Interatomic potentials for oxide glasses: Past, present, and future
Alfonso Pedone, Marco Bertani, Luca Brugnoli, Annalisa Pallini
Abstract
The continuous development and improvement of interatomic potential models for oxide glasses have made classical molecular dynamics a powerful computational technique routinely used for studying the structure and properties of such materials on a par with the more advanced experimental techniques. In this brief review, we retrace the development of the most used interatomic potential models from the earliest MD simulations up to now with a look at the possible future developments in this field due to the advent of the machine learning era and data-driven methods.
Topics & Concepts
Interatomic potentialMolecular dynamicsOxideField (mathematics)NanotechnologyComputer scienceStatistical physicsMaterials scienceChemistryComputational chemistryPhysicsMathematicsMetallurgyPure mathematicsMachine Learning in Materials ScienceCatalysis and Oxidation ReactionsGlass properties and applications