
Turbulent Falling Film Heat Transfer and PINNs for Convective Transport
Turbulent falling film analysis for molten salt solar receivers combined with PINN solutions for fully developed channel flow and heat transfer.

Turbulent falling film analysis for molten salt solar receivers combined with PINN solutions for fully developed channel flow and heat transfer.

Physics-informed neural networks and physics-informed MeshGraphNets, built in MATLAB and PyTorch, for linear elasticity, transient solid dynamics, and fluid–solid interaction.