Author

Shuai Yang

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Open access Aug 2026

Rolling bearing fault diagnosis based on time-frequency representation and multi-scale feature learning

A rolling bearing fault diagnosis method based on multi-scale depthwise separable convolution (DSC) and a convolutional neural network-Transformer hybrid model (CNN-Transformer) is proposed to address the non-stationarity of fault signals and the difficulty of jointly capturing local and global features. First, continu...

Shuai Yang, Yan-Chao Chen, Yang Yu · Engineering Research Express · 0 citations

Open access Aug 2026

A Task-Based Few-Shot Learning Framework for Wind Turbine Gearbox Fault Diagnosis via Large Language Models

Inspired by few-shot learning, a support–query task construction strategy is introduced, reformulating classification as conditional task reasoning and a global coverage and local balance task sampling strategy is designed to enhance task diversity and mitigate sample imbalance.

Jun-Hong Chen, Shuai Yang, Xianguang Li · Journal of Dynamics Monitori... · 1 citation