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Ling-Ling Yang

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Open access Sep 2026

Elevator fault diagnosis incorporating multi-scale prototype diffusion enhancement

To address the challenges of limited fault samples, class imbalance, and similar time–frequency characteristics in elevator fault diagnosis, a small-sample fault diagnosis method integrating the multi-scale texture and prototype-constrained diffusion network (MTPDNet) data augmentation model with the EGA-ResNet diagnos...

Ling-Ling Yang, Xin-Yuan Nan, Xin Cai · 0 citations

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