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.
Machine Learning
Physics-Informed Neural Networks (PINNs) for Fluid-Solid Interactions
Physics-informed neural networks and physics-informed MeshGraphNets, built in MATLAB and PyTorch, for linear elasticity, transient solid dynamics, and fluid–solid interaction.