Integration of ARIMA and LSTM Models for Remaining Useful Life Prediction of a Water Hydraulic High-Speed On/Off Valve

Integration of ARIMA and LSTM Models for Remaining Useful Life Prediction of a Water Hydraulic High-Speed On/Off Valve

Some water hydraulic manipulators used for the remote operation of reactors are controlled by a high-speed on/off valve (HSV). Water hydraulic HSVs operate through a process of high-frequency switching, and since their work environment is poorly lubricated, their components are prone to failure. The...

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Bibliographic Details
Main Authors:	Songlin Nie, Qingtong Liu, Hui Ji, Ruidong Hong, Shuang Nie
Format:	Article
Language:	English
Published:	MDPI AG 2022-08-01
Series:	Applied Sciences
Subjects:	ARIMA–LSTM RUL prediction state detection wavelet packet decomposition water hydraulic HSV
Online Access:	https://www.mdpi.com/2076-3417/12/16/8071

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