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Characterising soft matter using machine learning
PS Clegg - Soft Matter, 2021 - pubs.rsc.org
Machine learning is making a major impact in materials research. I review current progress
across a selection of areas of ubiquitous soft matter. When applied to particle tracking …
across a selection of areas of ubiquitous soft matter. When applied to particle tracking …
Brittle and ductile yielding in soft materials
Many soft materials yield under mechanical loading, but how this transition from solid-like
behavior to liquid-like behavior occurs can vary significantly. Understanding the physics of …
behavior to liquid-like behavior occurs can vary significantly. Understanding the physics of …
Soft matter roadmap
Soft materials are usually defined as materials made of mesoscopic entities, often self-
organised, sensitive to thermal fluctuations and to weak perturbations. Archetypal examples …
organised, sensitive to thermal fluctuations and to weak perturbations. Archetypal examples …
Relationships between structure, memory and flow in sheared disordered materials
KL Galloway, EG Teich, XG Ma, C Kammer… - Nature Physics, 2022 - nature.com
A fundamental challenge regarding disordered solids is predicting macroscopic yield—the
point at which elastic behaviour changes to plastic behaviour—from the microscopic …
point at which elastic behaviour changes to plastic behaviour—from the microscopic …
Elastoplastic approach based on microscopic insights for the steady state and transient dynamics of sheared disordered solids
We develop a framework to study the mechanical response of athermal amorphous solids
via a coupling of mesoscale and microscopic models. Using measurements of coarse …
via a coupling of mesoscale and microscopic models. Using measurements of coarse …
Machine learning bridges microslips and slip avalanches of sheared granular gouges
Understanding the origin of stress drop of fault gouges may offer deeper insights into many
geophysical processes such as earthquakes. Microslips of sheared granular gouges were …
geophysical processes such as earthquakes. Microslips of sheared granular gouges were …
Creep in reactive colloidal gels: A nanomechanical study of cement hydrates
From soft polymeric gels to hardened cement paste, amorphous solids under constant load
exhibit a pronounced time-dependent deformation called creep. The microscopic …
exhibit a pronounced time-dependent deformation called creep. The microscopic …
Slow fatigue and highly delayed yielding via shear banding in oscillatory shear
JO Cochran, GL Callaghan, MJG Caven… - Physical Review Letters, 2024 - APS
We study theoretically the dynamical process of yielding in cyclically sheared amorphous
materials, within a thermal elastoplastic model and the soft glassy rheology model. Within …
materials, within a thermal elastoplastic model and the soft glassy rheology model. Within …
[HTML][HTML] Stretchy and disordered: Toward understanding fracture in soft network materials via mesoscopic computer simulations
Soft network materials exist in numerous forms ranging from polymer networks, such as
elastomers, to fiber networks, such as collagen. In addition, in colloidal gels, an underlying …
elastomers, to fiber networks, such as collagen. In addition, in colloidal gels, an underlying …
Diversity of viscoelastic properties of an engineered muscle-inspired protein hydrogel
Folded protein hydrogels are prime candidates as tuneable biomaterials but it is unclear to
what extent their mechanical properties have mesoscopic, as opposed to molecular origins …
what extent their mechanical properties have mesoscopic, as opposed to molecular origins …