Interatomic potentials for oxide glasses: Past, present, and future

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...

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Main Authors: Alfonso Pedone, Marco Bertani, Luca Brugnoli, Annalisa Pallini
Format: Article
Language:English
Published: Elsevier 2022-09-01
Series:Journal of Non-Crystalline Solids: X
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2590159122000358
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author Alfonso Pedone
Marco Bertani
Luca Brugnoli
Annalisa Pallini
author_facet Alfonso Pedone
Marco Bertani
Luca Brugnoli
Annalisa Pallini
author_sort Alfonso Pedone
collection DOAJ
description 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.
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spelling doaj.art-b5095d3df8364fe7a28bb03298d3f6872022-12-22T04:27:11ZengElsevierJournal of Non-Crystalline Solids: X2590-15912022-09-0115100115Interatomic potentials for oxide glasses: Past, present, and futureAlfonso Pedone0Marco Bertani1Luca Brugnoli2Annalisa Pallini3Corresponding author.; Department of Chemical and Geological Sciences, University of Modena and Reggio Emilia, via G. Campi 103, 41125 Modena, ItalyDepartment of Chemical and Geological Sciences, University of Modena and Reggio Emilia, via G. Campi 103, 41125 Modena, ItalyDepartment of Chemical and Geological Sciences, University of Modena and Reggio Emilia, via G. Campi 103, 41125 Modena, ItalyDepartment of Chemical and Geological Sciences, University of Modena and Reggio Emilia, via G. Campi 103, 41125 Modena, ItalyThe 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.http://www.sciencedirect.com/science/article/pii/S2590159122000358Molecular dynamics simulationsInteratomic potentialsOxide glassesStructureProperties
spellingShingle Alfonso Pedone
Marco Bertani
Luca Brugnoli
Annalisa Pallini
Interatomic potentials for oxide glasses: Past, present, and future
Journal of Non-Crystalline Solids: X
Molecular dynamics simulations
Interatomic potentials
Oxide glasses
Structure
Properties
title Interatomic potentials for oxide glasses: Past, present, and future
title_full Interatomic potentials for oxide glasses: Past, present, and future
title_fullStr Interatomic potentials for oxide glasses: Past, present, and future
title_full_unstemmed Interatomic potentials for oxide glasses: Past, present, and future
title_short Interatomic potentials for oxide glasses: Past, present, and future
title_sort interatomic potentials for oxide glasses past present and future
topic Molecular dynamics simulations
Interatomic potentials
Oxide glasses
Structure
Properties
url http://www.sciencedirect.com/science/article/pii/S2590159122000358
work_keys_str_mv AT alfonsopedone interatomicpotentialsforoxideglassespastpresentandfuture
AT marcobertani interatomicpotentialsforoxideglassespastpresentandfuture
AT lucabrugnoli interatomicpotentialsforoxideglassespastpresentandfuture
AT annalisapallini interatomicpotentialsforoxideglassespastpresentandfuture