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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Autori principali:	Wasim Zaman, Zahoor Ahmad, Jong-Myon Kim
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	MDPI AG 2024-01-01
Serie:	Sensors
Soggetti:	centrifugal pump Stockwell transform fault diagnosis rotating machinery convolutional autoencoder vibrational signals
Accesso online:	https://www.mdpi.com/1424-8220/24/3/851
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