Spatio-temporal propagation of wind power prediction errors

被引:31
作者
Girard, Robin [1 ]
Allard, Denis [2 ]
机构
[1] MINES ParisTech, Ctr Energy & Proc, Sophia Antipolis, France
[2] INRA, UR Biostat & Proc Spatiaux BioSP 546, Avignon, France
关键词
forecasting; spatio-temporal; propagation speed; propagation direction; statistical analysis; generalized variance analysis; MOVING PATTERNS; GEOPHYSICS;
D O I
10.1002/we.1527
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
080707 [能源环境工程]; 082001 [油气井工程];
摘要
The increasing concentration of wind farms in some parts of the world calls for a new descriptive framework of power fluctuation that can summarize spatio-temporal characteristics of the wind power production process. In the mean time, this high number of measurement devices has great potential for informing or alerting about upcoming front or phase errors. In this paper, we shed light on the spatio-temporal characteristics of wind power forecast errors. We justify and use two strategies for obtaining the main direction and the speed of propagation. The first of these relies on an analysis of the local maxima of the correlation structure, and the second builds upon a planar wave modeling. The connection is made with meteorological parameters. Our analysis is presented so as to be easily reproducible in other cases. Copyright (C) 2012 John Wiley & Sons, Ltd.
引用
收藏
页码:999 / 1012
页数:14
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