Geometry-Aware Anisotropic Boundary Correction for Aerodynamic Simulation

This paper addresses the limitation of conventional neural operator methods in aerodynamic simulation, which treat boundary regions isotropically. The authors propose a geometry-aware approach that accounts for the distinct physical behaviors along solid boundaries. Neural operators are employed as an efficient alternative to expensive Computational Fluid Dynamics solvers, specifically targeting surface pressure coefficient prediction.