Deep potentials for materials science
To fill the gap between accurate (and expensive) ab initio calculations and efficient atomistic
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …
Lattice instabilities in metallic elements
Most metallic elements have a crystal structure that is either body-centered cubic (bcc), face-
centered close packed, or hexagonal close packed. If the bcc lattice is the …
centered close packed, or hexagonal close packed. If the bcc lattice is the …
Mechanistic basis of oxygen sensitivity in titanium
One of the most potent examples of interstitial solute strengthening in metal alloys is the
extreme sensitivity of titanium to small amounts of oxygen. Unfortunately, these small …
extreme sensitivity of titanium to small amounts of oxygen. Unfortunately, these small …
Development and application of a Ni-Ti interatomic potential with high predictive accuracy of the martensitic phase transition
Phase transitions in nickel-titanium shape-memory alloys are investigated by means of
atomistic simulations. A second nearest-neighbor modified embedded-atom method …
atomistic simulations. A second nearest-neighbor modified embedded-atom method …
Specialising neural network potentials for accurate properties and application to the mechanical response of titanium
Large scale atomistic simulations provide direct access to important materials phenomena
not easily accessible to experiments or quantum mechanics-based calculation approaches …
not easily accessible to experiments or quantum mechanics-based calculation approaches …
Grain-size dependent mechanical behavior of nanocrystalline metals
Grain size has a profound effect on the mechanical response of metals. Molecular dynamics
continues to expand its range from a handful of atoms to grain sizes up to 50 nm, albeit …
continues to expand its range from a handful of atoms to grain sizes up to 50 nm, albeit …
[HTML][HTML] Development of an interatomic potential for the simulation of defects, plasticity, and phase transformations in titanium
MI Mendelev, TL Underwood… - The Journal of chemical …, 2016 - pubs.aip.org
New interatomic potentials describing defects, plasticity, and high temperature phase
transitions for Ti are presented. Fitting the martensitic hcp-bcc phase transformation …
transitions for Ti are presented. Fitting the martensitic hcp-bcc phase transformation …
Comprehensive first-principles study of stable stacking faults in hcp metals
The plastic deformation in hcp metals is complex, with the associated dislocation core
structures and properties not well understood on many slip planes in most hcp metals. A first …
structures and properties not well understood on many slip planes in most hcp metals. A first …
Grand canonically optimized grain boundary phases in hexagonal close-packed titanium
Grain boundaries (GBs) profoundly influence the properties and performance of materials,
emphasizing the importance of understanding the GB structure and phase behavior. As …
emphasizing the importance of understanding the GB structure and phase behavior. As …
Modelling of dislocations, twins and crack-tips in HCP and BCC Ti
Ti exhibits complex plastic deformation controlled by active dislocation and twinning
systems. Understandings on dislocation cores and twin interfaces are currently not complete …
systems. Understandings on dislocation cores and twin interfaces are currently not complete …