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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
Open access Aug 2026

A gear fault diagnosis method based on neural network architecture search with cross-modal dynamic convolution enhancement

A multimodal framework based on differentiable architecture search to fuse vibration and acoustic emission signals, two signals of vastly different orders of magnitude, and to achieve automatic search for the fusion network is proposed.

Jia-Lin Li, Kun Long, Yong Xiao et al. · 0 citations

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