crossrefFluids2026-01-23Cited by 1
Machine Learning and Physics-Informed Neural Networks for Thermal Behavior Prediction in Porous TPMS Metals
Mohammed Yahya, Mohamad Ziad Saghir
Triply periodic minimal surface (TPMS) structures provide high surface area to volume ratios and tunable conduction pathways, but predicting their thermal behavior across different metallic materials remains challenging because multi-material experimentation is costly and full-sc…