Bulletin of the American Physical Society
2024 APS March Meeting
Monday–Friday, March 4–8, 2024; Minneapolis & Virtual
Session G62: Emerging Trends in Molecular Dynamics Simulations and Machine Learning II
11:30 AM–2:18 PM,
Tuesday, March 5, 2024
Room: 208CD
Sponsoring
Unit:
DCOMP
Chair: Aiichiro Nakano, University of Southern California
Abstract: G62.00002 : Investigating of Ductility of Silver Sulfide using Artificial Neural Network Potentials*
12:06 PM–12:18 PM
Presenter:
Hinata Hokyo
(Kumamoto University)
Authors:
Hinata Hokyo
(Kumamoto University)
Kohei Shimamura
(Kumamoto University)
Akihide Koura
(Kumamoto University)
Fuyuki Shimojo
(Kumamoto University)
Aiichiro Nakano
(University of Southern California)
Rajiv K Kalia
(University of Southern California)
Priya Vashishta
(University of Southern California)
To overcome this limitation, we have trained an Artificial Neural Network (ANN) potential using FPMD data for shear deformation data, which achieves quantum-mechanical accuracy with orders-of-magnitude less computational cost, thus allowing the study of larger-scale deformation mechanisms. In a 1,536-atom system, we found a different structural-recovery mechanism by in-plane movement with a shorter distance of sulfur atom movement in the (100)[010]. In a 98,304-atom system, two grains appeared when the sulfur sublattice is recovered in (001)[010] and (010)[100], while in the largest 786,432-atom system, the sulfur sublattice is recovered with the generation of multiple grains.
*This study was supported by JST CREST Grant Number JPMJCR18I2, Japan.
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