An adaptive learning strategy for surrogate modeling of high-dimensional functions-Application to unsteady hypersonic flows in chemical nonequilibrium

C Scherding, G Rigas, D Sipp, PJ Schmid… - Computer Physics …, 2025 - Elsevier
Many engineering applications rely on the evaluation of expensive, non-linear high-
dimensional functions. In this paper, we propose the RONAALP algorithm (Reduced Order …

Angular momentum and moment of total enthalpy integral equations for high-speed boundary layers

A Kianfar, M Di Renzo, C Williams, A Elnahhas… - Physical Review …, 2023 - APS
The enhancement of skin-friction drag and surface heat flux by the transition to turbulence is
a crucial physical phenomenon for the design of high-speed vehicles. An interpretable …

Moment of momentum integral analysis of turbulent boundary layers with pressure gradient

A Kianfar, PL Johnson - Journal of Fluid Mechanics, 2025 - cambridge.org
Turbulent boundary layers on immersed objects can be significantly altered by the pressure
gradients imposed by the flow outside the boundary layer. The interaction of turbulence and …

Predictive modeling of hypersonic flows in chemical nonequilibrium: hysics-based and data-driven approaches

C Scherding - 2023 - theses.hal.science
Hypersonic flows are of great interest in a wide range of aerospace applications and are a
critical component of many technological advances. In this thesis, we first numerically study …