A New Fault Diagnosis Method for Rolling Bearings with the Basis of Swin Transformer and Generalized S Transform

A New Fault Diagnosis Method for Rolling Bearings with the Basis of Swin Transformer and Generalized S Transform

In view of the rolling bearing fault signal non-stationarity, strong noise can lead to low fault diagnosis accuracy. A Swin Transformer and generalized S Transform fault diagnosis method is proposed to solve the problems of difficult signal feature extraction and low diagnostic accuracy. Generalized...

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Bibliographic Details
Main Authors: Jin Yan, Xu Zhu, Xin Wang, Dapeng Zhang
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
rolling bearing
vibration signal
fault diagnosis
Swin Transform
generalized S transform
Online Access:https://www.mdpi.com/2227-7390/13/1/45
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