Atomistic Modelling of Ti-Nb Alloys
Transcript of Atomistic Modelling of Ti-Nb Alloys
Atomistic Modelling of Ti-Nb AlloysChris Ehemann and John Wilkins
The Ohio State University Department of Physics
Ti-Nb alloysTi-Nb alloys in the range of 20-30 at. % Nb can exhibit bone-matching elastic properties and excellent
biocompatibility, and are thus promising materials for biomedical implants. These alloys also form the basis
for a new class of high-strength multi-purpose alloys called gum metals. Martensitic phase transformations,
which are non-diffusive and involve the coordinated motion of many thousands of atoms, are fundamental to
the interesting shape-memory and super-elastic behavior of Ti-Nb and gum metal. We present a molecular
dynamics potential which captures the phase transformations and elastic properties of Ti-Nb alloys. This is
demonstrated through calculations of elastic anisotropy, transformation pathways, and simulations of the
shape memory effect, involving both stress-induced and temperature-induced transformations.
Figure 4: Effect of niobium on the
structure of the α martensite in Ti-Nb
alloys as calculated with the fitted
MEAM potential. (a) shows the
development of an energetic minimum
with respect to a shift of alternate
(0001)𝛼 basal planes along the [1100]𝛼direction beginning around 30 at. % Nb.
(b) shows the cell parameters γ (red) and
c/a (blue) as a function of Nb content. A
symmetric hcp structure is maintained
until 20 at. % Nb, where the symmetry is
reduced to a Bh lattice. Beyond 30 at. %
Nb, the symmetry is further reduced and
the lattice must be described as
orthorhombic. MEAM overestimates the
stability of α and α’ relative to
experiment.
Figure 5: Energy barrier for
the β to ω transition in Ti3Nb
(blue) and Ti (red inset). The
well-known β to ω mechanism
involves a collapse of alternating
pairs of {111}β planes to form the
inter-basal honeycomb ω planes,
corresponding to displacements
from a longitudinal ⅔[111]βphonon. MEAM accurately
describes the barrier in pure
titanium, but underestimates the
stabilization of the bcc phase
against the ω phonon in Ti3Nb.
Figure 6: Energy in the configuration
space of the β to α’’ transition in Ti3Nb
(top) and β to α transition in pure Ti
(bottom). Transformations proceed via
the Burger mechanism for which, as
shown to the right, ‘shuffle’ η
corresponds to a concerted displacement
of atoms in alternating (011)β planes in
the [011] β direction, while ‘shear’ ξ
corresponds to uniaxial compression
along [011] β. MEAM accurately
describes the bcc-hcp transformation in
pure titanium and Ti3Nb.
Static phase transformations
Shape memory
α’’
β
fcc
other
(100)𝛽 || (0 10)𝛼′′
[011]𝛽 (0 11)𝛽shear
(a) (b)
The Embedded-Atom Method (EAM) [1] is an interatomic potential model which parameterizes the energy of
an atom as a functional of local “electron density” of the other atoms based on the Stott-Zaremba corollary to
DFT. The Modified EAM (MEAM) [2] model includes three-body angular terms in the parameterized density.
Functions are described by cubic splines. An optimization scheme combining conjugate gradient and genetic
algorithms is used to fit the spline knot y-values to a database of DFT forces, stresses and energies including
elastic constants, high-temperature snapshots and defect structures [3].
Optimization of MEAM potential
Converged?
Conjugate gradient for each
potential in population
Objective function:Sort population by error and
determine breeding partners
Breed
INPUT:
• Initial potential
• Population size
• Breeding and mutation rates
• Database of forces, stresses
and energies
φTiTi φTiNb
𝑓TiTi 𝑓TiNb 𝑓NbNb ρNb
𝑔TiTiTi𝑔TiTiNb 𝑔TiNbNb
𝑈Ti
𝑔NbTiTi 𝑔NbTiNb 𝑔NbNbNb 𝑈Nb
ρTiφNbNb
YES
NO
ElasticityFigure 2 (below): Anisotropy of Young’s
modulus for given materials. DFT elasticity is
considerably more stiff than the gum metals,
but qualitatively similar. MEAM accurately
predicts 𝐸 111 of 23 at. % Nb gum metal, but
is considerably too soft in the 110 and 100directions. Experimental results are from [4, 5].
Figure 3 (above): BCC (β) elastic constants as a function of niobium
concentration for MEAM (lines) and DFT (points). MEAM results
are for a 2000-atom solid solution, while DFT results are from G1
and B2 supercells for 25 at. % Nb and 50 at. % Nb, respectively.
Figure 1: Schematic representation of the optimization routine, including output error and optimized MEAM functions.
References
1. M.S. Daw and M.I. Baskes, Physical Review B 29(12), 1984.
2. T. Lenosky et al., Simul. Mater. Sci. Eng. 8, 2000.
3. F. Ercolessi and J. B. Adams, Europhysics Letters 28(8), 1994
4. R. J. Talling et al., Scripta Materialia 59, 2008.
5. M. Hara et al., Ti-2007 Sci. and Eng., Niimoni et al., NKG Japan 627, 2007.
Acknowlegements
All computational resources provided by OSC. DFT calculations performed with Vienna Ab-initioSimulation Package with PAW-PBE pseudopotentials. Molecular dynamics simulationsperformed using the LAMMPS package. Structure identification performed using the adaptedcommon-neighbor analysis technique, implemented in Ovito atomistic post-processing suite.
(c)
Figure 7: 256,000-atom simulation of the shape memory effect in Ti75Nb25
using the fitted MEAM potential. (a) shows the cell in the β (blue) phase at
300 K and 0 GPa. The cell is then sheared in the [011]𝛽 (0 11)𝛽 system while
maintaining zero pressure. (b) shows domains of the α’’ (red) martensite
formed by the induced shear stress. (c) shows that a subsequent heating of the
cell to 1000 K destroys the martensite domains, returning to the β phase while
accumulating defects represented by grey atoms. (d) shows the evolution of
atomic fraction (top) and shear stress (bottom). Heating induces a reverse
transformation and relieves the shear stress.
(d)
(a) (b)
𝛽𝐿60 𝛼′′