Performance of ERA5 reanalysis precipitation products in the Guangdong-Hong Kong-Macao greater Bay Area, China

被引:50
作者
Xin, Ying [1 ,2 ]
Lu, Ning [1 ,3 ]
Jiang, Hou [1 ]
Liu, Yangxiaoyue [3 ,4 ]
Yao, Ling [1 ,3 ]
机构
[1] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
[2] Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
[3] Southern Marine Sci & Engn Guangdong Lab, Guangzhou 511458, Peoples R China
[4] Guangdong Acad Sci, Guangzhou Inst Geog, Key Lab Guangdong Utilizat Remote Sensing & Geog, Guangdong Open Lab Geospatial Informat Technol &, Guangzhou 510070, Peoples R China
基金
中国国家自然科学基金;
关键词
ERA5; Precipitation; Evaluation; Urban areas; GLOBAL PRECIPITATION; DATA ASSIMILATION; SATELLITE PRECIPITATION; EXTREME PRECIPITATION; REGIONAL REANALYSES; INTERIM REANALYSIS; GAUGE OBSERVATIONS; RAINFALL; CLIMATE; DATASETS;
D O I
10.1016/j.jhydrol.2021.126791
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Precipitation is an important component of the global water cycle. A comprehensive understanding of precipitation characteristics, especially that in urban areas, is essential for practical applications in hydrology. ERA5, a state-of-the-art reanalysis product with wide temporal coverage as well as fine spatial and temporal resolution, has greater potential to reproduce precipitation than many other products. However, how ERA5 precipitation performs has not been well investigated in urban areas. Therefore, we evaluate and compare the ability of two ERA5 products, ERA5-Land and ERA5-HRES, in the Guangdong-Hong Kong-Macao Greater Bay Area (GBA) using observations from over 3000 rain gauges in a high-density network during 2018. The results show that ERA5 products generally characterize moderate-intensity rain. Due to the different causes of seasonal precipitation as well as the combined influence of coastal effects and topography, the best performance of ERA5 products is found in the southern coastal plains during the wet season and in the northern mountainous vegetation areas during the dry season. Meanwhile, it is challenging for ERA5 products to model precipitation in areas with higher urbanization levels. We also find that ERA5-Land data with finer spatial resolution fails to deliver any preferable results than ERA5-HRES. ERA5 products needs further improvement in the GBA for providing accurate precipitation patterns. This paper gives a detailed insight into the performance of ERA5 products, which offers a valuable reference for its probable applicability in the coastal urban areas.
引用
收藏
页数:17
相关论文
共 107 条
[1]   Evaluation of Gridded Precipitation Datasets over Arid Regions of Pakistan [J].
Ahmed, Kamal ;
Shahid, Shamsuddin ;
Wang, Xiaojun ;
Nawaz, Nadeem ;
Khan, Najeebullah .
WATER, 2019, 11 (02)
[2]   Performance evaluation of satellite- and model-based precipitation products over varying climate and complex topography [J].
Amjad, Muhammad ;
Yilmaz, M. Tugrul ;
Yucel, Ismail ;
Yilmaz, Koray K. .
JOURNAL OF HYDROLOGY, 2020, 584
[3]  
[Anonymous], [No title captured], P8
[4]  
ARKIN PA, 1987, MON WEATHER REV, V115, P51, DOI 10.1175/1520-0493(1987)115<0051:TRBLSC>2.0.CO
[5]  
2
[6]  
Ba MB, 2001, J APPL METEOROL, V40, P1500, DOI 10.1175/1520-0450(2001)040<1500:GMRAG>2.0.CO
[7]  
2
[8]   Accuracy of CHIRPS Satellite-Rainfall Products over Mainland China [J].
Bai, Lei ;
Shi, Chunxiang ;
Li, Lanhai ;
Yang, Yanfen ;
Wu, Jing .
REMOTE SENSING, 2018, 10 (03)
[9]   Daily evaluation of 26 precipitation datasets using Stage-IV gauge-radar data for the CONUS [J].
Beck, Hylke E. ;
Pan, Ming ;
Roy, Tirthankar ;
Weedon, Graham P. ;
Pappenberger, Florian ;
van Dijk, Albert I. J. M. ;
Huffman, George J. ;
Adler, Robert F. ;
Wood, Eric F. .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2019, 23 (01) :207-224
[10]   Global-scale evaluation of 22 precipitation datasets using gauge observations and hydrological modeling [J].
Beck, Hylke E. ;
Vergopolan, Noemi ;
Pan, Ming ;
Levizzani, Vincenzo ;
van Dijk, Albert I. J. M. ;
Weedon, Graham P. ;
Brocca, Luca ;
Pappenberger, Florian ;
Huffman, George J. ;
Wood, Eric F. .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2017, 21 (12) :6201-6217