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DOI10.1007/s00024-023-03409-5
CMIP6 Model Evaluation for Mean and Extreme Precipitation Over India
发表日期2024
ISSN0033-4553
EISSN1420-9136
起始页码181
结束页码2
卷号181期号:2
英文摘要Extreme precipitation is typical in the Indian subcontinent, and these occurrences might cause human fatalities, property damage, and the environment. Understanding regional extreme precipitation in the global Coupled Model Intercomparison Project Phase 6 (CMIP6) models is challenging. The present study evaluates the performance of 20 CMIP6 models for daily precipitation across India from 1980 to 2014 (35 years) during the Indian Summer Monsoon (ISM) season (June-July-August-September (JJAS)) and ranked 20 models based on four metrics. In this analysis, the extreme precipitation over India is determined by using Generalized Extreme Value (GEV) distribution. The observation data is collected from the Indian Meteorological Department (IMD) over India during JJAS. The performance of CMIP6 models is determined by using four different model evaluation metrics as root mean square error (RMSE), standard deviation (SD), correlation coefficient (CC), and interannual variability score (IVS). A total rank is estimated based on the four skill metrics and the resulting top ten models, i.e., AWI-ESM-1-1-LR, BCC-ESM1, IPSL-CM6A-LR, MPI-ESM1-1-2-HAM, EC-Earth3-Veg, IITM-ESM, INM-CM4-8, GISS-E2-1-G, MIROC6, and NESM3 are found for mean precipitation. In extreme precipitation, the ten best-performing models are given as MIROC6, EC-Earth3-CC, CMCC-CM2-SR5, EC-Earth3-Veg, CMCC-CM2-HR4, BCC-ESM1, FGOALS-g3, INM-CM5-0, CanESM5, and INM-CM4-8. However, a strong uncertainty in CMIP6 models has been observed for extreme precipitation as compared to mean patterns over India. Overall, CMIP6 models perform well for mean precipitation and have a strong bias for extreme precipitation obtained from GEV over India during the ISM season..
英文关键词CMIP6; Indian summer monsoon; Precipitation; GEV distribution; Model evaluation
语种英语
WOS研究方向Geochemistry & Geophysics
WOS类目Geochemistry & Geophysics
WOS记录号WOS:001139324900002
来源期刊PURE AND APPLIED GEOPHYSICS
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/300308
作者单位University of Allahabad; National Institute of Technology (NIT System); National Institute of Technology Delhi
推荐引用方式
GB/T 7714
. CMIP6 Model Evaluation for Mean and Extreme Precipitation Over India[J],2024,181(2).
APA (2024).CMIP6 Model Evaluation for Mean and Extreme Precipitation Over India.PURE AND APPLIED GEOPHYSICS,181(2).
MLA "CMIP6 Model Evaluation for Mean and Extreme Precipitation Over India".PURE AND APPLIED GEOPHYSICS 181.2(2024).
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