Streamflow forecast uncertainty evolution and its effect on real-time reservoir operation

被引:87
作者
Chen, Lu [1 ]
Singh, Vijay P. [2 ,3 ]
Lu, Weiwei [1 ]
Zhang, Junhong [4 ]
Zhou, Jianzhong [1 ]
Guo, Shenglian [5 ]
机构
[1] Huazhong Univ Sci & Technol, Coll Hydropower & Informat Engn, Wuhan 430074, Peoples R China
[2] Texas A&M Univ, Dept Biol & Agr Engn, College Stn, TX 77843 USA
[3] Texas A&M Univ, Zachry Dept Civil Engn, College Stn, TX 77843 USA
[4] South Cent Univ Nationalities, Dept Environm Engn, Wuhan 430074, Peoples R China
[5] Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
基金
中国国家自然科学基金;
关键词
Streamflow forecast uncertainty; Uncertainty evolution; Copula function; Effects of streamflow forecast uncertainty; Real-time reservoir operation; STOCHASTIC SIMULATION; COPULA; FREQUENCY; DEPENDENCE; SYSTEM; SEASON; ERROR; MODEL; RISK;
D O I
10.1016/j.jhydrol.2016.06.015
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
When employing streamflow forecasting in practical applications, such as reservoir operation, one important issue is to deal with the uncertainty involved in forecasting. Traditional studies dealing with the uncertainty in streamflow forecasting have been limited in describing the evolution of forecast uncertainty. This paper proposes a copula-based uncertainty evolution (CUE) model to describe the evolution of streamflow forecast uncertainty. The generated forecast uncertainty series fits the observed series well in terms of observed mean, standard deviation and skewness. Daily flow with forecast uncertainty are simulated and used to determine the effect of forecast uncertainty on real-time reservoir operation of the Three Gorges Reservoir (TGR), China. Results show that using the forecast inflow coupled with the pre-release module for reservoir operation of TGR in flood season cannot increase the flood risk. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:712 / 726
页数:15
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