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Ming Lv

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Aug 2026

Physics-Informed Fourier Prior-Guided DDPM: Data Generation for Enhancing Fault Diagnosis

Due to the scarcity of industrial fault data, deep learning-based fault diagnosis models often struggle to fully learn fault features under few-shot conditions, leading to degraded diagnostic performance. To address this issue, this article, for the first time, proposes a physics-informed Fourier prior-guided denoising...

Jing Yang, Ming Lv, Jie Zhang · 0 citations

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