Peng-Fei Shi

A terrain-guided and physics-constrained dual-stream network for real-time high-resolution urban flood mapping.

High-resolution (HR) flood inundation mapping is vital for emergency response, yet meter-scale hydrodynamic simulations remain computationally prohibitive over large domains. While deep learning-based super-resolution (SR) offers an efficient alternative, conventional architectures suffer from micro-topographic feature...