A SCADA-Data-Driven Condition Monitoring Method of Wind Turbine Generators

A SCADA-Data-Driven Condition Monitoring Method of Wind Turbine Generators

Changes in sensor measurement parameters of wind turbine SCADA systems usually do not provide reliable early alarms. To detect early faults or abnormal conditions of wind turbine generator components, a wind turbine generator condition monitoring framework based on the fusion of cascaded SAE abnorma...

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Bibliographic Details
Main Authors: Lishu Wang, Shuhan Jia, Xihui Yan, Libo Ma, Junlong Fang
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Wind turbine
condition monitoring
stacked auto-encoder
isolation forest
LightGBM
Online Access:https://ieeexplore.ieee.org/document/9803027/

Internet

https://ieeexplore.ieee.org/document/9803027/

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