Development of interatomic potential for Al–Tb alloys using a deep neural network learning method
Abstract
An interatomic potential for the Al–Tb alloy around the composition of Al90Tb10 is developed using the deep neural network (DNN) learning method. The atomic configurations and the corresponding total potential energies and forces on each atom obtained from ab initio molecular dynamics (AIMD) simulations are collected to train a DNN model to construct the interatomic potential for the Al–Tb alloy. Here we show that the obtained DNN model can well reproduce the energies and forces calculated by AIMD simulations. Molecular dynamics (MD) simulations using the DNN interatomic potential also accurately describe the structural properties of the Al90Tb10 liquid, such as partial pair correlation functions (PPCFs) and bond angle distributions, in comparison with the results from AIMD simulations. Furthermore, the developed DNN interatomic potential predicts the formation energies of the crystalline phases of the Al–Tb system with an accuracy comparable to ab initio calculations. The structure factors of the Al90Tb10 metallic liquid and glass obtained by MD simulations using the developed DNN interatomic potential are also in good agreement with the experimental X-ray diffraction data. The development of short-range order (SRO) in the Al90Tb10 liquid and the undercooled liquid is also analyzed and three dominant SROs, i.e., Al-centered distorted icosahedron (DISICO)more »
- Authors:
-
[1];
[2]
- Zhejiang Univ. of Technology, Hangzhou (China)
- Ames Lab., Ames, IA (United States); Iowa State Univ., Ames, IA (United States)
- Publication Date:
- Research Org.:
- Ames Laboratory (AMES), Ames, IA (United States); Iowa State Univ., Ames, IA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES). Materials Sciences & Engineering Division; National Natural Science Foundation of China (NSFC); Natural Science Foundation of Zhejiang Province
- OSTI Identifier:
- 1660600
- Alternate Identifier(s):
- OSTI ID: 1647104
- Report Number(s):
- IS-J-10,306
Journal ID: ISSN 1463-9076
- Grant/Contract Number:
- AC02-07CH11358; 11304279; 11104247; LY18E010007
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Physical Chemistry Chemical Physics. PCCP
- Additional Journal Information:
- Journal Volume: 22; Journal Issue: 33; Journal ID: ISSN 1463-9076
- Publisher:
- Royal Society of Chemistry
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE
Citation Formats
Tang, L., Yang, Z. J., Wen, T. Q., Ho, K. M., Kramer, M. J., and Wang, C. Z. Development of interatomic potential for Al–Tb alloys using a deep neural network learning method. United States: N. p., 2020.
Web. doi:10.1039/d0cp01689f.
Tang, L., Yang, Z. J., Wen, T. Q., Ho, K. M., Kramer, M. J., & Wang, C. Z. Development of interatomic potential for Al–Tb alloys using a deep neural network learning method. United States. https://doi.org/10.1039/d0cp01689f
Tang, L., Yang, Z. J., Wen, T. Q., Ho, K. M., Kramer, M. J., and Wang, C. Z. Wed .
"Development of interatomic potential for Al–Tb alloys using a deep neural network learning method". United States. https://doi.org/10.1039/d0cp01689f. https://www.osti.gov/servlets/purl/1660600.
@article{osti_1660600,
title = {Development of interatomic potential for Al–Tb alloys using a deep neural network learning method},
author = {Tang, L. and Yang, Z. J. and Wen, T. Q. and Ho, K. M. and Kramer, M. J. and Wang, C. Z.},
abstractNote = {An interatomic potential for the Al–Tb alloy around the composition of Al90Tb10 is developed using the deep neural network (DNN) learning method. The atomic configurations and the corresponding total potential energies and forces on each atom obtained from ab initio molecular dynamics (AIMD) simulations are collected to train a DNN model to construct the interatomic potential for the Al–Tb alloy. Here we show that the obtained DNN model can well reproduce the energies and forces calculated by AIMD simulations. Molecular dynamics (MD) simulations using the DNN interatomic potential also accurately describe the structural properties of the Al90Tb10 liquid, such as partial pair correlation functions (PPCFs) and bond angle distributions, in comparison with the results from AIMD simulations. Furthermore, the developed DNN interatomic potential predicts the formation energies of the crystalline phases of the Al–Tb system with an accuracy comparable to ab initio calculations. The structure factors of the Al90Tb10 metallic liquid and glass obtained by MD simulations using the developed DNN interatomic potential are also in good agreement with the experimental X-ray diffraction data. The development of short-range order (SRO) in the Al90Tb10 liquid and the undercooled liquid is also analyzed and three dominant SROs, i.e., Al-centered distorted icosahedron (DISICO) and Tb-centered ‘3661’ and ‘15551’ clusters, respectively, are identified.},
doi = {10.1039/d0cp01689f},
journal = {Physical Chemistry Chemical Physics. PCCP},
number = 33,
volume = 22,
place = {United States},
year = {Wed Jul 22 00:00:00 EDT 2020},
month = {Wed Jul 22 00:00:00 EDT 2020}
}
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