Evaluation of daily precipitation modeling performance from different CMIP6 datasets: A case study in the Hanjiang River basin

被引:3
作者
Deng, Pengxin [1 ]
Bing, Jianping [1 ]
Jia, Jianwei [1 ]
Wang, Dong [1 ]
机构
[1] Changjiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
CMIP6; NEX-GDDP-CMIP6; Daily precipitation; Comprehensive evaluation; Modeling capability; The Hanjiang River Basin; CLIMATE EXTREMES; PRODUCTS; CHINA;
D O I
10.1016/j.asr.2024.07.045
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
To effectively compare and analyze daily precipitation modeling capabilities across different CMIP6 datasets, our study introduces a novel method to compare daily precipitation models across CMIP6 datasets in the Hanjiang River Basin (HRB). We quantify indicators such as precipitation distribution, temporal correlation, wet-dry detection, extreme value error, and spatio-temporal variability, enabling a comprehensive rating of precipitation accuracy. It has been found that while both CMIP6(CP6) and NEX-GDDP-CMIP6 (GCP6) models show similar simulation accuracy, GCP6 excels in several aspects like distribution, temporal correlation, extreme value simulation, and spatial variability, yet lags in wet-dry detection and temporal change. Notably, using the comprehensive rating score (CRS) analysis, significant differences in precipitation simulation accuracy exist between models, particularly CP6, with variations of up to 0.22 (51.2%) between the highest and lowest scores. Among the top ten models, GCP6 occupies four positions such as MRI-ESM2-0, GFDL-CM4, MPI-ESM1-2-HR, and TaiESM1, while CP6 holds the remaining six like CanESM5, EC-Earth3-Veg, MPI-ESM1-2HR, GFDL-CM4, MRI-ESM2-0, and IPSL-CM6A-LR. These findings not only offer a clear understanding of the simulation performance of CMIP6 datasets across various precipitation characteristics, but also quantitatively compare the modeling capabilities of different models for watershed precipitation through CRS. This aids climate adaptation research, hydrological forecasting, and flood management in the basin. (c) 2024 COSPAR. Published by Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
引用
收藏
页码:4655 / 4672
页数:18
相关论文
共 35 条
  • [21] Evaluation of multisource precipitation input for hydrological modeling in an Alpine basin: a case study from the Yellow River Source Region (China)
    Gu, Pengfei
    Wang, Gaoxu
    Liu, Guodong
    Wu, Yongxiang
    Liu, Hongwei
    Jiang, Xi
    Liu, Tao
    HYDROLOGY RESEARCH, 2022, 53 (02): : 314 - 335
  • [22] Evaluation of precipitation extremes over the Tibetan plateau using the NASA global daily downscaled datasets NEX-GDDP-CMIP6
    Yuan, Hui-Hui
    Huang, Jian-Bin
    Ning, Li-Ke
    Catu, Florent
    Zhou, Jie-Wei
    Qiao, Chen
    Yin, Ming
    Luo, Yong
    ADVANCES IN CLIMATE CHANGE RESEARCH, 2023, 14 (06) : 884 - 895
  • [23] Insights from CMIP6 SSP scenarios for future characteristics of propagation from meteorological drought to hydrological drought in the Pearl River Basin
    Zhou, Zhaoqiang
    Ding, Yibo
    Fu, Qiang
    Wang, Can
    Wang, Yao
    Cai, Hejiang
    Liu, Suning
    Huang, Shengzhi
    Shi, Haiyun
    SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 899
  • [24] Future Changes in Climate Extremes: Insights from CMIP6 Model Simulations for the Kagera River Sub-basin, Tanzania
    Tibangayuka, Nickson
    Mulungu, Deogratias M. M.
    Izdori, Fides
    EARTH SYSTEMS AND ENVIRONMENT, 2024,
  • [25] Variations of extreme precipitation events with sub-daily data: a case study in the Ganjiang River basin
    Liu, Guangxu
    Xiang, Aicun
    Wan, Zhiwei
    Zhou, Yang
    Wu, Jie
    Wang, Yuandong
    Lin, Sichen
    NATURAL HAZARDS AND EARTH SYSTEM SCIENCES, 2023, 23 (03) : 1139 - 1155
  • [26] Ranking of gridded precipitation datasets by merging compromise programming and global performance index: a case study of the Amu Darya basin
    Salehie, Obaidullah
    Ismail, Tarmizi
    Shahid, Shamsuddin
    Ahmed, Kamal
    Adarsh, S.
    Asaduzzaman, Md
    Dewan, Ashraf
    THEORETICAL AND APPLIED CLIMATOLOGY, 2021, 144 (3-4) : 985 - 999
  • [27] Performance evaluation of different gridded precipitation and CMIP6 model products with gauge observations for assessing rainfall variability under the historical and future climate change scenario over a semi-arid catchment, India
    Chatterjee, Debrupa
    Singh, Dharmaveer
    Singh, Pushpendra Kumar
    Fohrer, Nicola
    Singh, Bhupendra Bahadur
    PHYSICS AND CHEMISTRY OF THE EARTH, 2023, 131
  • [28] Different Flooding Behaviors Due to Varied Urbanization Levels within River Basin: A Case Study from the Xiang River Basin, China
    Juan Du
    Linlin Cheng
    Qiang Zhang
    Yumeng Yang
    Wei Xu
    International Journal of Disaster Risk Science, 2019, 10 : 89 - 102
  • [29] Development and Evaluation of a River-Basin-Scale High Spatio-Temporal Precipitation Data Set Using the WRF Model: A Case Study of the Heihe River Basin
    Pan, Xiaoduo
    Li, Xin
    Cheng, Guodong
    Li, Hongyi
    He, Xiaobo
    REMOTE SENSING, 2015, 7 (07): : 9230 - 9252
  • [30] Different Flooding Behaviors Due to Varied Urbanization Levels within River Basin: A Case Study from the Xiang River Basin, China
    Du, Juan
    Cheng, Linlin
    Zhang, Qiang
    Yang, Yumeng
    Xu, Wei
    INTERNATIONAL JOURNAL OF DISASTER RISK SCIENCE, 2019, 10 (01) : 89 - 102