TeaNet: Universal neural network interatomic potential inspired by iterative electronic relaxations
A universal interatomic potential for an arbitrary set of chemical elements is urgently needed
in computational materials science. Graph convolution neural network (GCN) has rich …
in computational materials science. Graph convolution neural network (GCN) has rich …
Charge-transfer interatomic potential to reproduce 30° partial dislocation movements for 4H-SiC in the surface vicinity and its application to BPD-TED conversion
Abstract 4H-SiC has recently attracted attention as a new power semiconductor material to
replace silicon. One of the challenges impeding its practical use is the elimination of killer …
replace silicon. One of the challenges impeding its practical use is the elimination of killer …
Development of charge-transfer interatomic potential for O-Fe-P-Zn systems and its application to tribochemical reactions between ZnDTP-derived tribofilm and iron …
H Sakakima, T Okazawa, K Kume, S Kobayashi… - Computational Materials …, 2024 - Elsevier
ZnDTP (zinc dialkyl-dithiophosphate) is added to lubricants to reduce wear in automobile
engines. However, the atomistic understanding of its formation and effect on wear resistance …
engines. However, the atomistic understanding of its formation and effect on wear resistance …
Oxidation simulation study of silicon carbide nanowires: A carbon-rich interface state
H Gao, H Wang, M Niu, L Su, X Fan, J Wen… - Applied Surface Science, 2019 - Elsevier
Silicon carbide nanowires (SiCNWs) have attracted increasing attention due to their
excellent properties and wide range of potential applications. SiCNWs covered with oxide …
excellent properties and wide range of potential applications. SiCNWs covered with oxide …
Micromechanism of oxygen transport during initial stage oxidation in Si (100) surface: A ReaxFF molecular dynamics simulation study
The early stage oxidation in Si (100) surface has been investigated in this work by a reactive
force field molecular dynamics (ReaxFF MD) simulation, manifesting that the oxygen …
force field molecular dynamics (ReaxFF MD) simulation, manifesting that the oxygen …
Effective charges of ionic liquid determined self‐consistently through combination of molecular dynamics simulation and density‐functional theory
R Ishizuka, N Matubayasi - Journal of Computational Chemistry, 2017 - Wiley Online Library
A self‐consistent scheme combining the molecular dynamics (MD) simulation and density
functional theory (DFT) was recently proposed to incorporate the effects of the charge …
functional theory (DFT) was recently proposed to incorporate the effects of the charge …
A supervised learning-assisted multi-scale study for thermal and mechanical behavior of porous Silica
This paper presents a comprehensive investigation of mesoporous Silica utilizing a multi-
scale modeling approach under periodic boundary conditions integrated with machine …
scale modeling approach under periodic boundary conditions integrated with machine …
Elucidation of the atomic-scale mechanism of the anisotropic oxidation rate of 4H-SiC between the (0001) Si-face and (0001) C-face by using a new Si-OC interatomic …
S Takamoto, T Yamasaki, T Ohno, C Kaneta… - Journal of Applied …, 2018 - pubs.aip.org
Elucidation of the atomic-scale mechanism of the anisotropic oxidation rate of 4H-SiC between
the (0001) Si-face and (0001) C-face by using a new Si-OC interatomic potential | Journal of …
the (0001) Si-face and (0001) C-face by using a new Si-OC interatomic potential | Journal of …
Atomistic mechanism of graphene growth on a SiC substrate: Large-scale molecular dynamics simulations based on a new charge-transfer bond-order type potential
S Takamoto, T Yamasaki, J Nara, T Ohno, C Kaneta… - Physical Review B, 2018 - APS
Thermal decomposition of silicon carbide is a promising approach for the fabrication of
graphene. However, the atomistic growth mechanism of graphene remains unclear. This …
graphene. However, the atomistic growth mechanism of graphene remains unclear. This …
Effect of oxidation on crack propagation of Si nanofilm: A ReaxFF molecular dynamics simulation study
The effect of oxidation and oxide film on mechanical properties and fracture mechanisms of
Si nanostructure is an important factor for the design and application of micro-and nano …
Si nanostructure is an important factor for the design and application of micro-and nano …