Auto-embedding transformer under multi-source information fusion for few-shot fault diagnosis

Abstract Data-driven intelligent fault diagnosis methods have become essential for ensuring the reliability and stability of mechanical systems. However, their practical application is often hindered by the scarcity of labeled samples and the absence of effective multi-source information fusion stra...

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Bibliographic Details
Main Authors: Bo Wang, Shuai Zhao, Qian Zhao, Yang Bai
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-10124-9
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