Surrogate-assisted aerodynamic shape optimization of low-rise buildings with large-eddy simulation validation and flow-mechanism analysis
Aerodynamic shape optimization of low-rise buildings requires repeated evaluation of wind-induced forces over many geometric parameters and wind directions, making direct wind tunnel testing or high-fidelity computational fluid dynamics impractical for broad design-space exploration. This study develops a data-efficien...