Recent advances and applications of machine learning in experimental solid mechanics: A review
For many decades, experimental solid mechanics has played a crucial role in characterizing
and understanding the mechanical properties of natural and novel artificial materials …
and understanding the mechanical properties of natural and novel artificial materials …
Multiscale mechanics and molecular dynamics simulations of the durability of fiber-reinforced polymer composites
K Lin, Z Wang - Communications Materials, 2023 - nature.com
Fiber-reinforced polymer (FRP) composites have gained widespread applications in many
engineering fields, making it imperative to study long-term performance under service …
engineering fields, making it imperative to study long-term performance under service …
Imaging of atomic stress at grain boundaries based on machine learning
The mechanical behaviors of crystalline materials, in particular the atomic scale deformation
and failure processes, are strongly influenced by the local atomic stress near crystalline …
and failure processes, are strongly influenced by the local atomic stress near crystalline …
A smooth Crack-Band Model for anisotropic materials: Continuum theory and computations with the RKPM meshfree method
Abstract A smooth Crack Band Model (sCBM) is developed for anisotropic materials with
both high and low magnitude of anisotropy. sCBM is primarily used as a regularization …
both high and low magnitude of anisotropy. sCBM is primarily used as a regularization …
Thermomechanical properties of transition metal dichalcogenides predicted by a machine learning parameterized force field
The mechanical and thermal properties of transition metal dichalcogenides (TMDs) are
directly relevant to their applications in electronics, thermoelectric devices, and heat …
directly relevant to their applications in electronics, thermoelectric devices, and heat …
Isogeometric smooth crack-band model (isCBM) using spress–sprain relations adapted to microplane theory
Recent optimum fitting of the data from eleven different types of distinctive fracture tests of
quasibrittle materials, including the gap tests and the size effect tests, revealed that the crack …
quasibrittle materials, including the gap tests and the size effect tests, revealed that the crack …
Non-equilibrium nature of fracture determines the crack paths
Local kinetic processes during crack growth are non-equilibrium and discrete and thus
cannot be resolved in the framework of continuum thermodynamics. Atomistic modeling …
cannot be resolved in the framework of continuum thermodynamics. Atomistic modeling …
Atomic Fracture Mechanism in Suspended 2D Transition Metal Dichalcogenides
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 …
for their practical applications, yet this knowledge is currently limited. To address this gap, an …
Multiscale computational modeling techniques in study and design of 2D materials: recent advances, challenges, and opportunities
This article provides an overview of recent advances, challenges, and opportunities in
multiscale computational modeling techniques for study and design of two-dimensional (2D) …
multiscale computational modeling techniques for study and design of two-dimensional (2D) …
Fracture Mechanisms and Crack Propagation in Monolayer Ti3C2Tx under Nanoindentation: The Influence of Surface Terminations and Vacancy Defects
S Jiang, L Yang, X Ma, H Zhang, S Guo… - … Applied Materials & …, 2024 - ACS Publications
Monolayer MXenes are a novel class of two-dimensional transition metal carbides/nitrides
with fascinating physicochemical properties. Despite recent advances in the study of …
with fascinating physicochemical properties. Despite recent advances in the study of …