Recent advances and applications of machine learning in experimental solid mechanics: A review

H Jin, E Zhang, HD Espinosa - Applied …, 2023 - asmedigitalcollection.asme.org
For many decades, experimental solid mechanics has played a crucial role in characterizing
and understanding the mechanical properties of natural and novel artificial materials …

A review: progress in regulating the ductility loss of graphene-reinforced titanium matrix materials

Y Li, P Li - Critical Reviews in Solid State and Materials Sciences, 2024 - Taylor & Francis
Graphene nanoplates (GNP) have been found to significantly enhance the strength of
titanium and its alloys due to their unique structure and physical properties. However, the …

Interfacial Stress Transfer and Fracture in van der Waals Heterostructures

Z Li, M Liu, P Kumar, Z Chang, G Qi, P He… - Advanced …, 2024 - Wiley Online Library
Artificially stacking 2D materials (2DMs) into vdW heterostructures creates materials with
properties not present in nature that offer great potential for various applications such as …

Atomic Fracture Mechanism in Suspended 2D Transition Metal Dichalcogenides

Y Ma, R Luo, S Tian, Y Ji, SJ Pennycook… - Advanced Functional …, 2024 - Wiley Online Library
A comprehensive understanding of atomic fracture mechanisms in 2D materials is essential
for their practical applications, yet this knowledge is currently limited. To address this gap, an …

Exploring fracture of H-BN and graphene by neural network force fields

P Shi, Z Xu - Journal of Physics: Condensed Matter, 2024 - iopscience.iop.org
Extreme mechanical processes such as strong lattice distortion and bond breakage during
fracture often lead to catastrophic failure of materials and structures. Understanding the …

Tunable auxeticity in hydrogenated carbon nanotube origami metamaterial

J Cai, B Shahryari, A Akbarzadeh - MRS Bulletin, 2024 - Springer
Inspired by the origami architecture and the progress in the functionalization of carbon-
based nanomaterials, we design a carbon nanotube origami (CNT-O) metamaterial with the …

Tailoring the toughening effects in two-dimensional nanomaterial-reinforced ceramic matrix composites

X Liu, CE Athanasiou… - Journal of …, 2024 - asmedigitalcollection.asme.org
Ceramic matrix composites (CMCs) reinforced by two-dimensional (2D) nanomaterials have
shown extraordinary load-carrying capacities, even in the harsh environments required by …

Structural and mechanical properties of monolayer amorphous carbon and boron nitride

X Zhang, YT Zhang, YP Wang, S Li, S Du, YY Zhang… - Physical Review B, 2024 - APS
Amorphous materials exhibit various characteristics that are not featured by crystals and can
sometimes be tuned by their degree of disorder (DOD). Here, we report results on the …

Temperature-dependent failure of atomically thin MoTe2

ASMR Haider, AFAM Hezam, MA Islam, Y Arafat… - Journal of Molecular …, 2024 - Springer
Context In this study, we investigated the mechanical responses of molybdenum ditelluride
(MoTe2) using molecular dynamics (MD) simulations. Our key focus was on the tensile …

A Planning-and-Exploring Approach to Extreme-Mechanics Force Fields

P Shi, Z Xu - arXiv preprint arXiv:2310.19306, 2023 - arxiv.org
Extreme mechanical processes such as strong lattice distortion and bond breakage during
fracture are ubiquitous in nature and engineering, which often lead to catastrophic failure of …