Monitoring Wind Turbine Gearbox with Echo State Network Modeling and Dynamic Threshold Using SCADA Vibration Data

Monitoring Wind Turbine Gearbox with Echo State Network Modeling and Dynamic Threshold Using SCADA Vibration Data

Health monitoring of wind turbine gearboxes has gained considerable attention as wind turbines become larger in size and move to more inaccessible locations. To improve the reliability, extend the lifetime of the turbines, and reduce the operation and maintenance cost caused by the gearbox faults, d...

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Bibliographic Details
Main Authors: Xin Wu, Hong Wang, Guoqian Jiang, Ping Xie, Xiaoli Li
Format: Article
Language:English
Published: MDPI AG 2019-03-01
Series:Energies
Subjects:
wind turbine
gearbox
health monitoring
supervisory control and data acquisition (SCADA) vibration data
echo state network (ESN)
sliding window
dynamic threshold
Online Access:http://www.mdpi.com/1996-1073/12/6/982

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http://www.mdpi.com/1996-1073/12/6/982

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