Fault Diagnosis in Centrifugal Pumps: A Dual-Scalogram Approach with Convolution Autoencoder and Artificial Neural Network

Fault Diagnosis in Centrifugal Pumps: A Dual-Scalogram Approach with Convolution Autoencoder and Artificial Neural Network

This paper proposes a new fault diagnosis method for centrifugal pumps by combining signal processing with deep learning techniques. Centrifugal pumps facilitate fluid transport through the energy generated by the impeller. Throughout the operation, variations in the fluid pressure at the pump’s inl...

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Bibliographic Details
Main Authors: Wasim Zaman, Zahoor Ahmad, Jong-Myon Kim
Format: Article
Language:English
Published: MDPI AG 2024-01-01
Series:Sensors
Subjects:
centrifugal pump
Stockwell transform
fault diagnosis
rotating machinery
convolutional autoencoder
vibrational signals
Online Access:https://www.mdpi.com/1424-8220/24/3/851

Internet

https://www.mdpi.com/1424-8220/24/3/851

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