Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014

This work employed recent model outputs from coupled model intercomparison project phase six to simulate surface mean temperature during the June–July–August (JJA) and December–January–February (DJF) seasons for 1970–2014 over Pakistan. The climatic research unit (CRU TS4.03) dataset was utilized as...

Full description

Bibliographic Details
Main Authors: Rizwan Karim, Guirong Tan, Brian Ayugi, Hassen Babaousmail, Fei Liu
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Atmosphere
Subjects:
JJA
DJF
Online Access:https://www.mdpi.com/2073-4433/11/9/1005
id doaj-0f1f74d7d35c421c93eeb2e0ff3aa717
record_format Article
spelling doaj-0f1f74d7d35c421c93eeb2e0ff3aa7172020-11-25T03:35:00ZengMDPI AGAtmosphere2073-44332020-09-01111005100510.3390/atmos11091005Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014Rizwan Karim0Guirong Tan1Brian Ayugi2Hassen Babaousmail3Fei Liu4Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters/Key Laboratory of Meteorological Disaster, Ministry of Education, Nanjing University of Information Science and Technology, Nanjing 210044, ChinaCollaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters/Key Laboratory of Meteorological Disaster, Ministry of Education, Nanjing University of Information Science and Technology, Nanjing 210044, ChinaJiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control, Collaborative Innovation Centre of Atmospheric Environment and Equipment Technology, School of Environmental Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, ChinaBinjiang College of Nanjing University of Information Science and Technology, Wuxi 214000, ChinaSchool of Atmospheric Sciences and Guangdong Province Key Laboratory for Climate Change and Natural Disaster Studies, Sun Yat-sen University, Zhuhai 519082, ChinaThis work employed recent model outputs from coupled model intercomparison project phase six to simulate surface mean temperature during the June–July–August (JJA) and December–January–February (DJF) seasons for 1970–2014 over Pakistan. The climatic research unit (CRU TS4.03) dataset was utilized as benchmark data to analyze models’ performance. The JJA season exhibited the highest mean temperature, whilst DJF displayed the lowest mean temperature in the whole study period. The JJA monthly empirical cumulative distribution frequency (ECDF) range (26 to 28 °C) was less than that of DJF (7 to 10 °C) since JJA matched closely to CRU. The JJA and DJF seasons are warming, with higher warming trends in winters than in summers. On temporal scale, models performed better in JJA with overall low bias, low RMSE (root mean square error), and higher positive CC (correlation coefficient) values. DJF performance was undermined with higher bias and RMSE with weak positive correlation estimates. Overall, CanESM5, CESM2, CESM2-WACCM, GFDL-CM4, HadGEM-GC31-LL, MPI-ESM1-2-LR, MPI-ESM1-2-HR, and MRI-ESM-0 performed better for JJA and DJF.https://www.mdpi.com/2073-4433/11/9/1005CMIP6temperatureJJADJFbiasRMSE
collection DOAJ
language English
format Article
sources DOAJ
author Rizwan Karim
Guirong Tan
Brian Ayugi
Hassen Babaousmail
Fei Liu
spellingShingle Rizwan Karim
Guirong Tan
Brian Ayugi
Hassen Babaousmail
Fei Liu
Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014
Atmosphere
CMIP6
temperature
JJA
DJF
bias
RMSE
author_facet Rizwan Karim
Guirong Tan
Brian Ayugi
Hassen Babaousmail
Fei Liu
author_sort Rizwan Karim
title Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014
title_short Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014
title_full Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014
title_fullStr Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014
title_full_unstemmed Evaluation of Historical CMIP6 Model Simulations of Seasonal Mean Temperature over Pakistan during 1970–2014
title_sort evaluation of historical cmip6 model simulations of seasonal mean temperature over pakistan during 1970–2014
publisher MDPI AG
series Atmosphere
issn 2073-4433
publishDate 2020-09-01
description This work employed recent model outputs from coupled model intercomparison project phase six to simulate surface mean temperature during the June–July–August (JJA) and December–January–February (DJF) seasons for 1970–2014 over Pakistan. The climatic research unit (CRU TS4.03) dataset was utilized as benchmark data to analyze models’ performance. The JJA season exhibited the highest mean temperature, whilst DJF displayed the lowest mean temperature in the whole study period. The JJA monthly empirical cumulative distribution frequency (ECDF) range (26 to 28 °C) was less than that of DJF (7 to 10 °C) since JJA matched closely to CRU. The JJA and DJF seasons are warming, with higher warming trends in winters than in summers. On temporal scale, models performed better in JJA with overall low bias, low RMSE (root mean square error), and higher positive CC (correlation coefficient) values. DJF performance was undermined with higher bias and RMSE with weak positive correlation estimates. Overall, CanESM5, CESM2, CESM2-WACCM, GFDL-CM4, HadGEM-GC31-LL, MPI-ESM1-2-LR, MPI-ESM1-2-HR, and MRI-ESM-0 performed better for JJA and DJF.
topic CMIP6
temperature
JJA
DJF
bias
RMSE
url https://www.mdpi.com/2073-4433/11/9/1005
work_keys_str_mv AT rizwankarim evaluationofhistoricalcmip6modelsimulationsofseasonalmeantemperatureoverpakistanduring19702014
AT guirongtan evaluationofhistoricalcmip6modelsimulationsofseasonalmeantemperatureoverpakistanduring19702014
AT brianayugi evaluationofhistoricalcmip6modelsimulationsofseasonalmeantemperatureoverpakistanduring19702014
AT hassenbabaousmail evaluationofhistoricalcmip6modelsimulationsofseasonalmeantemperatureoverpakistanduring19702014
AT feiliu evaluationofhistoricalcmip6modelsimulationsofseasonalmeantemperatureoverpakistanduring19702014
_version_ 1724556175903555584