Generation of statistical scenarios of short-term wind power production

被引:8
|
作者
Pinson, Pierre [1 ]
Papaefthymiou, George [2 ]
Kloeckl, Bernd [3 ]
Nielsen, Henrik Aa. [1 ]
机构
[1] Tech Univ Denmark, Informat & Math Modeling Dept, Copenhagen, Denmark
[2] Delft Univ Technol, Power Syst Lab, NL-2600 AA Delft, Netherlands
[3] Assoc Austrian Elec Comp, Vienna, Austria
关键词
wind power; uncertainty; probabilistic forecasting; multivariate; Normal variable; transformation; scenarios;
D O I
10.1109/PCT.2007.4538366
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Short-term (up to 2-3 days ahead) probabilistic forecasts of wind power provide forecast users with a paramount information on the uncertainty of expected wind generation. Whatever the type of these probabilistic forecasts, they are produced on a per horizon basis, and hence do not inform on the development of the forecast uncertainty through forecast series. This issue is addressed here by describing a method that permits to generate statistical scenarios of wind generation that accounts for the interdependence structure of prediction errors, in plus of respecting predictive distributions of wind generation. The approach is evaluated on the test case of a multi-MW wind farm over a period of more than two years. Its interest for a large range of applications is discussed.
引用
收藏
页码:491 / +
页数:2
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