Research on mechanical fault diagnosis method based on federated differential equations

Zhinong Li, Bangxia Wang, Fengtao Wang, Zhe Li, Key Laboratory of Nondestructive Testing of the Ministry of Education, Nanchang Hangkong University, Ministry of Education, Key Laboratory of Intelligent Manufacturing Technology , Shantou University, Deputy Director of Non destructive Testing Laboratory of AECC Shenyang Liming Aero-Engine Co

Journal of Vibration and Control

Published online on May 19, 2025

Abstract

Journal of Vibration and Control, Ahead of Print.
The existing fault diagnosis methods based on federated learning mainly focus on the privacy, data heterogeneity, and communication efficiency, while neglecting the problem related to memory consumption, computational costs, and interpretability in the ...