Suched Likitlersuang

Physics-guided long short-term memory network for stress–strain characteristic model of fiber-reinforced polymer confined cylindrical concrete

This study presents a predictive model for the complete stress–strain response of fiber-reinforced polymer (FRP)-confined cylindrical concrete using a sequence-to-sequence machine learning framework. Unlike previous studies that focused only on peak strength or strain, this work...