Cost-Sensitive LightGBM-Based Online Fault Detection Method for Wind Turbine Gearboxes

In practice, faulty samples of wind turbine (WT) gearboxes are far smaller than normal samples during operation, and most of the existing fault diagnosis methods for WT gearboxes only focus on the improvement of classification accuracy and ignore the decrease of missed alarms and the reduction of th...

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Bibliographic Details
Main Authors: Mingzhu Tang, Qi Zhao, Huawei Wu, Zimin Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Energy Research
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fenrg.2021.701574/full