Assessing and Comparing Reference Evapotranspiration across Different Climatic Regions of China Using Reanalysis Products

被引:6
作者
Yu, Xingjiao [1 ,2 ]
Qian, Long [1 ,2 ]
Wang, Wen'e [1 ,2 ]
Huo, Xuefei [1 ,2 ]
Hu, Xiaotao [1 ,2 ]
Wang, Yafei [1 ,2 ]
机构
[1] Northwest A&F Univ, Key Lab Agr Soil & Water Engn Arid & Semiarid Area, Minist Educ, Xianyang 712100, Peoples R China
[2] Northwest A&F Univ, Coll Water Resources & Architectural Engn, Xianyang 712100, Peoples R China
基金
中国国家自然科学基金;
关键词
CLDAS reanalysis products; ERA5 reanalysis products; accuracy indicators; meteorological variables; reference evapotranspiration; ERA-INTERIM; ASSIMILATION; METHODOLOGY; CALIBRATION; IRRIGATION; RADIATION; MODELS; CROP;
D O I
10.3390/w15112027
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study aims to assess the accuracy of the reference evapotranspiration (ET0) estimated by CLDAS, ERA5 reanalysis products, and the quality of reanalysis weather variables required to calculate PM-ET0. For this purpose, the applicability of surface meteorological elements from the ERA5 reanalysis datasets provided by the European Centre for Medium-Range Weather Forecasts (ECMWF), and the second-generation China Meteorological Administration Land Data Assimilation System (CLDASV2.0) datasets are evaluated in China by comparison with local observations from 689 stations reported by the Chinese Meteorological Administration (CMA). Statistics including percent bias (PBias), coefficient of determination (R-2), root mean square error (RMSE) and mean absolute error (MAE) are used to check the accuracy. The results show the highest correlation between reanalysis temperature and observations, with a mean R-2 of 0.96, 0.90 for the CLDAS maximum and minimum air temperatures, and 0.87, 0.84 for ERA5. For the reanalysis of solar radiation (R-s) and relative humidity (RH), an overestimation trend is shown for R-s and an underestimation trend is shown for RH. For reanalysis of wind speed, a relatively low accuracy is shown. The accuracy of ET0 estimated by the two reanalysis products is acceptable in China, but the spatial and temporal consistency between the CLDAS estimates and site observations is higher, with a mean RMSE R-2 of 0.91, 0.82 for CLDAS and 1.42, 0.70 for ERA5, respectively. Moreover, CLDAS reanalysis products are more effective in describing the boundary details of the study area.
引用
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页数:21
相关论文
共 66 条
[11]   Variational bias correction of satellite radiance data in the ERA-Interim reanalysis [J].
Dee, D. P. ;
Uppala, S. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2009, 135 (644) :1830-1841
[12]   Changes in reference evapotranspiration over the non-monsoon region of China during 1961-2017: Relationships with atmospheric circulation and attributions [J].
Dong, Yiyang ;
Zhao, Yong ;
Zhai, Jiaqi ;
Zhao, Jianshi ;
Han, Jingyan ;
Wang, Qingming ;
He, Guohua ;
Chang, Huanyu .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2021, 41 (S1) :E734-E751
[13]  
Eyer J.R., 2007, P ECMWF SEM REC DEV, P1
[14]   ASSIMILATION OF TOVS RADIANCE INFORMATION THROUGH ONE-DIMENSIONAL VARIATIONAL ANALYSIS [J].
EYRE, JR ;
KELLY, GA ;
MCNALLY, AP ;
ANDERSSON, E ;
PERSSON, A .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 1993, 119 (514) :1427-1463
[15]   Modeling reference evapotranspiration using extreme learning machine and generalized regression neural network only with temperature data [J].
Feng, Yu ;
Peng, Yong ;
Cui, Ningbo ;
Gong, Daozhi ;
Zhang, Kuandi .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2017, 136 :71-78
[16]   WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas [J].
Fick, Stephen E. ;
Hijmans, Robert J. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2017, 37 (12) :4302-4315
[17]   Comparison of NCEP-NCAR and ERA-Interim over Australia [J].
Fu, Guobin ;
Charles, Stephen P. ;
Timbal, Bertrand ;
Jovanovic, Branislava ;
Ouyang, Fen .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2016, 36 (05) :2345-2367
[18]   STATUS OF AUTOMATIC CALIBRATION FOR HYDROLOGIC MODELS: COMPARISON WITH MULTILEVEL EXPERT CALIBRATION [J].
Gupta, Hoshin Vijai ;
Sorooshian, Soroosh ;
Yapo, Patrice Ogou .
JOURNAL OF HYDROLOGIC ENGINEERING, 1999, 4 (02) :135-143
[19]   Adaptive tuning of background error and satellite radiances observation error for operational variational assimilation - art. no. 679044 [J].
Han, Wei ;
Xue, Jishan .
REMOTE SENSING AND GIS DATA PROCESSING AND APPLICATIONS; AND INNOVATIVE MULTISPECTRAL TECHNOLOGY AND APPLICATIONS, PTS 1 AND 2, 2007, 6790 :79044-79044
[20]   A satellite radiance-bias correction scheme for data assimilation [J].
Harris, BA ;
Kelly, G .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2001, 127 (574) :1453-1468