Estimation of optimal grid size for radar reflectivity using a SWAT model

被引:3
作者
Jeong, Changsam [1 ]
Joo, Kyungwon [2 ]
Lee, Wongeun [2 ]
Shin, Hongjoon [2 ]
Heo, Jun Haeng [2 ]
机构
[1] Induk Univ, Dept Civil & Environm, Seoul, South Korea
[2] Yonsei Univ, Sch Civil & Environm Engn, Seoul 139749, South Korea
关键词
Radar reflectivity; Precipitation; Grid size; Artificial neural network; SWAT model; STOCHASTIC HYDROMETEOROLOGICAL MODEL; OPERATIONAL RADAR; RAINFALL; NEXRAD; GAUGE; FLOOD;
D O I
10.1016/j.jher.2013.05.005
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
To estimate the optimal grid size for radar reflectivity, an artificial neural network (ANN) model was employed to estimate the precipitation in the Soyanggangdam basin in Korea. The model was simulated using constant altitude plan position indicator (CAPPI) data from the weather radar observatory in Gwangduksan. To configure the ANN model, only the reflectivity of cells of the ground observatory was selected to estimate the precipitation. An optimal grid size for the CAPPI, which exhibited minimal influence on runoff, was suggested. The simulated precipitation was applied in a soil and water assessment tool (SWAT) model, which is a continuous physical model utilized to determine variation in runoff and peak flood. An optimal grid size of radar reflectivity in the range of 4-8 km was obtained for the Soyanggangdam basin by analyzing the variation in runoff. (C) 2013 International Association for Hydro-environment Engineering and Research, Asia Pacific Division. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:20 / 31
页数:12
相关论文
共 57 条
[1]   MEAN-FIELD RAINFALL BIAS STUDIES FOR WSR-88D [J].
Anagnostou, Emmanouil N. ;
Krajewski, Witold F. ;
Seo, Dong-Jun ;
Johnson, Edward R. .
JOURNAL OF HYDROLOGIC ENGINEERING, 1998, 3 (03) :149-159
[2]  
Atlas D., 1957, P 6 WEA RAD C BOST U
[3]  
AUSTIN PM, 1987, MON WEATHER REV, V115, P1053, DOI 10.1175/1520-0493(1987)115<1053:RBMRRA>2.0.CO
[4]  
2
[5]  
Battan L.J., 1973, RADAR OBSERVATION AT, V1st
[6]  
Campos E, 2000, J APPL METEOROL, V39, P1088, DOI 10.1175/1520-0450(2000)039<1088:IUIZRR>2.0.CO
[7]  
2
[8]   On the parametric and NEXRAD-radar sensitivities of a distributed hydrologic model suitable for operational use [J].
Carpenter, TM ;
Georgakakos, KP ;
Sperfslagea, JA .
JOURNAL OF HYDROLOGY, 2001, 253 (1-4) :169-193
[9]  
Cha J. W., 2007, 8 WEATH RAD WORKSH
[10]   Merging multiple precipitation sources for flash flood forecasting [J].
Chiang, Yen-Ming ;
Hsu, Kuo-Lin ;
Chang, Fi-John ;
Hong, Yang ;
Sorooshian, Soroosh .
JOURNAL OF HYDROLOGY, 2007, 340 (3-4) :183-196