A Novel Fault Diagnosis Method of Rolling Bearing Based on Integrated Vision Transformer Model

A Novel Fault Diagnosis Method of Rolling Bearing Based on Integrated Vision Transformer Model

In order to improve the diagnosis accuracy and generalization of bearing faults, an integrated vision transformer (ViT) model based on wavelet transform and the soft voting method is proposed in this paper. Firstly, the discrete wavelet transform (DWT) was utilized to decompose the vibration signal...

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Bibliographic Details
Main Authors: Xinyu Tang, Zengbing Xu, Zhigang Wang
Format: Article
Language:English
Published: MDPI AG 2022-05-01
Series:Sensors
Subjects:
vision transformer
integrated vision transformer
fault diagnosis
rolling bearing
Online Access:https://www.mdpi.com/1424-8220/22/10/3878

Internet

https://www.mdpi.com/1424-8220/22/10/3878

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