M. Ziad Saghir

Physics-Informed Neural Network Prediction of Nanofluid Thermal Transport in TPMS Gyroid Heat Exchangers

Triply periodic minimal surface (TPMS) heat exchangers offer high surface-area-to-volume ratios and interconnected flow pathways, making them attractive for compact thermal management. However, accurately predicting nanofluid heat transfer over a wide range of nanoparticle concen...