On the Usefulness of Pre-processing Methods in Rotating ‎Machines Faults Classification using Artificial Neural Network

On the Usefulness of Pre-processing Methods in Rotating ‎Machines Faults Classification using Artificial Neural Network

This work presents a multi-fault classification system using artificial neural network (ANN) to distinguish between different faults in rotating machines automatically. Rotation frequency and statistical features, including mean, entropy, and kurtosis were considered in the proposed model. The effec...

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Bibliographic Details
Main Authors: Ahmad Alzghoul, Anwar Jarndal, Imad Alsyouf, Ahmed Ameen Bingamil, Muhammad Awais Ali, Saleh AlBaiti
Format: Article
Language:English
Published: Shahid Chamran University of Ahvaz 2021-01-01
Series:Journal of Applied and Computational Mechanics
Subjects:
rotating machines
multi-fault diagnostic
data pre-processing
handling imbalance dataset
machine learning
Online Access:https://jacm.scu.ac.ir/article_16049_983a7efcea486af4010045db59a7a3c6.pdf

Internet

https://jacm.scu.ac.ir/article_16049_983a7efcea486af4010045db59a7a3c6.pdf

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