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Author:

Zhang, Biao (Zhang, Biao.) | Zhang, Chao (Zhang, Chao.) | Duan, Haoran (Duan, Haoran.) | Ma, Yunting (Ma, Yunting.) | Li, Jianjun (Li, Jianjun.) | Cui, Lingli (Cui, Lingli.) (Scholars:崔玲丽)

Indexed by:

EI Scopus

Abstract:

In this paper a method, based on the cointegration analysis of wind turbine SCADA data, is proposed to solve the problems such as misreporting and false alarm caused by affected by environmental effect in wind turbine SCADA system. Using cointegration theory to the wind turbine SCADA data will produce a stationary cointegration residual involving state information of wind turbine. Through analysis this residual can realize the wind turbine’s condition monitoring. The proposed method is using the experimental SCADA data as the research object what is acquired from a 1.5 MW DFIG under varying environmental and operational conditions in Gu Yang County, Bao Tou City, Inner Mongolia. A cointegration model was established using some of the nonstationary data and the model was validated with a set of known gearbox fault data. The result demonstrates that the proposed method can effectively restrain the response caused by environment and operation in SCADA data, accurately identify the running state of wind turbine, and simply and effectively realize the state monitoring of wind turbine. © 2020, Springer Nature Switzerland AG.

Keyword:

SCADA systems Wind turbines Condition monitoring

Author Community:

  • [ 1 ] [Zhang, Biao]School of Mechanical Engineering, Inner Mongolia University of Science and Technology, Baotou; 014010, China
  • [ 2 ] [Zhang, Chao]School of Mechanical Engineering, Inner Mongolia University of Science and Technology, Baotou; 014010, China
  • [ 3 ] [Duan, Haoran]School of Mechanical Engineering, Inner Mongolia University of Science and Technology, Baotou; 014010, China
  • [ 4 ] [Ma, Yunting]School of Mechanical Engineering, Inner Mongolia University of Science and Technology, Baotou; 014010, China
  • [ 5 ] [Li, Jianjun]School of Information Engineering, Inner Mongolia University of Science and Technology, Baotou; 014010, China
  • [ 6 ] [Cui, Lingli]Mechanical Engineering and Applied Electronics, Beijing University of Technology, Beijing; 100124, China

Reprint Author's Address:

  • [zhang, chao]school of mechanical engineering, inner mongolia university of science and technology, baotou; 014010, china

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Source :

ISSN: 2190-3018

Year: 2020

Volume: 166

Page: 281-291

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

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