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HaSitieer MaDetihan

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Open access Jul 2026

An optimized method for few-shot cross-domain bearing fault diagnosis based on intraclass relationship enhancement

MAML is enhanced by incorporating a Sample Relationship Exploration module that learns intra-class similarity to improve class separability and replaces the fixed inner-loop update scheme in MAML with a trapezoidal gradient descent scheduler that adapts the number of inner-loop update steps across training.

Zhigang Chen, HaSitieer MaDetihan, Zhihao Zhang et al. · 0 citations