ML-based surrogate cure simulation for predicting process time and temperature overshoot in resin transfer moulding

Evrydiki Kyriazi, Georgios Petsinis, Charalampos Zervos, Ioannis Poulopoulos, Georgios Syriopoulos, Geoffrey Neale, Mehdi Asareh, Swaroop Narayanan Nair, Christopher Page, Stuart Lewis, Hercules Avramopoulos, Alexandros A Skordos, School of Electrical , Computer Engineering, National Technical University of Athens, Talos Analytics IKE, Centre for Materials, Faculty of Engineering and Applied Sciences, Cranfield University, Wharley End, United Kingdom, TWI Ltd, Granta Park, Cambridge CB, United Kingdom

Journal of Reinforced Plastics and Composites

Published online on November 04, 2025

Abstract

Journal of Reinforced Plastics and Composites, Ahead of Print.
The cure stage of thermosetting composites production is critical for the overall process duration and manufacturing costs. While process simulations are commonly used to estimate cure behaviour, real-time predictive capabilities in resin transfer ...