A domain generalization network for imbalanced machinery fault diagnosis

A domain generalization network for imbalanced machinery fault diagnosis

Abstract Traditional models for Imbalanced Fault Diagnosis (IFD) face challenges in practical applications due to domain shifts caused by varying working conditions and machinery. Domain Generalization (DG) models provide an advantage over traditional approaches by learning class-discriminative and...

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Bibliographic Details
Main Authors: Yu Guo, Guangshuo Ju, Jundong Zhang
Format: Article
Language:English
Published: Nature Portfolio 2024-10-01
Series:Scientific Reports
Subjects:
Marine machinery
Fault diagnosis
Domain generalization
Data imbalance
Online Access:https://doi.org/10.1038/s41598-024-75088-8
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https://doi.org/10.1038/s41598-024-75088-8

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