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M. Halls

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Aug 2026

Prediction of Glass Transition Temperatures for Organic Electronic Materials

The glass transition temperature (Tg) is a critical descriptor governing the morphological stability, emitter orientation, and interfacial integrity of amorphous thin films in organic electronics. However, experimental Tg measurements suffer from high resource costs and interlaboratory variability, while machine lear...

Hadi Abroshan, Paul Winget, H. S. Kwak et al. · 0 citations
Open access Jul 2026

Glass Transition Prediction of Binary Copolymers Across Large Chemical Spaces Using Machine Learning and Physics-Based Modeling

A machine learning framework for the high-throughput prediction of Tg in binary copolymers, trained on experimental datasets encompassing both homopolymers and copolymers, and validated using physics-based molecular dynamics simulations.

Manav Bhati, Mohammad Atif Faiz Afzal, Alex K. Chew et al. · 0 citations

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