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Jin-Kai Fan

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Open access Aug 2026

A vision–language-guided multimodal framework with dynamic prototype memory for small-sample fault diagnosis

Rotating machinery fault diagnosis under limited training samples and varying operating conditions remains challenging, as data scarcity and domain shift often weaken the generalisation capability of deep learning models. Recent advances in large-scale pretrained foundation models have provided transferable priors for...

Jin-Kai Fan, Fu Zhao, Yan Gong et al. · 0 citations

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