Author

Jin Xu

2 papers indexed here

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Open access Oct 2026

Fault diagnosis method based on convolutional attention mechanism and ResNet34

A fault-diagnosis method that integrates a least-squares-loss and weight-normalization deep convolutional generative adversarial network (LW-DCGAN) with a convolutional-attention-enhanced 34-layer residual network (C-ResNet34) to improve fault-feature extraction and demonstrate the effectiveness of the proposed method.

Qi-Zhi Zhang, Xue-Nian Hu, Xu-Jing Tian et al. · Engineering Research Express · 0 citations

Aug 2026

Fault diagnosis of rotating machinery bearings under strong noise backgrounds using refined composite wavelet packet fuzzy diversity entropy

In recent years, multiscale fuzzy diversity entropy (MFDE) has been demonstrated as a highly promising feature extraction tool for intelligent fault diagnosis. Compared to existing entropy methods, MFDE offers the advantages of high consistency, strong robustness, and excellent computational efficiency. However, the co...

Xuenian Hu, Yong-Liang Song, Jin Xu et al. · Structural Health Monitoring · 0 citations