Intelligent Fault Diagnosis of Industrial Bearings Using Transfer Learning and CNNs Pre-Trained for Audio Classification

Intelligent Fault Diagnosis of Industrial Bearings Using Transfer Learning and CNNs Pre-Trained for Audio Classification

The training of Artificial Intelligence algorithms for machine diagnosis often requires a huge amount of data, which is scarcely available in industry. This work shows that convolutional networks pre-trained for audio classification already contain knowledge for classifying bearing vibrations, since...

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Bibliographic Details
Main Author: Luigi Gianpio Di Maggio
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Sensors
Subjects:
intelligent fault diagnosis
deep learning
transfer learning
rolling bearings
bearing test rig
condition monitoring
Online Access:https://www.mdpi.com/1424-8220/23/1/211

Internet

https://www.mdpi.com/1424-8220/23/1/211

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