Multi-adversarial domain transfer network with adaptive threshold generation pseudolabels for fault diagnosis under strong interference

Xihui Chen, Yiming Yang, Xiaoyong Peng, Leyan Fan, Shuai Ma, Kun Ding, Fengtao Wang, The College of Mechanical and Electrical Engineering, Hohai University, The Engineering Research Center of Dredging Technology of Ministry of Education, The Key Laboratory of Intelligent Manufacturing Technology , Shantou University, Ministry of Education

Journal of Vibration and Control

Published online on January 19, 2026

Abstract

Journal of Vibration and Control, Ahead of Print.
In practical industrial scenarios, the fault diagnosis for rolling bearings faces the challenges of scarce fault data and strong interference. The adversarial transfer learning can address those issues, but it often relies on global feature alignment, ...