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Xin-Fa Shi

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Open access Sep 2026

Cross-Condition Fault Diagnosis of Rolling Bearings Based on Time–Frequency Ridge Extraction and Uncertainty-Guided Distribution-Regularised Convolutional Wasserstein Autoencoder

Highlights What are the main findings? A tacholess ridge extraction method enables robust rotational-frequency estimation under noise and multi-component interference. UDR-CWAE improves latent representation through MMD-based distribution regularisation. What are the implications of the main findings? Single-rotation-c...

Jun-Shen Zhang, Ji-Xing Yang, Xin-Fa Shi et al. · 0 citations

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