Residual deep subdomain adaptation network: A new method for intelligent fault diagnosis of bearings across multiple domains

Zuoyi Chen,Jun Wu,Chao Deng,Chao Wang,Yuanhang Wang

Mechanism and Machine Theory（2022）

引用 35|浏览17

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摘要

•Residual deep subdomain adaptation network is proposed for fault diagnosis.•A residual network is constructed to extract transferable features.•Aligning distribution of related subdomains by local maximum mean discrepancy.•Comprehensive experiments and comparison with existing methods are conducted.

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关键词

Domain adaptation,Residual network,Multiple target domains,Transfer learning,Fault diagnosis

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