Research on fault diagnosis method of planetary gearbox based on dynamic simulation and deep transfer learning

Abstract To address the issue of not having enough labeled fault data for planetary gearboxes in actual production, this research develops a simulation data-driven deep transfer learning fault diagnosis method that applies fault diagnosis knowledge from a dynamic simulation model to an actual planet...

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Bibliographic Details
Main Authors: Meng-Meng Song, Zi-Cheng Xiong, Jian-Hua Zhong, Shun-Gen Xiao, Yao-Hong Tang
Format: Article
Language:English
Published: Nature Portfolio 2022-10-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-21339-5