Frequency Occurrence Plot-Based Convolutional Neural Network for Motor Fault Diagnosis

Frequency Occurrence Plot-Based Convolutional Neural Network for Motor Fault Diagnosis

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A novel motor fault diagnosis using only motor current signature is developed using a frequency occurrence plot-based convolutional neural network (FOP-CNN). In this study, a healthy motor and four identical motors with synthetically applied fault conditions—bearing axis deviation, stator coil inter...

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Bibliographic Details
Main Authors: Eduardo Jr Piedad, Yu-Tung Chen, Hong-Chan Chang, Cheng-Chien Kuo
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Electronics
Subjects:
fault diagnosis
frequency occurrence plot
convolutional neural network
motor loading
current signal
FOP-CNN
Online Access:https://www.mdpi.com/2079-9292/9/10/1711

Internet

https://www.mdpi.com/2079-9292/9/10/1711

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