Transferable adaptive channel attention module for unsupervised cross-domain fault diagnosis

Yaowei Shi,Aidong Deng,Minqiang Deng, Meng Xu,Yang Liu,Xue Ding,Jing Li

Reliability Engineering & System Safety（2022）

引用 23|浏览7

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摘要

•A novel TACAM is proposed for cross-domain fault diagnosis of rotating machinery.•Shared features are differentially calibrated based on transferability.•The AS-FGS provides better generalizability for domain adaptation model.•Significant mitigation of negative transfer.

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关键词

Fault transfer diagnosis,Rotating machinery,Domain adaptation,Shared features

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