Dynamic Mask Cepstrum-Enhancement Network (DMC-EN): A dual-task physics-guided method based on cyclostationary features of bearing signals
Transactions of the Institute of Measurement and Control
Published online on January 11, 2026
Abstract
Transactions of the Institute of Measurement and Control, Ahead of Print.
While deep learning has advanced bearing fault diagnosis, most models operate as black boxes, treating vibration signals as generic data and failing to integrate fundamental physical principles. To address this limitation, this paper introduces the ...
While deep learning has advanced bearing fault diagnosis, most models operate as black boxes, treating vibration signals as generic data and failing to integrate fundamental physical principles. To address this limitation, this paper introduces the ...