Fault Diagnosis Method for Wind Turbine Gearboxes Based on IWOA-RF

A fault diagnosis method for wind turbine gearboxes based on undersampling, XGBoost feature selection, and improved whale optimization-random forest (IWOA-RF) was proposed for the problem of high false negative and false positive rates in wind turbine gearboxes. Normal samples of raw data were subje...

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Bibliographic Details

Published in:	Energies
Main Authors:	Mingzhu Tang, Zixin Liang, Huawei Wu, Zimin Wang
Format:	Article
Language:	English
Published:	MDPI AG 2021-10-01
Subjects:	wind turbine gearbox fault XGBoost feature selection whale optimization random forest
Online Access:	https://www.mdpi.com/1996-1073/14/19/6283