2 papers
cond-mat.soft2026
Machine Learning-integrated Multiscale Simulation Framework: Bridging Scales in Associative Polymer-Colloid Suspensions
Jalal Abdolahi, Dominic M. Robe, Ronald G. Larson +1
Predicting the rheological behavior of associative polymers bridging colloidal particles into transient networks is fundamentally challenging because the coupled spatiotemporal sca…
physics.chem-ph2022
A novel machine learning enabled hybrid optimization framework for efficient and transferable coarse-graining of a model polymer
Zakiya Shireen, Hansani Weeratunge, Adrian Menzel +4
This work presents a novel framework governing the development of an efficient, accurate, and transferable coarse-grained (CG) model of a polyether material. The proposed framework…