Author

Xiao-Hu Liu

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Open access Sep 2026

Rolling bearing fault diagnosis method based on dual attention multi-scale convolutional network

A bearing fault diagnosis method based on the Dual Attention Multi-Scale Convolutional Neural Network that achieves a peak diagnostic accuracy of 99.69% in cross-condition tasks and maintains accuracy above 92% under −5 dB SNR, outperforming BiTCN-Transformer, MTFC-T, and CTCA in accuracy, recall, and F1-score, while a...

Ya-Mei Zhang, Xiao-Hu Liu · PLoS ONE · 0 citations

Open access Sep 2026

A rolling bearing fault diagnosis method based on vibration sensor signals using adaptive VMD and correlation kurtosis feature enhancement

In response to the serious noise interference in the fault signals obtained by the vibration sensors and the difficulty in effectively extracting the fault characteristics, a rolling bearing fault diagnosis method based on adaptive modal decomposition and correlation kurtosis feature enhancement is proposed. This met...

Jing Xing, Xiao-Hu Liu · Scientific Reports · 0 citations