Zi-Han Gao

Physics-guided residual U-net for super-resolution reconstruction of two-dimensional vorticity fields

High-resolution vorticity fields are essential for identifying vortical structures, capturing shear layers, and analyzing flow mechanisms, yet high-fidelity simulations and experimental measurements are often costly. To recover fine-scale structures from low-resolution flow fields, we propose a physics-guided residual...