Exploiting underutilized heterogeneous data: A multi-source domain adaptive siamese network for few-shot bearing fault diagnosis
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Industrial bearing fault diagnosis is constrained by the scarcity of labeled data. Although abundant data is available from diverse equipment, its heterogeneity in sampling parameters, operational conditions, and label granularity hinders direct use by existin... ...