Exploring the Relationship between Preprocessing and Hyperparameter Tuning for Vibration-Based Machine Fault Diagnosis Using CNNs

Exploring the Relationship between Preprocessing and Hyperparameter Tuning for Vibration-Based Machine Fault Diagnosis Using CNNs

This paper demonstrates the differences between popular transformation-based input representations for vibration-based machine fault diagnosis. This paper highlights the dependency of different input representations on hyperparameter selection with the results of training different configurations of...

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Bibliographic Details
Main Authors: Jacob Hendriks, Patrick Dumond
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:Vibration
Subjects:
condition monitoring
fault diagnosis
convolutional neural networks
hyperparameters
data representations
Online Access:https://www.mdpi.com/2571-631X/4/2/19

Internet

https://www.mdpi.com/2571-631X/4/2/19

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