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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

: Compared to traditional machine learning and signal processing techniques, deep learning has achieved remarkable results in industrial fault diagnosis. However, the difficulty of obtaining sufficient labeled fault acoustic data in real industrial environments has led to increased interest in few-shot learning methods...

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

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