On Model-Based Transfer Learning Method for the Detection of Inter-Turn Short Circuit Faults in PMSM

On Model-Based Transfer Learning Method for the Detection of Inter-Turn Short Circuit Faults in PMSM

The early detection of an inter-turn short circuit (ITSC) fault is extremely critical for permanent magnet synchronous motors (PMSMs) because it can lead to catastrophic consequences. In this study, a model-based transfer learning method is developed for ITSC fault detection. The contribution can be...

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Bibliographic Details
Main Authors: Mingsheng Wang, Qiang Song, Wuxuan Lai
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Sensors
Subjects:
fault diagnosis
inter-turn short circuit (ITSC) fault
transfer learning
Bayesian optimization
permanent magnet synchronous motors (PMSMs)
convolutional neural networks (CNNs)
Online Access:https://www.mdpi.com/1424-8220/23/22/9145

Internet

https://www.mdpi.com/1424-8220/23/22/9145

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