A technique for incorporating large-scale climate information in basin-scale ensemble streamflow forecasts

被引:120
作者
Grantz, K [1 ]
Rajagopalan, B
Clark, M
Zagona, E
机构
[1] Univ Colorado, Dept Civil Environm & Architectural Engn, Boulder, CO 80309 USA
[2] Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
[3] Univ Colorado, Ctr Adv Decis Support Water & Environm Syst, Boulder, CO 80309 USA
关键词
D O I
10.1029/2004WR003467
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
[ 1] Water managers throughout the western United States depend on seasonal forecasts to assist with operations and planning. In this study, we develop a seasonal forecasting model to aid water resources decision making in the Truckee-Carson River System. We analyze large-scale climate information that has a direct impact on our basin of interest to develop predictors to spring runoff. The predictors are snow water equivalent (SWE) and 500 mbar geopotential height and sea surface temperature (SST) "indices'' developed in this study. We use local regression methods to provide ensemble (probabilistic) forecasts. Results show that the incorporation of climate information, particularly the 500 mbar geopotential height index, improves the skills of forecasts at longer lead times when compared with forecasts based on snowpack information alone. The technique is general and could be used to incorporate large-scale climate information into ensemble streamflow forecasts for other river basins.
引用
收藏
页码:W10410 / 1
页数:14
相关论文
共 60 条
[1]  
[Anonymous], EL NINO SO OSCILLATI
[2]  
BJERKNES J, 1969, MON WEATHER REV, V97, P163, DOI 10.1175/1520-0493(1969)097<0163:ATFTEP>2.3.CO
[3]  
2
[4]  
Bowman AW, 1997, Applied Smoothing Techniques for Data Analysis: the Kernel Approach with S-Plus Illustrations
[5]  
Cayan DR, 1999, J CLIMATE, V12, P2881, DOI 10.1175/1520-0442(1999)012<2881:EAHEIT>2.0.CO
[6]  
2
[7]  
Cayan DR, 1996, J CLIMATE, V9, P928, DOI 10.1175/1520-0442(1996)009<0928:ICVASI>2.0.CO
[8]  
2
[9]   Historical effects of El Nino and La Nina events on the seasonal evolution of the montane snowpack in the Columbia and Colorado River Basins [J].
Clark, MP ;
Serreze, MC ;
McCabe, GJ .
WATER RESOURCES RESEARCH, 2001, 37 (03) :741-757
[10]   SMOOTHING NOISY DATA WITH SPLINE FUNCTIONS [J].
WAHBA, G .
NUMERISCHE MATHEMATIK, 1975, 24 (05) :383-393