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 e...

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Main Authors: Nielsen-Englyst, Pia, Høyer, Jacob L., Madsen, Kristine S., Tonboe, Rasmus T., Dybkjær, Gorm, Skarpalezos, Sotirios
Format: Text
Language:English
Published: 2021
Subjects:
Online Access:https://doi.org/10.5194/tc-2021-38
https://tc.copernicus.org/preprints/tc-2021-38/
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spelling ftcopernicus:oai:publications.copernicus.org:tcd92682 2023-05-15T13:31:40+02:00 Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements Nielsen-Englyst, Pia Høyer, Jacob L. Madsen, Kristine S. Tonboe, Rasmus T. Dybkjær, Gorm Skarpalezos, Sotirios 2021-03-03 application/pdf https://doi.org/10.5194/tc-2021-38 https://tc.copernicus.org/preprints/tc-2021-38/ eng eng doi:10.5194/tc-2021-38 https://tc.copernicus.org/preprints/tc-2021-38/ eISSN: 1994-0424 Text 2021 ftcopernicus https://doi.org/10.5194/tc-2021-38 2021-03-08T17:22:13Z 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 meter 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 clear sky snow and ice surfaces in the Arctic region during the period 2000–2009, provided on a 0.25 degree regular latitude-longitude grid. Comparisons with independent in situ measured T2m show average biases of 0.30 °C and 0.35 °C and average root mean square errors of 3.47 °C 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, is independent of numerical weather prediction model input and it therefore provides an important supplement to simulated air temperatures to be used for assimilation or global surface temperature reconstructions. A comparison between in situ T2m versus T2m derived from satellite and ERA-Interim/ERA5 estimates shows that the T2m derived from satellite observations validate similar or better than ERA-Interim/ERA5 in the Arctic. Text Antarc* Antarctic Arctic Climate change Sea ice ice covered areas Copernicus Publications: E-Journals Arctic Antarctic
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
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 meter 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 clear sky snow and ice surfaces in the Arctic region during the period 2000–2009, provided on a 0.25 degree regular latitude-longitude grid. Comparisons with independent in situ measured T2m show average biases of 0.30 °C and 0.35 °C and average root mean square errors of 3.47 °C 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, is independent of numerical weather prediction model input and it therefore provides an important supplement to simulated air temperatures to be used for assimilation or global surface temperature reconstructions. A comparison between in situ T2m versus T2m derived from satellite and ERA-Interim/ERA5 estimates shows that the T2m derived from satellite observations validate similar or better than ERA-Interim/ERA5 in the Arctic.
format Text
author Nielsen-Englyst, Pia
Høyer, Jacob L.
Madsen, Kristine S.
Tonboe, Rasmus T.
Dybkjær, Gorm
Skarpalezos, Sotirios
spellingShingle Nielsen-Englyst, Pia
Høyer, Jacob L.
Madsen, Kristine S.
Tonboe, Rasmus T.
Dybkjær, Gorm
Skarpalezos, Sotirios
Deriving Arctic 2 m air temperatures over snow and ice from satellite surface temperature measurements
author_facet Nielsen-Englyst, Pia
Høyer, Jacob L.
Madsen, Kristine S.
Tonboe, Rasmus T.
Dybkjær, Gorm
Skarpalezos, Sotirios
author_sort Nielsen-Englyst, Pia
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
publishDate 2021
url https://doi.org/10.5194/tc-2021-38
https://tc.copernicus.org/preprints/tc-2021-38/
geographic Arctic
Antarctic
geographic_facet Arctic
Antarctic
genre Antarc*
Antarctic
Arctic
Climate change
Sea ice
ice covered areas
genre_facet Antarc*
Antarctic
Arctic
Climate change
Sea ice
ice covered areas
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-2021-38
https://tc.copernicus.org/preprints/tc-2021-38/
op_doi https://doi.org/10.5194/tc-2021-38
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