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Dynamic Mask Cepstrum-Enhancement Network (DMC-EN): A dual-task physics-guided method based on cyclostationary features of bearing signals

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Transactions of the Institute of Measurement and Control

Published online on

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 ...