Rapid Pedestrian-Level Wind Prediction Across Urban Building Layouts Using a Geometry-Conditioned Multi-Scale Neural Operator
Convolutional and neural-operator surrogates enable rapid urban wind prediction, but their apparent accuracy can depend on physical-scale inconsistencies, related-layout leakage, and the mixture of idealized and realistic cases. The scientific question is whether a geometry-conditioned local–spectral model provides a r...