M. I. Zafar

Learned Warm Starts for Steady Transonic RANS Simulations of Wing and Aircraft Configurations

Neural surrogates can accelerate many-query aerodynamic analyses, but their standalone predictions may be insufficiently accurate or robust to support reliable design evaluations. We develop a learned warm-start formulation that predicts mean-flow and turbulence fields directly on native CFD meshes for subsequent corre...