Research on fault diagnosis method for variable condition planetary gearbox based on SKN attention mechanism and deep transfer learning

Abstract Deep learning network models are widely applied to fault diagnosis of planetary gearboxes. However, the multi-coupling fault characteristics, accompanied by data fuzziness and distribution differences, present certain challenges to diagnostic research. Under variable operating conditions, t...

Full description

Saved in:
Bibliographic Details
Main Authors: Nai-Qiu Huang, Meng-Meng Song, Yao-Hong Tang, Li-Xia Huang, Zhi-Wen Chen
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-04858-9
Tags: Add Tag
No Tags, Be the first to tag this record!