Evaluating the applicability of classical and neural network interatomic potentials for modeling body centered cubic polymorph of magnesium. (1st June 2022)
- Record Type:
- Journal Article
- Title:
- Evaluating the applicability of classical and neural network interatomic potentials for modeling body centered cubic polymorph of magnesium. (1st June 2022)
- Main Title:
- Evaluating the applicability of classical and neural network interatomic potentials for modeling body centered cubic polymorph of magnesium
- Authors:
- F Troncoso, Javier
Turlo, Vladyslav - Abstract:
- Abstract: Magnesium (Mg) is one of the most abundant metallic elements in nature and presents attractive mechanical properties in the industry. Particularly, it has a low density and relatively high strength/weight and stiffness/weight ratios, which make it one of the most attractive lightweight metals. However, the huge potential of Mg is restricted by its low ductility, associated with its hexagonal close packed (hcp) structure. This problem can be solved if Mg adopts the body centered cubic (bcc) structure, which is stable at high pressure or in confinement with stiff bcc metals like Nb. Molecular dynamics method is a magnificent tool to study material's structure and deformation mechanisms at the atomic level, however, requiring accurate interatomic potentials. The majority of the interatomic potentials available in the literature for Mg have only been fitted to the properties of its stable hcp phase. In the present work, we perform systematic study of applicability of currently available Mg potentials to modeling the properties of metastable bcc polymorph of Mg, taking into account cohesive energy curves, elastic constants, stacking fault energies, and phonon dispersion curves. We conclude that the modified embedded atom method (MEAM) potentials are the most suitable for investigating bcc Mg in Mg/Nb nano-composites, while the properties of high-pressure bcc Mg would be better modeled by neural network interatomic potentials after different local atomic environmentsAbstract: Magnesium (Mg) is one of the most abundant metallic elements in nature and presents attractive mechanical properties in the industry. Particularly, it has a low density and relatively high strength/weight and stiffness/weight ratios, which make it one of the most attractive lightweight metals. However, the huge potential of Mg is restricted by its low ductility, associated with its hexagonal close packed (hcp) structure. This problem can be solved if Mg adopts the body centered cubic (bcc) structure, which is stable at high pressure or in confinement with stiff bcc metals like Nb. Molecular dynamics method is a magnificent tool to study material's structure and deformation mechanisms at the atomic level, however, requiring accurate interatomic potentials. The majority of the interatomic potentials available in the literature for Mg have only been fitted to the properties of its stable hcp phase. In the present work, we perform systematic study of applicability of currently available Mg potentials to modeling the properties of metastable bcc polymorph of Mg, taking into account cohesive energy curves, elastic constants, stacking fault energies, and phonon dispersion curves. We conclude that the modified embedded atom method (MEAM) potentials are the most suitable for investigating bcc Mg in Mg/Nb nano-composites, while the properties of high-pressure bcc Mg would be better modeled by neural network interatomic potentials after different local atomic environments corresponding to bcc Mg being included into the fitting database. … (more)
- Is Part Of:
- Modelling and simulation in materials science and engineering. Volume 30:Number 4(2022)
- Journal:
- Modelling and simulation in materials science and engineering
- Issue:
- Volume 30:Number 4(2022)
- Issue Display:
- Volume 30, Issue 4 (2022)
- Year:
- 2022
- Volume:
- 30
- Issue:
- 4
- Issue Sort Value:
- 2022-0030-0004-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-06-01
- Subjects:
- magnesium -- metastable polymorph -- interatomic potentials
Materials -- Mathematical models -- Periodicals
Matériaux -- Modèles mathématiques -- Périodiques
Materials -- Mathematical models
Periodicals
620.00113 - Journal URLs:
- http://www.iop.org/Journals/ms ↗
http://iopscience.iop.org/0965-0393/ ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1361-651X/ac5ebc ↗
- Languages:
- English
- ISSNs:
- 0965-0393
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 21930.xml