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Author

Mingyu Sun

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Jul 2026

Physics-informed diffusion model for small-sample bearing fault diagnosis via signal generation

Rolling bearing fault diagnosis is fundamentally limited under small-sample conditions, where insufficient data hinder stable modeling of impact structures and modulation characteristics in nonstationary vibration signals. Existing generative approaches predominantly rely on distribution fitting, which, under data scar...

Wen-Yang Zhang, Chao Zhang, Xinyu Ge et al. · 0 citations

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