Machine learning and artificial neural network accelerated computational discoveries in materials science

Y Hong, B Hou, H Jiang, J Zhang - Wiley Interdisciplinary …, 2020 - Wiley Online Library
Artificial intelligence (AI) has been referred to as the “fourth paradigm of science,” and as
part of a coherent toolbox of data‐driven approaches, machine learning (ML) dramatically …

Molecular dynamics simulation of Ti metal cutting using a TiN: ag self-lubricating coated tool

V Lenzi, L Marques - Materials, 2023 - mdpi.com
Silver-ceramic nanocomposite coatings, such as TiN: Ag, are among the most interesting
solutions to improve the machining and cutting process of hard-to-cut Ti alloys, since they …

Diffusion of silver in titanium nitride: Insights from density functional theory and molecular dynamics

V Lenzi, A Cavaleiro, F Fernandes, L Marques - Applied Surface Science, 2021 - Elsevier
The use of self-lubricating titanium nitride and silver (TiN (Ag)) nanocomposite coatings is a
promising way to reduce the wear of tools employed dry machining operations for hard-to …

[HTML][HTML] Molecular dynamics simulation of the diffusion behaviour in Ti–Ag using diffusion couple method

Š Svoboda, M Lebeda, P Vlčák, Z Budinská… - Results in Physics, 2024 - Elsevier
The diffusion behaviour of the Ti–Ag system was investigated using classical molecular
dynamics by simulating a diffusion couple at various temperatures. One bulk of the diffusion …

[HTML][HTML] Reaction pathways in atomistic models of thin film growth

AL Lloyd, Y Zhou, M Yu, C Scott, R Smith… - The Journal of chemical …, 2017 - pubs.aip.org
The atomistic processes that form the basis of thin film growth often involve complex multi-
atom movements of atoms or groups of atoms on or close to the surface of a substrate …

Modelling thin film growth in the Ag–Ti system

Y Zhou, AL Lloyd, R Smith, SD Kenny - Surface Science, 2019 - Elsevier
Simulations of thin film growth in the Ag–Ti system are presented using molecular dynamics
combined with an adaptive kinetic Monte Carlo method (AKMC) with a modified embedded …

Embedded-Atom-Method Modeling of Alkali-Metal/Transition-Metal Interfaces

JD Christensen - 2020 - search.proquest.com
Understanding the thermal properties of materials is essential to using those materials for
technological advancement which can benefit civilization. For example, it has been …

Gas bubbles and atomic diffusion mechanisms in CdTe solar cells

P Hatton - 2020 - repository.lboro.ac.uk
This thesis examines various atomistic mechanisms associated with the production of
cadmium telluride (CdTe) thin film solar cells and gives a fundamental understanding of …