[HTML][HTML] Determining glass transition in all-atom acrylic polymeric melt simulations using machine learning

A Banerjee, A Iscen, K Kremer… - The Journal of Chemical …, 2023 - pubs.aip.org
The functionality of many polymeric materials depends on their glass transition temperatures
(T g). In computer simulations, T g is often calculated from the gradual change in …

Neighbors Map: An efficient atomic descriptor for structural analysis

A Allera, AM Goryaeva, P Lafourcade, JB Maillet… - Computational Materials …, 2024 - Elsevier
Accurate structural analysis is essential to gain physical knowledge and understanding of
atomic-scale processes in materials from atomistic simulations. However, traditional analysis …

Deep Learning for Determination of Properties of Semidilute Polymer Solutions

R Sayko, M Jacobs, M Dominijanni… - ACS Applied Polymer …, 2023 - ACS Publications
The ability to predict polymer solution viscosity is essential for polymer characterization and
processing. Here, we use a synergistic approach combining the scaling theory of polymer …

Coarse-Grained Molecular Dynamics Simulations of Degradation of Block Copolymers and Scaling Theory of Polymer Solution Characterization

R Sayko - 2023 - search.proquest.com
Efficient characterization and predictive modeling of polymeric materials are pivotal
challenges due to their complex behavior, which has significant implications for materials …