Demagnetization Fault Diagnosis of a PMSM Using Auto-Encoder and K-Means Clustering

In recent years, many motor fault diagnosis methods have been proposed by analyzing vibration, sound, electrical signals, etc. To detect motor fault without additional sensors, in this study, we developed a fault diagnosis methodology using the signals from a motor servo driver. Based on the servo d...

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Bibliographic Details
Main Authors: Lien-Kai Chang, Shun-Hong Wang, Mi-Ching Tsai
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/13/17/4467