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, Volume 45, Issue 11-12, Page 2726-2746, June 2026.
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 ...