Universal domain adaptation with navigator-guided strong alignment and dynamic threshold for rotating machinery fault diagnosis.

Universal domain adaptation (UniDA) is a promising approach for fault diagnosis in rotating machinery where target domain fault classes are uncertain, but suffers from two key limitations: (1) Strong alignment strategies cause negative transfer by mi…

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