Wind speed and power forecasting based on spatial correlation models

被引:188
作者
Alexiadis, MC [1 ]
Dokopoulos, PS
Sahsamanoglou, HS
机构
[1] Aristotelian Univ Salonika, Dept Elect & Comp Engn, Elect Power Syst Lab, Salonika, Greece
[2] Aristotelian Univ Salonika, Meteorol & Climatol Dept, Salonika, Greece
关键词
D O I
10.1109/60.790962
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
Wind Energy Conversion systems (WECS) cannot be dispatched like conventional generators, This can pose problems for systems schedulers and dispatchers, especially if the schedule of wind power availability is not known in advance. However, if the wind speed can be reliably forecasted up to several hours ahead, the generating schedule can efficiently accommodate the wind generation. This paper illustrates a technique for forecasting wind speed and power output up to several hours ahead, based on cross correlation at neighboring sites. We develop an Artificial Neural Network (ANN) that significantly improves forecasting accuracy comparing to the persistence forecasting model. The method is tested at different sites over a one-year period.
引用
收藏
页码:836 / 842
页数:7
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