Application of machine learning models in predictive maintenance of Francis hydraulic turbines

Application of machine learning models in predictive maintenance of Francis hydraulic turbines

ABSTRACT Cavitation is a phenomenon that reduces the useful life of hydraulic machines, taking place in function of the variation of the pressure gradient at a constant temperature. In hydraulic turbines, cavitation occurs when the turbine operates beyond nominal conditions, generating abnormal vibr...

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Bibliographic Details
Main Authors: Júlio César Silva de Souza, Oswaldo Honorato Júnior, Geraldo Lúcio Tiago Filho, Otávio Augusto Salgado Carpinteiro, Hailton Silveira Domingues Biancardine Júnior, Ivan Felipe Silva dos Santos
Format: Article
Language:English
Published: Associação Brasileira de Recursos Hídricos 2024-12-01
Series:Revista Brasileira de Recursos Hídricos
Subjects:
Machine Learning Model, Multilayer Perceptron (MLP)
Radial Basis Function (RBF)
Predictive maintenance
Cavitation
Hydraulic turbines
Vibration analysis
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S2318-03312024000100240&lng=en&tlng=en
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