Mirko Fischer

From oligomers to entangled polymers: How to train a transferable machine learning interatomic potential

This work investigates several aspects of developing MLIPs for polymers, utilizing polyethylene as a representative, yet simple model system, and finds that the ACE potential accurately reproduces key thermodynamic, structural and dynamical properties.