
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.

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.

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.

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