Federated Transfer Learning Strategy: A Novel Cross-Device Fault Diagnosis Method Based on Repaired Data

Federated Transfer Learning Strategy: A Novel Cross-Device Fault Diagnosis Method Based on Repaired Data

Federated learning has attracted much attention in fault diagnosis since it can effectively protect data privacy. However, efficient fault diagnosis performance relies on the uninterrupted training of model parameters with massive amounts of perfect data. To solve the problems of model training diff...

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Bibliographic Details
Main Authors: Zhenhao Yan, Jiachen Sun, Yixiang Zhang, Lilan Liu, Zenggui Gao, Yuxing Chang
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Sensors
Subjects:
federated learning
fault diagnosis
transfer learning
domain adaptation
data privacy
Online Access:https://www.mdpi.com/1424-8220/23/16/7302

Internet

https://www.mdpi.com/1424-8220/23/16/7302

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