LIU Chang, LIU Tianqi, HE Chuan. Equivalent Model of Wind Farms Considering Spatial Correlation[J]. High voltageapparatus, 2016, 52(5): 141-147. DOI: 10.13296/j.1001-1609.hva.2016.05.024.
Equivalent Model of Wind Farms Considering Spatial Correlation
modeling for each turbine in wind farm will lead to excessive computing. Wind farm need to be simplified. This paper infers the correlation coefficient which can reflect spatial correlation between wind turbines on the basis of study on wake effect
altitude
shelter of and outage of turbine. The correlation coefficient is used as clustering index of K-means clustering algorithm. Cluster number need to be given for K-means clustering algorithm. This paper proposes an effectiveness indicator to determine the number of the optimal clustering and gives the parameter calculating method to get a wind farm model represented by multi equivalent wind turbines. The simulation results show that the proposed method has high precision and the improvement of K-means clustering algorithm is effective.
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Related Author
LI Haiyang
XIA Shiwei
LU Sichen
ZHANG Xiaotian
LIANG Yi
LU Mingxuan
XU Zheng
HUA Wen
Related Institution
School of Electrical and Electronic Engineering, North China Electric Power University
State Grid Liaoning Electric Power Co., Ltd.
State Grid Liaoning Electric Power Co., Ltd.Economic and Technical Research Institute
Department of Electrical Engineering,Zhejiang University
College of Electrical Engineering,Xinjiang University