Optimization of Sample Size, Data Points, and Data Augmentation Stride in Vibration Signal Analysis for Deep Learning-Based Fault Diagnosis of Rotating Machines

In recent years, deep learning models have increasingly been employed for fault diagnosis in rotating machines, with remarkable results. However, the accuracy and reliability of these models in fault diagnosis tasks can be significantly influenced by critical input parameters, such as the sample siz...

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Bibliographic Details
Main Authors: Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen
Format: Article
Language:English
Published: Wiley 2025-01-01
Series:Shock and Vibration
Online Access:http://dx.doi.org/10.1155/vib/5590157
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