Temporal Downscaling of Daily Gauged Precipitation by Application of a Satellite Product for Flood Simulation in a Poorly Gauged Basin and Its Evaluation with Multiple Regression Analysis

被引:21
作者
Ryo, Masahiro [1 ]
Valeriano, Oliver C. Saavedra [1 ,2 ]
Kanae, Shinjiro [1 ]
Tinh Dang Ngoc [3 ]
机构
[1] Tokyo Inst Technol, Dept Civil Engn, Tokyo 1520033, Japan
[2] Egypt Japan Univ Sci & Technol, Dept Environm Engn, Alexandria, Egypt
[3] Minist Nat Resources & Environm, Natl Hydro & Meteorol Serv Vietnam, Hanoi, Vietnam
基金
日本学术振兴会; 日本科学技术振兴机构;
关键词
Hydrology; In situ atmospheric observations; Satellite observations; Bias; Model output statistics; Flood events; SOIL-MOISTURE; HYDROLOGICAL MODEL; OVERLAND-FLOW; CATCHMENT-AREA; DAILY RAINFALL; RESOLUTION; UNCERTAINTY; PARAMETERS; STREAMFLOW; RUNOFF;
D O I
10.1175/JHM-D-13-052.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The study demonstrates that the temporal downscaling of rain gauge-measured precipitation with satellite-based precipitation estimates enhances the accuracy of hydrological simulations, especially for flood duration. Multiple regression analysis was examined to predict which hydrometeorological parameters have a significant influence on accuracy. The approach was examined at the Huong River basin in Vietnam (1520 km(2)), which is a mountainous region subject to heavy rainfall. The multisensor algorithm Global Satellite Mapping of Precipitation, version Moving Vector with Kalman (MVK; GSMaP_MVK; P-sat), was employed to downscale the daily gauge precipitation measurements into 6-h time steps. Discharge in the rainy season in 2006-09 was simulated by a distributed hydrological model with 6-h time steps with four precipitation datasets: 6-h gauge (P-control), daily uniform gauge (P-uni), P-sat, and the downscaled satellite product (P-ds). Flood simulation with P-ds performed better than that with P-uni in 14 out of the 18 flood events, being close to the results with P-control (median Nash-Sutcliffe efficiencies of 0.776, 0.261, and 0.710, respectively). Multiple regression analysis showed that the effectiveness of the downscaling method was significantly related to the bias and random errors of the satellite product. In conclusion, satellite-based precipitation measurements have potential for temporal downscaling of discharge simulations from daily to subdaily resolutions in moderate-sized watersheds that lack subdaily rainfall records, and the degree of simulation improvement can be estimated by statistical analysis. The suggested method can be broadly applied to watersheds where the daily precipitation is measured and when satellite-based precipitation measurements are available.
引用
收藏
页码:563 / 580
页数:18
相关论文
共 61 条
[1]  
[Anonymous], 2009, 19 WORLD C SOIL SCI
[2]  
[Anonymous], GEOGR RES AN SUPP SY
[3]  
[Anonymous], R LANG ENV STAT COMP
[4]   Uncertainty analysis of the influence of rainfall time resolution in the modelling of urban drainage systems [J].
Aronica, G ;
Freni, G ;
Oliveri, E .
HYDROLOGICAL PROCESSES, 2005, 19 (05) :1055-1071
[5]   Hydrologic evaluation of satellite precipitation products over a mid-size basin [J].
Behrangi, Ali ;
Khakbaz, Behnaz ;
Jaw, Tsou Chun ;
AghaKouchak, Amir ;
Hsu, Kuolin ;
Sorooshian, Soroosh .
JOURNAL OF HYDROLOGY, 2011, 397 (3-4) :225-237
[6]   Parameter uncertainty, sensitivity analysis and prediction error in a water-balance hydrological model [J].
Benke, Kurt K. ;
Lowell, Kim E. ;
Hamilton, Andrew J. .
MATHEMATICAL AND COMPUTER MODELLING, 2008, 47 (11-12) :1134-1149
[7]   Rainfall climate regimes: The relationship of regional TRMM rainfall biases to the environment [J].
Berg, W ;
L'Ecuyer, T ;
Kummerow, C .
JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2006, 45 (03) :434-454
[8]   Toward a robust method for subdaily rainfall downscaling from daily data [J].
Beuchat, X. ;
Schaefli, B. ;
Soutter, M. ;
Mermoud, A. .
WATER RESOURCES RESEARCH, 2011, 47
[9]   Evaluation of High-Resolution Satellite Rainfall Products through Streamflow Simulation in a Hydrological Modeling of a Small Mountainous Watershed in Ethiopia [J].
Bitew, Menberu M. ;
Gebremichael, Mekonnen ;
Ghebremichael, Lula T. ;
Bayissa, Yared A. .
JOURNAL OF HYDROMETEOROLOGY, 2012, 13 (01) :338-350
[10]   Evaluation of satellite rainfall products through hydrologic simulation in a fully distributed hydrologic model [J].
Bitew, Menberu M. ;
Gebremichael, Mekonnen .
WATER RESOURCES RESEARCH, 2011, 47