Evaluation and hydrological application of precipitation estimates derived from PERSIANN-CDR, TRMM 3B42V7, and NCEP-CFSR over humid regions in China

被引:113
|
作者
Zhu, Qian [1 ]
Xuan, Weidong [1 ]
Liu, Li [1 ]
Xu, Yue-Ping [1 ]
机构
[1] Zhejiang Univ, Inst Hydrol & Water Resources, Coll Civil Engn & Architecture, Zijingang Campus,Yuhangtang Rd 866, Hangzhou 310058, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
satellite-based precipitation estimates; reanalysis precipitation estimate; evaluation; hydrological applications; SWAT model; HIGH-RESOLUTION SATELLITE; QIANTANG RIVER-BASIN; CLIMATE-CHANGE; ANALYSIS TMPA; RAIN-GAUGE; WATER-RESOURCES; ERA-INTERIM; REAL-TIME; PRODUCTS; UNCERTAINTY;
D O I
10.1002/hyp.10846
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Satellite-based and reanalysis quantitative precipitation estimates are attractive for hydrologic prediction or forecasting and reliable water resources management, especially for ungauged regions. This study evaluates three widely used global high-resolution precipitation products [Precipitation Estimation from Remotely Sensed Information using Artificial Neural Networks-Climate Data Record (PERSIANN-CDR), Tropical Rainfall Measuring Mission 3B42 Version 7 (TRMM 3B42V7), and National Centers for Environment Prediction-Climate Forecast System Reanalysis (NCEP-CFSR)] against gauge observations with seven statistical indices over two humid regions in China. Furthermore, the study investigates whether the three precipitation products can be reliably utilized as inputs in Soil and Water Assessment Tool, a semi-distributed hydrological model, to simulate streamflows. Results show that the precipitation estimates derived from TRMM 3B42V7 outperform the other two products with the smallest errors and bias, and highest correlation at monthly scale, which is followed by PERSIANN-CDR and NCEP-CFSR in this rank. However, the superiority of TRMM 3B42V7 in errors, bias, and correlations is not warranted at daily scale. PERSIANN-CDR and 3B42V7 present encouraging potential for streamflow prediction at daily and monthly scale respectively over the two humid regions, whilst the performance of NCEP-CFSR for hydrological applications varies from basin to basin. Simulations forced with 3B42V7 are the best among the three precipitation products in capturing daily measured streamflows, whilst PERSIANN-CDR-driven simulations underestimate high streamflows and high streamflow simulations driven by NCEP-CFSR mostly are overestimated significantly. In terms of extreme events analysis, PERSIANN-CDR often underestimates the extreme precipitation, so do extreme streamflow simulations forced with it. NCEP-CFSR performs just the reverse, compared with PERSIANN-CDR. The performance pattern of TRMM 3B42V7 on extremes is not certain, with coexisting underestimation and overestimation. Copyright (c) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:3061 / 3083
页数:23
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