A Comparative Study to Predict Bearing Degradation Using Discrete Wavelet Transform (DWT), Tabular Generative Adversarial Networks (TGAN) and Machine Learning Models

Prognostics and health management (PHM) is a framework to identify damage prior to its occurrence which leads to the reduction of both maintenance costs and safety hazards. Based on the data collected in condition monitoring, the degradation of the part is predicted. Studies show that most failures...

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Bibliographic Details
Main Authors: Keval Bhavsar, Vinay Vakharia, Rakesh Chaudhari, Jay Vora, Danil Yurievich Pimenov, Khaled Giasin
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Machines
Subjects:
Online Access:https://www.mdpi.com/2075-1702/10/3/176