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...
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Online Access: | https://www.mdpi.com/2073-4433/11/9/1005 |
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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 |
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