Verification of ERA5 Hourly Air Temperature Data over Turkey

In this study, produced by European Centre for Medium-Range Weather Forecasts (ECMWF), ERA5 reanalysis hourly 2 m surface air temperature is validated over Turkey and 7 geographic regions using hourly temperature observations collected between 2011 and 2020 over 1773 ground-based meteorological ob...

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Main Author: Meriç Yılmaz
Format: Article
Language:English
Published: Artvin Coruh University 2022-07-01
Series:Doğal Afetler ve Çevre Dergisi
Subjects:
Online Access:http://dacd.artvin.edu.tr/tr/download/article-file/1998754
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author Meriç Yılmaz
author_facet Meriç Yılmaz
author_sort Meriç Yılmaz
collection DOAJ
description In this study, produced by European Centre for Medium-Range Weather Forecasts (ECMWF), ERA5 reanalysis hourly 2 m surface air temperature is validated over Turkey and 7 geographic regions using hourly temperature observations collected between 2011 and 2020 over 1773 ground-based meteorological observation stations operated by Turkish State Meteorological Service. In the analyses, error statistics were calculated for hourly, daily and monthly average temperatures. The results show ERA5 simulates air temperatures at different temporal resolutions with a bias of -0.01 - 0.06 °C, while the mean absolute error and mean error standard deviation are 3.3 - 4.0 °C and 1.6 - 3,4 °C, respectively. Although there is no significant hourly variation in mean error statistics during the day and monthly variation during the year, the error variability was found to be higher in winter compared to the other seasons. The correlations of ERA5 and station temperature data are very high (0.93 - 0.99). Compared to the high temporal correlation, low spatial correlation (0.36) suggests that spatially variable correction coefficients will be needed before reliable use of ERA5 temperature data in different regions. Mean error statistics are consistent with validation studies in the literature in different regions. Accordingly, the results obtained in this study suggest that ERA5 datasets can be reliably used in various applications in Turkey, especially focusing on regions with sparse meteorological station networks.
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spelling doaj.art-e005b6df8317435ebd7215458c6327252025-02-03T08:46:32ZengArtvin Coruh UniversityDoğal Afetler ve Çevre Dergisi2528-96402022-07-0182 207 220https://doi.org/10.21324/dacd.1001820Verification of ERA5 Hourly Air Temperature Data over TurkeyMeriç Yılmaz0https://orcid.org/0000-0001-6921-7687Atılım Üniversitesi, İnşaat Mühendisliği Bölümü, 06830, AnkaraIn this study, produced by European Centre for Medium-Range Weather Forecasts (ECMWF), ERA5 reanalysis hourly 2 m surface air temperature is validated over Turkey and 7 geographic regions using hourly temperature observations collected between 2011 and 2020 over 1773 ground-based meteorological observation stations operated by Turkish State Meteorological Service. In the analyses, error statistics were calculated for hourly, daily and monthly average temperatures. The results show ERA5 simulates air temperatures at different temporal resolutions with a bias of -0.01 - 0.06 °C, while the mean absolute error and mean error standard deviation are 3.3 - 4.0 °C and 1.6 - 3,4 °C, respectively. Although there is no significant hourly variation in mean error statistics during the day and monthly variation during the year, the error variability was found to be higher in winter compared to the other seasons. The correlations of ERA5 and station temperature data are very high (0.93 - 0.99). Compared to the high temporal correlation, low spatial correlation (0.36) suggests that spatially variable correction coefficients will be needed before reliable use of ERA5 temperature data in different regions. Mean error statistics are consistent with validation studies in the literature in different regions. Accordingly, the results obtained in this study suggest that ERA5 datasets can be reliably used in various applications in Turkey, especially focusing on regions with sparse meteorological station networks.http://dacd.artvin.edu.tr/tr/download/article-file/1998754air temperatureera5validationerrorturkey
spellingShingle Meriç Yılmaz
Verification of ERA5 Hourly Air Temperature Data over Turkey
Doğal Afetler ve Çevre Dergisi
air temperature
era5
validation
error
turkey
title Verification of ERA5 Hourly Air Temperature Data over Turkey
title_full Verification of ERA5 Hourly Air Temperature Data over Turkey
title_fullStr Verification of ERA5 Hourly Air Temperature Data over Turkey
title_full_unstemmed Verification of ERA5 Hourly Air Temperature Data over Turkey
title_short Verification of ERA5 Hourly Air Temperature Data over Turkey
title_sort verification of era5 hourly air temperature data over turkey
topic air temperature
era5
validation
error
turkey
url http://dacd.artvin.edu.tr/tr/download/article-file/1998754
work_keys_str_mv AT mericyılmaz verificationofera5hourlyairtemperaturedataoverturkey