Combining Force Fields and Neural Networks for an Accurate Representation of Chemically Diverse Molecular Interactions

A Illarionov, S Sakipov, L Pereyaslavets… - Journal of the …, 2023 - ACS Publications
A key goal of molecular modeling is the accurate reproduction of the true quantum
mechanical potential energy of arbitrary molecular ensembles with a tractable classical …

Combining Force Fields and Neural Networks for an Accurate Representation of Bonded Interactions

G Kamath, A Illarionov, S Sakipov… - The Journal of …, 2024 - ACS Publications
We present a formalism of a neural network encoding bonded interactions in molecules.
This intramolecular encoding is consistent with the models of intermolecular interactions …

The Determination of Free Energy of Hydration of Water Ions from First Principles

O Butin, L Pereyaslavets, G Kamath… - Journal of Chemical …, 2024 - ACS Publications
We model the autoionization of water by determining the free energy of hydration of the
major intermediate species of water ions. We represent the smallest ions─ the hydroxide …