Three-Phase Asynchronous Motor Fault Diagnosis Using Attention Mechanism and Hybrid CNN-MLP By Multi-Sensor Information

Three-Phase Asynchronous Motor Fault Diagnosis Using Attention Mechanism and Hybrid CNN-MLP By Multi-Sensor Information

Single-signal-driven fault diagnosis has been widely applied in motor fault diagnosis, but it cannot meet the diagnostic requirements of complex motor systems. This study proposes a motor fault diagnosis method using attention mechanism (AM) and hybrid CNN-MLP by multi-sensor information. Firstly, F...

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Bibliographic Details
Main Authors: Yi Zhou, Qianming Shang, Cong Guan
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Fault diagnosis of motor
deep learning
attention mechanism
multi-sensor information
Online Access:https://ieeexplore.ieee.org/document/10227288/

Internet

https://ieeexplore.ieee.org/document/10227288/

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