Wind Turbine SCADA Data Modeling and its Application

被引：0

作者：

Wu, Zi Han ^{[1
]}

Lv, Yue Gang ^{[1
]}

Qu, Yi ^{[1
]}

机构：

[1] North China Elect Power Univ, Sch Control & Comp Engn, Beijing 102206, Peoples R China

来源：

2015 4TH INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL PROTECTION (ICEEP 2015) | 2015年

关键词：

wind turbine SCADA data; power curve; condition monitoring; curve modeling;

D O I：

暂无

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 turbine power curve contains a large number of operational information, it helps to know the equipment operation state if we can analyze these data in a scientific way, it can also help to improve the wind turbine's reliability. This article focuses on two kinds of SCADA data modeling method: the first is parametric modeling based on logistic function, the second is high precision modeling based on least squares. These two methods were used to establish the wind turbine power curve models and the models can be used for condition monitoring when combine with control charts method. It is proved in the industrial case study that this method can detect abnormal SCADA data of wind turbine efficiently.

引用

页码：3629 / 3635

页数：7