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Shi-Qian Wu

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Open access Oct 2026

Learnable Band-Selective Envelope-Spectrum Residual Fusion for Bearing Fault Diagnosis Under Matched Noise Conditions

Strong noise can obscure the transient and modulation signatures used for bearing fault diagnosis, while envelope-based methods remain sensitive to the frequency band selected before demodulation. This study proposes a learnable band-selective envelope fusion WDCNN (LBEF-WDCNN). A raw-waveform branch extracts temporal...

Shi-Qian Wu, Wei-Min Zhang, Yu-Rui Sang et al. · 0 citations

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