Learning Nonlinear Dissolution Trajectories in Binary Polymer–Solvent Systems

Liew Zheng Jie, James Sherwood, Alexei Lapkin

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: binary solvent systems, non-additive dissolution, representation learning, ordinal solvation states, non-equilibrium dynamics

TL;DR: We learn an ordered solvation coordinate that reveals asymmetric, cooperative, and competitive polymer dissolution in binary solvents as nonlinear trajectories, without assuming additive mixing rules.

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 66