Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic
The representation of 2-m air temperature and 10-m wind speed in the high-resolution (with a 2.5-km grid spacing) Copernicus Arctic Regional Reanalysis (CARRA) and the coarser resolution (ca. 31-km grid spacing) global European Center for Medium-range Weather Forecasts fifth-generation reanalysis (E...
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Norwegian Polar Institute
2022
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ftdoajarticles:oai:doaj.org/article:050dc9c3c76e41daba05467f896e3c79 2023-05-15T14:55:37+02:00 Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic Morten Køltzow Harald Schyberg Eivind Støylen Xiaohua Yang 2022-03-01T00:00:00Z https://doi.org/10.33265/polar.v41.8002 https://doaj.org/article/050dc9c3c76e41daba05467f896e3c79 EN eng Norwegian Polar Institute https://polarresearch.net/index.php/polar/article/view/8002/14482 https://doaj.org/toc/0800-0395 https://doaj.org/toc/1751-8369 0800-0395 1751-8369 doi:10.33265/polar.v41.8002 https://doaj.org/article/050dc9c3c76e41daba05467f896e3c79 Polar Research, Vol 41, Pp 1-15 (2022) high-resolution weather climate polar low northern fennoscandia svalbard Environmental sciences GE1-350 Oceanography GC1-1581 article 2022 ftdoajarticles https://doi.org/10.33265/polar.v41.8002 2022-12-31T11:59:19Z The representation of 2-m air temperature and 10-m wind speed in the high-resolution (with a 2.5-km grid spacing) Copernicus Arctic Regional Reanalysis (CARRA) and the coarser resolution (ca. 31-km grid spacing) global European Center for Medium-range Weather Forecasts fifth-generation reanalysis (ERA5) for Svalbard, northern Norway, Sweden and Finland is evaluated against observations. The largest differences between the two reanalyses are found in regions with complex terrain and coastlines, and over the sea ice for temperature in winter. In most aspects, CARRA outperforms ERA5 in its agreement with the observations, but the value added by CARRA varies with region and season. Furthermore, the added value by CARRA is seen for both parameters but is more pronounced for temperature than wind speed. CARRA is in better agreement with observations in terms of general evaluation metrics like bias and standard deviation of the errors, is more similar to the observed spatial and temporal variability and better captures local extremes. A better representation of high-impact weather like polar lows, vessel icing and warm spells during winter is also demonstrated. Finally, it is shown that a substantial part of the difference between reanalyses and observations is due to representativeness issues, that is, sub-grid variability, which cannot be represented in gridded data. This representativeness error is larger in ERA5 than in CARRA, but the fraction of the total error is estimated to be similar in the two analyses for temperature but larger in ERA5 for wind speed. Article in Journal/Newspaper Arctic Fennoscandia Northern Norway Polar Research Sea ice Svalbard Directory of Open Access Journals: DOAJ Articles Arctic Norway Svalbard Polar Research 41 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
high-resolution weather climate polar low northern fennoscandia svalbard Environmental sciences GE1-350 Oceanography GC1-1581 |
spellingShingle |
high-resolution weather climate polar low northern fennoscandia svalbard Environmental sciences GE1-350 Oceanography GC1-1581 Morten Køltzow Harald Schyberg Eivind Støylen Xiaohua Yang Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic |
topic_facet |
high-resolution weather climate polar low northern fennoscandia svalbard Environmental sciences GE1-350 Oceanography GC1-1581 |
description |
The representation of 2-m air temperature and 10-m wind speed in the high-resolution (with a 2.5-km grid spacing) Copernicus Arctic Regional Reanalysis (CARRA) and the coarser resolution (ca. 31-km grid spacing) global European Center for Medium-range Weather Forecasts fifth-generation reanalysis (ERA5) for Svalbard, northern Norway, Sweden and Finland is evaluated against observations. The largest differences between the two reanalyses are found in regions with complex terrain and coastlines, and over the sea ice for temperature in winter. In most aspects, CARRA outperforms ERA5 in its agreement with the observations, but the value added by CARRA varies with region and season. Furthermore, the added value by CARRA is seen for both parameters but is more pronounced for temperature than wind speed. CARRA is in better agreement with observations in terms of general evaluation metrics like bias and standard deviation of the errors, is more similar to the observed spatial and temporal variability and better captures local extremes. A better representation of high-impact weather like polar lows, vessel icing and warm spells during winter is also demonstrated. Finally, it is shown that a substantial part of the difference between reanalyses and observations is due to representativeness issues, that is, sub-grid variability, which cannot be represented in gridded data. This representativeness error is larger in ERA5 than in CARRA, but the fraction of the total error is estimated to be similar in the two analyses for temperature but larger in ERA5 for wind speed. |
format |
Article in Journal/Newspaper |
author |
Morten Køltzow Harald Schyberg Eivind Støylen Xiaohua Yang |
author_facet |
Morten Køltzow Harald Schyberg Eivind Støylen Xiaohua Yang |
author_sort |
Morten Køltzow |
title |
Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic |
title_short |
Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic |
title_full |
Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic |
title_fullStr |
Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic |
title_full_unstemmed |
Value of the Copernicus Arctic Regional Reanalysis (CARRA) in representing near-surface temperature and wind speed in the north-east European Arctic |
title_sort |
value of the copernicus arctic regional reanalysis (carra) in representing near-surface temperature and wind speed in the north-east european arctic |
publisher |
Norwegian Polar Institute |
publishDate |
2022 |
url |
https://doi.org/10.33265/polar.v41.8002 https://doaj.org/article/050dc9c3c76e41daba05467f896e3c79 |
geographic |
Arctic Norway Svalbard |
geographic_facet |
Arctic Norway Svalbard |
genre |
Arctic Fennoscandia Northern Norway Polar Research Sea ice Svalbard |
genre_facet |
Arctic Fennoscandia Northern Norway Polar Research Sea ice Svalbard |
op_source |
Polar Research, Vol 41, Pp 1-15 (2022) |
op_relation |
https://polarresearch.net/index.php/polar/article/view/8002/14482 https://doaj.org/toc/0800-0395 https://doaj.org/toc/1751-8369 0800-0395 1751-8369 doi:10.33265/polar.v41.8002 https://doaj.org/article/050dc9c3c76e41daba05467f896e3c79 |
op_doi |
https://doi.org/10.33265/polar.v41.8002 |
container_title |
Polar Research |
container_volume |
41 |
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1766327643588788224 |