Research focuses on multiphase flow and transport in porous media, coupling heat/mass transfer and magnetohydrodynamics. Builds physics‑based and data‑driven models for subsurface energy, CO2 storage, hydrogen safety, and membrane separation using CFD and reduced‑order modeling.