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Open access 2026

Meta-Learning Method with Improved Relation-Distribution Module for Industrial Equipment Fault Diagnosis Using Small-Sample Acoustic Signals

A novel meta-learning method with an improved relation-distribution module is proposed for industrial acoustic signals under small-sample data conditions that consistently outperforms compared methods under different signal-to-noise ratios and working conditions, confirming its effectiveness, robustness, and generaliza...

Jia-Lin Li, Yi-Hong Liu, Yang Yang et al. · 0 citations

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