Turbulent falling film and PINN analysis

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.

May 2025 · Larry Hui, Derek Shah
Natural convection boundary layer flow

Natural Convection Boundary Layer Flow

Numerical analysis of natural convection boundary layer flow using FTCS finite-difference, Runge-Kutta similarity solutions, and integral methods, with application to electronic device cooling.

April 2025 · Larry Hui, Derek Shah
Heat Transfer in Non-circular Channels

Fully Developed Heat Transfer in Channels with Non-circular Cross-sections

We present a numerical investigation of fully developed heat transfer in channels with non-circular cross-sections using finite-difference equations solved via the Gauss-Seidel iterative method.

February 2025 · Larry Hui, Derek Shah
PINN

Physics-Informed Neural Networks (PINNs) for Fluid-Solid Interactions

Research on implementing Physics-Informed Neural Networks (PINNs) and Mesh Graph Networks (MGNs) for solving fluid-solid interaction problems.

January 2025 · Ekaterina Antimirova, Zixiao Wei, Larry Hui, Grace X. Gu