On the machine learning approach for computational homogenization of short fiber-reinforced composites with elastoplastic behavior

Ayşe Polat, Aiman Tariq, Babür Deliktaş, Murat Yazıcı, George Z Voyiadjis, Department of Civil Engineering, Artificial Intelligence and Computational Mechanics Laboratory, Bursa Uludag University, Department of Automotive Engineering, Bursa Uludag University, Department of Civil , Environmental Engineering, Louisiana State University, Baton Rouge

Journal of Reinforced Plastics and Composites

Published online on August 29, 2025

Abstract

Journal of Reinforced Plastics and Composites, Ahead of Print.
This study aims to develop machine learning (ML)-based homogenization models to efficiently predict the effective elastoplastic properties of short fiber-reinforced composites (SFRCs), reducing the reliance on computationally expensive micromechanical ...