mean T2m based on clear-sky satellite ice surface skin temperatures. The daily satellite-derived T2m product includes estimated uncertainties and covers the Arctic sea ice and the Greenland Ice Sheet during clear skies for the period 2000–2009, provided on a 0.25∘ regular latitude–longitude grid. Comparisons with independent in situ measured T2m show average biases of 0.30 and 0.35∘C and average root-mean-square errors of 3.47 and 3.20 ∘C for land ice and sea ice, respectively. The associated uncertainties are verified to be very realistic for both land ice and sea ice, using in situ observations. The reconstruction provides a much better spatial coverage than the sparse in situ observations of T2m in the Arctic and is independent of numerical weather prediction model input. Therefore, it provides an important supplement to simulated air temperatures to be used for assimilation or global surface temperature reconstructions. A comparison of T2m derived from satellite and ERA-Interim/ERA5 estimates shows that the satellite-derived T2m validates similar to or better than ERA-Interim/ERA5 against in situ measurements in the Arctic.
format Article in Journal/Newspaper
author P. Nielsen-Englyst
J. L. Høyer
K. S. Madsen
R. T. Tonboe
G. Dybkjær
S. Skarpalezos
author_facet P. Nielsen-Englyst
J. L. Høyer
K. S. Madsen
R. T. Tonboe
G. Dybkjær
S. Skarpalezos
author_sort P. Nielsen-Englyst
title Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
title_short Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
title_full Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
title_fullStr Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
title_full_unstemmed Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
title_sort deriving arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
publisher Copernicus Publications
publishDate 2021
url https://doi.org/10.5194/tc-15-3035-2021
https://tc.copernicus.org/articles/15/3035/2021/tc-15-3035-2021.pdf
https://doaj.org/article/f1bd74a9d5a44078a23bce784e306974
geographic Antarctic
Arctic
Greenland
geographic_facet Antarctic
Arctic
Greenland
genre Antarc*
Antarctic
Arctic
Climate change
Greenland
Ice Sheet
Sea ice
The Cryosphere
ice covered areas
genre_facet Antarc*
Antarctic
Arctic
Climate change
Greenland
Ice Sheet
Sea ice
The Cryosphere
ice covered areas
op_source The Cryosphere, Vol 15, Pp 3035-3057 (2021)
op_relation doi:10.5194/tc-15-3035-2021
1994-0416
1994-0424
https://tc.copernicus.org/articles/15/3035/2021/tc-15-3035-2021.pdf
https://doaj.org/article/f1bd74a9d5a44078a23bce784e306974
op_rights undefined
op_doi https://doi.org/10.5194/tc-15-3035-2021
container_title The Cryosphere
container_volume 15
container_issue 7
container_start_page 3035
op_container_end_page 3057
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