Evaluation of eight high spatial resolution gridded precipitation products in Adige Basin (Italy) at multiple temporal and spatial scales

被引:295
作者
Duan, Zheng [1 ]
Liu, Junzhi [2 ,3 ,4 ]
Tuo, Ye [1 ]
Chiogna, Gabriele [1 ]
Disse, Markus [1 ]
机构
[1] Tech Univ Munich, Chair Hydrol & River Basin Management, Arcisstr 21, D-80333 Munich, Germany
[2] Nanjing Normal Univ, Minist Educ, Key Lab Virtual Geog Environm, 1 Wenyuan Rd, Nanjing 210023, Jiangsu, Peoples R China
[3] Nanjing Normal Univ, Coll Geog Sci, 1 Wenyuan Rd, Nanjing 210023, Jiangsu, Peoples R China
[4] Jiangsu Ctr Collaborat Innovat Geog Informat Reso, 1 Wenyuan Rd, Nanjing 210023, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
TRMM; CMORPH; CHIRPS; PERSIANN; GSMaP; Reanalysis; PASSIVE MICROWAVE; SATELLITE-OBSERVATIONS; ANALYSIS TMPA; VALIDATION; REGION;
D O I
10.1016/j.scitotenv.2016.08.213
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 provides a comprehensive evaluation of eight high spatial resolution gridded precipitation products in Adige Basin located in Italy within 45-47.1 degrees N. The Adige Basin is characterized by a complex topography, and independent ground data are available from a network of 101 rain gauges during 2000-2010. The eight products include the Version 7 TRMM (Tropical Rainfall Measuring Mission) Multi-satellite Precipitation Analysis 3B42 product, three products from CMORPH (the Climate Prediction Center MORPHing technique), i.e., CMORPH_RAW, CMORPH_CRT and CMORPH_BLD, PCDR (Precipitation Estimation from. Remotely Sensed Information using Artificial Neural Networks-Climate Data Record), PGF (Global Meteorological Forcing Dataset for land surface modelling developed by Princeton University), CHIRPS (Climate Hazards Group InfraRed Precipitation with Station data) and GSMaP_MVK (Global Satellite Mapping of Precipitation project Moving Vector with Kalman-filter product). All eight products are evaluated against interpolated rain gauge data at the common 0.25 degrees spatial resolution, and additional evaluations at native finer spatial resolution are conducted for CHIRPS (0.05 degrees) and GSMaP_MVK (0.10 degrees). Evaluation is performed at multiple temporal (daily, monthly and annual) and spatial scales (grid and watershed). Evaluation results show that in terms of overall statistical metrics the CHIRPS, TRMM and CMORPH_BLD comparably rank as the top three best performing products, while the PGF performs worst. All eight products underestimate and overestimate the occurrence frequency of daily precipitation for some intensity ranges. All products tend to show higher error in the winter months (December-February) when precipitation is low. Very slight difference can be observed in the evaluation metrics and aspects between at the aggregated 0.25 degrees spatial resolution and at the native finer resolutions (0.05 degrees) for CHIRPS and (0.10 degrees) for GSMaP_MVK products. This study has implications for precipitation product development and the global view of the performance of various precipitation products, and provides valuable guidance when choosing alternative precipitation data for local community. (C) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1536 / 1553
页数:18
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