Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India

Abstract The first detailed validation of maximum temperature of Modern‐Era Retrospective analysis for Research and Application Version 2 (TMERRA‐2) against Indian Meteorological Department (TIMD) has been carried out for 35 years (1981–2015) over India. For this purpose, India has been divided into...

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Main Authors: Priyanshu Gupta, Sunita Verma, R. Bhatla, Amit Singh Chandel, Janhavi Singh, Swagata Payra
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2020-01-01
Series:Earth and Space Science
Subjects:
Online Access:https://doi.org/10.1029/2019EA000910
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spelling doaj-0dfa9e669cfb4ceb8c98ad787a5289ba2020-11-25T01:15:33ZengAmerican Geophysical Union (AGU)Earth and Space Science2333-50842020-01-0171n/an/a10.1029/2019EA000910Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over IndiaPriyanshu Gupta0Sunita Verma1R. Bhatla2Amit Singh Chandel3Janhavi Singh4Swagata Payra5Institute of Environment and Sustainable Development Banaras Hindu University Varanasi IndiaInstitute of Environment and Sustainable Development Banaras Hindu University Varanasi IndiaDepartment of Geophysics Banaras Hindu University Varanasi IndiaCenter of Environmental Sciences University of Allahabad Prayagraj IndiaInstitute of Environment and Sustainable Development Banaras Hindu University Varanasi IndiaDepartment of Physics Birla Institute of Technology Mesra Extension Centre Jaipur IndiaAbstract The first detailed validation of maximum temperature of Modern‐Era Retrospective analysis for Research and Application Version 2 (TMERRA‐2) against Indian Meteorological Department (TIMD) has been carried out for 35 years (1981–2015) over India. For this purpose, India has been divided into seven different zones, i.e Western Himalaya (WH), Northwest, North Central, Northeast (NE), West Peninsula India, East Peninsula India, and South Peninsula India. The descriptive statistics and correlation between TMERRA‐2 and TIMD have been determined for monthly, seasonal, and annual basis. A significant correlation (>0.9) has been found for monthly TMERRA‐2 and TIMD with a root‐mean‐square error value closer to 1 except for WH where a high root‐mean‐square error value of 18.2 is obtained. Seasonal analysis also indicates a significant correlation for all the zones except for WH and NE with a correlation value of <0.3 during monsoon season; this may be due to sparse network, cold climate, and heterogeneity due to topography. Percent bias indicates that TMERRA‐2 generally overestimates the TIMD monthly observations for all the zones, that is, Northwest, North Central, NE, West Peninsula India, East Peninsula India, and South Peninsula India by 4.1%, 2.4%, 1.6%, 0.5%, 0.2%, and 0.8%, respectively, except WH where an underestimation (−82.5%) is determined. Thus, after calibration, MERRA‐2 Reanalysis maximum temperature may be used for further study of extreme weather events.https://doi.org/10.1029/2019EA000910MERRA‐2validationRMSEPBIAS
collection DOAJ
language English
format Article
sources DOAJ
author Priyanshu Gupta
Sunita Verma
R. Bhatla
Amit Singh Chandel
Janhavi Singh
Swagata Payra
spellingShingle Priyanshu Gupta
Sunita Verma
R. Bhatla
Amit Singh Chandel
Janhavi Singh
Swagata Payra
Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India
Earth and Space Science
MERRA‐2
validation
RMSE
PBIAS
author_facet Priyanshu Gupta
Sunita Verma
R. Bhatla
Amit Singh Chandel
Janhavi Singh
Swagata Payra
author_sort Priyanshu Gupta
title Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India
title_short Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India
title_full Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India
title_fullStr Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India
title_full_unstemmed Validation of Surface Temperature Derived From MERRA‐2 Reanalysis Against IMD Gridded Data Set Over India
title_sort validation of surface temperature derived from merra‐2 reanalysis against imd gridded data set over india
publisher American Geophysical Union (AGU)
series Earth and Space Science
issn 2333-5084
publishDate 2020-01-01
description Abstract The first detailed validation of maximum temperature of Modern‐Era Retrospective analysis for Research and Application Version 2 (TMERRA‐2) against Indian Meteorological Department (TIMD) has been carried out for 35 years (1981–2015) over India. For this purpose, India has been divided into seven different zones, i.e Western Himalaya (WH), Northwest, North Central, Northeast (NE), West Peninsula India, East Peninsula India, and South Peninsula India. The descriptive statistics and correlation between TMERRA‐2 and TIMD have been determined for monthly, seasonal, and annual basis. A significant correlation (>0.9) has been found for monthly TMERRA‐2 and TIMD with a root‐mean‐square error value closer to 1 except for WH where a high root‐mean‐square error value of 18.2 is obtained. Seasonal analysis also indicates a significant correlation for all the zones except for WH and NE with a correlation value of <0.3 during monsoon season; this may be due to sparse network, cold climate, and heterogeneity due to topography. Percent bias indicates that TMERRA‐2 generally overestimates the TIMD monthly observations for all the zones, that is, Northwest, North Central, NE, West Peninsula India, East Peninsula India, and South Peninsula India by 4.1%, 2.4%, 1.6%, 0.5%, 0.2%, and 0.8%, respectively, except WH where an underestimation (−82.5%) is determined. Thus, after calibration, MERRA‐2 Reanalysis maximum temperature may be used for further study of extreme weather events.
topic MERRA‐2
validation
RMSE
PBIAS
url https://doi.org/10.1029/2019EA000910
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