Discriminative fault diagnosis transfer learning network under joint mechanism

Discriminative fault diagnosis transfer learning network under joint mechanism

Abstract Unsupervised fault diagnosis methods for rotating machinery are gaining attention but face challenges such as feature extraction from vibration signals, aligning distributions between source and target domains, and managing domain shifts. This paper proposes a novel unsupervised transfer le...

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Bibliographic Details
Main Authors: Yuxuan Yang, Jiarui Jing, Jian Zhang, Ziyu Liu, Xueyi Li
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
SE attention mechanism
Domain adaptation
Classification loss
Conditional adversarial network
Online Access:https://doi.org/10.1038/s41598-025-93996-1
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