Author

Hai-Peng Cui

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Open access Aug 2026

Event-Guided Spatiotemporal Transformer with Conditional Diffusion Refinement for High-Intensity Precipitation Nowcasting

Accurate nowcasting of high-intensity precipitation is critical for urban flood control and short-term hydrological risk management. However, the high stochasticity of convective systems poses a significant challenge for traditional deep learning models in generating accurate predictions. Existing regression-based mode...

Wenqi Li, Hai-Yong Zheng, Hai-Peng Cui et al. · Remote Sensing · 0 citations

#graph neural networks Open access Sep 2026

Few-Shot Welding Defect Detection via Graph Self-Attention Neural Network

In industrial quality control, deep learning-based weld defect detection has shown promise but is often hindered by the need for extensive labeled datasets. This study introduces a novel graph neural network (GNN) approach for few-shot classification of weld defect images, aimed at mitigating data dependence and enabli...

Zhong-Yan Zhang, Wei-Hao Shen, Hai-Peng Cui et al. · Welding Journal · 0 citations