• Citation: M.S. Nitol, D.E. Dickel, and C.D. Barrett (2022), "Machine learning models for predictive materials science from fundamental physics: An application to titanium and zirconium", Acta Materialia, 224, 117347. DOI: 10.1016/j.actamat.2021.117347.
    Abstract: Here we present new neural network potentials capable of accurately modeling the transformations between the α, β, and ω phases of titanium (Ti) and zirconium (Zr), including accurate prediction of the equilibrium phase diagram. The potentials are constructed based on the rapid artificial neural network (RANN) formalism which bases its structural fingerprint on the modified embedded atom method. This implementation allows the potential to reproduce density functional theory results including elastic and plastic properties, phonon spectra, and relative energies of each of the three phases at classical molecular dynamics (MD) speeds. Transitions between each of the phase pairs are observed in dynamic simulation and, using calculations of the Gibbs free energy, both potentials are shown to accurately predict the experimentally observed phase transformation temperatures and pressures over the entire phase diagram. The calculated triple points are 8.67 GPa and 1058 K for Ti and 5.04 GPa and 988.35 K for Zr, close to their experimentally observed values. The mechanism of transformation is also observed for each phase pair. The neural network potentials can be used to further investigate the behavior of each phase and their interaction.

  • LAMMPS pair_style rann (2022--Nitol-M-S--Zr--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file and the github link were provided by Mashroor Nitol on July 13, 2023.
    File(s): Link(s):
  • Citation: M. Zhou, B. Fu, Q. Hou, L. Wu, and R. Pan (2022), "Determining the diffusion behavior of point defects in zirconium by a multiscale modelling approach", Journal of Nuclear Materials, 566, 153772. DOI: 10.1016/j.jnucmat.2022.153772.
    Abstract: Zr alloys are commonly used materials for in-core components of pressurized water reactors. The evolution of defects in Zr under irradiation conditions will directly contribute to the degradation of reactor components. For a better understanding of the evolution process of defects in Zr, a multiscale simulation was performed to study the diffusion behavior of radiation-induced point defects. Because the existing potentials cannot accurately describe the energy differences of stable states self-interstitial atoms (SIAs) in Zr, an embedded atom method potential that can exactly reproduce the energy difference between metastable states and ground states, and the binding energy of divacancy of Zr, was first developed by fitting a potential to point defect properties calculated by density functional theory and other basic crystal properties. Based on the constructed potential, molecular dynamics (MD) and kinetic Monte Carlo simulations were conducted to investigate the migration of point defects. We determined several frequent migration paths of SIAs by kinetic study, which is rarely reported in previous MD studies. The SIA exhibits obvious anisotropic diffusion characteristics at low temperatures (<600K). The most frequent migration path for SIAs is the jump between the two nearest basal octahedral (BO) sites in the basal plane, which means that SIAs diffuse faster along the basal plane than along the c axis. It is found that diffusion within the basal plane tends to be two-dimensional (2D) diffusion rather than 1D diffusion, and there is a significant correlation effect for diffusion of SIAs along the basal plane. Additionally, the existence of trivacancy-SIA complex was found in the process of divacancy migration, which can inhibit divacancy migration. Monovacancies and divacancies exhibit anisotropic diffusion characteristics in the considered temperature range Divacancies have a much faster diffusion rate than monovacancies in the present MD simulation and can easily dissociate at high temperatures (>900 K). The rapid migration of the divacancies may contribute to the formation of vacancy dislocation loops. These results are meaningful to understand the evolution process of radiation-induced defects.

    Notes: This potential was designed for determining the diffusion behavior of point defects in Zr. It can accurately reproduce the energy difference of SIA between metastable state and the most stable state and the interacation of two monovacancies.

  • LAMMPS pair_style eam/alloy (2022--Zhou-M--Zr--LAMMPS--ipr1)
    See Computed Properties
    Notes: These files were provided by B.Q. Fu on May 18, 2022.
    File(s):
  • Citation: R.S. Elliott, and A. Akerson (2015), "Efficient "universal" shifted Lennard-Jones model for all KIM API supported species".

    Notes: This is the Zr interaction from the "Universal" parameterization for the openKIM LennardJones612 model driver.The parameterization uses a shifted cutoff so that all interactions have a continuous energy function at the cutoff radius. This model was automatically fit using Lorentz-Berthelotmixing rules. It reproduces the dimer equilibrium separation (covalent radii) and the bond dissociation energies. It has not been fitted to other physical properties and its ability to model structures other than dimers is unknown. See the README and params files on the KIM model page for more details.

  • See Computed Properties
    Notes: Listing found at https://openkim.org.
    Link(s):
  • Citation: M.I. Mendelev, and G.J. Ackland (2007), "Development of an interatomic potential for the simulation of phase transformations in zirconium", Philosophical Magazine Letters, 87(5), 349-359. DOI: 10.1080/09500830701191393.
    Abstract: In recent years, some 30 studies have been published on the molecular dynamics (MD) of zirconium, primarily of its twinning deformation and response to radiation damage. Its low thermal neutron absorption makes it uniquely suited for the latter application. Surprisingly, currently used interatomic potentials do not encapsulate the unique properties of Zr, namely its high stacking-fault energy, anomolous self-diffusion, melting and phase transformation under temperature and pressure (or alloying). Ab initio calculations have shown deficiencies in the description of point defects, both vacancies and interstitials, using existing interatomic potentials, deficiencies that can now be rectified by refitting. Here, we show the calculation of phase transitions self-consistently and present a potential for Zr that correctly reproduces the energetics of our extended database of ab initio configurations and high-temperature phase transitions. The potential has an analytic many-body form, making it suitable for existing large-scale MD codes. We also present a best-fit potential for the hcp structure and its defects.

    Notes: This listing is for the reference's potential parameter set #1.

    Related Models:
  • LAMMPS pair_style eam/alloy (2007--Mendelev-M-I--Zr-1--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file was provided by Mikhail Mendelev. Update 19 July 2021: The contact email in the file's header has been changed.
    File(s):
  • Citation: M.I. Mendelev, and G.J. Ackland (2007), "Development of an interatomic potential for the simulation of phase transformations in zirconium", Philosophical Magazine Letters, 87(5), 349-359. DOI: 10.1080/09500830701191393.
    Abstract: In recent years, some 30 studies have been published on the molecular dynamics (MD) of zirconium, primarily of its twinning deformation and response to radiation damage. Its low thermal neutron absorption makes it uniquely suited for the latter application. Surprisingly, currently used interatomic potentials do not encapsulate the unique properties of Zr, namely its high stacking-fault energy, anomolous self-diffusion, melting and phase transformation under temperature and pressure (or alloying). Ab initio calculations have shown deficiencies in the description of point defects, both vacancies and interstitials, using existing interatomic potentials, deficiencies that can now be rectified by refitting. Here, we show the calculation of phase transitions self-consistently and present a potential for Zr that correctly reproduces the energetics of our extended database of ab initio configurations and high-temperature phase transitions. The potential has an analytic many-body form, making it suitable for existing large-scale MD codes. We also present a best-fit potential for the hcp structure and its defects.

    Notes: This listing is for the reference's potential parameter set #2.

    Related Models:
  • LAMMPS pair_style eam/alloy (2007--Mendelev-M-I--Zr-2--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file was provided by Mikhail Mendelev. Update 19 July 2021: The contact email in the file's header has been changed.
    File(s): superseded


  • LAMMPS pair_style eam/alloy (2007--Mendelev-M-I--Zr-2--LAMMPS--ipr2)
    See Computed Properties
    Notes: Update 09 Mar 2009: New files for Zr #2 and Zr #3 (24 Feb 2009) were sent as replacements for the previous version. They better treat radial distances smaller than 0.5 A for use in radiation damage simulations. Update 19 July 2021: The contact email in the file's header has been changed.
    File(s):
  • Citation: M.I. Mendelev, and G.J. Ackland (2007), "Development of an interatomic potential for the simulation of phase transformations in zirconium", Philosophical Magazine Letters, 87(5), 349-359. DOI: 10.1080/09500830701191393.
    Abstract: In recent years, some 30 studies have been published on the molecular dynamics (MD) of zirconium, primarily of its twinning deformation and response to radiation damage. Its low thermal neutron absorption makes it uniquely suited for the latter application. Surprisingly, currently used interatomic potentials do not encapsulate the unique properties of Zr, namely its high stacking-fault energy, anomolous self-diffusion, melting and phase transformation under temperature and pressure (or alloying). Ab initio calculations have shown deficiencies in the description of point defects, both vacancies and interstitials, using existing interatomic potentials, deficiencies that can now be rectified by refitting. Here, we show the calculation of phase transitions self-consistently and present a potential for Zr that correctly reproduces the energetics of our extended database of ab initio configurations and high-temperature phase transitions. The potential has an analytic many-body form, making it suitable for existing large-scale MD codes. We also present a best-fit potential for the hcp structure and its defects.

    Notes: This listing is for the reference's potential parameter set #3.

    Related Models:
  • LAMMPS pair_style eam/alloy (2007--Mendelev-M-I--Zr-3--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file was provided by Mikhail Mendelev. Except for comments, this file is identical to "Zr_mm.eam.fs" in the August 22, 2018 LAMMPS distribution. Update 19 July 2021: The contact email in the file's header has been changed.
    File(s): superseded


  • LAMMPS pair_style eam/alloy (2007--Mendelev-M-I--Zr-3--LAMMPS--ipr2)
    See Computed Properties
    Notes: Update 09 Mar 2009: New files for Zr #2 and Zr #3 (24 Feb 2009) were sent as replacements for the previous version. They better treat radial distances smaller than 0.5 A for use in radiation damage simulations. Update 19 July 2021: The contact email in the file's header has been changed.
    File(s):
  • See Computed Properties
    Notes: Listing found at https://openkim.org. This KIM potential is based on the files from 2007--Mendelev-M-I--Zr-3--LAMMPS--ipr1.
    Link(s): superseded


  • See Computed Properties
    Notes: Listing found at https://openkim.org. This KIM potential is based on the files from 2007--Mendelev-M-I--Zr-3--LAMMPS--ipr2.
    Link(s):
  • Citation: X.W. Zhou, R.A. Johnson, and H.N.G. Wadley (2004), "Misfit-energy-increasing dislocations in vapor-deposited CoFe/NiFe multilayers", Physical Review B, 69(14), 144113. DOI: 10.1103/physrevb.69.144113.
    Abstract: Recent molecular dynamics simulations of the growth of [Ni0.8Fe0.2/Au] multilayers have revealed the formation of misfit-strain-reducing dislocation structures very similar to those observed experimentally. Here we report similar simulations showing the formation of edge dislocations near the interfaces of vapor-deposited (111) [NiFe/CoFe/Cu] multilayers. Unlike misfit dislocations that accommodate lattice mismatch, the dislocation structures observed here increase the mismatch strain energy. Stop-action observations of the dynamically evolving atomic structures indicate that during deposition on the (111) surface of a fcc lattice, adatoms may occupy either fcc sites or hcp sites. This results in the random formation of fcc and hcp domains, with dislocations at the domain boundaries. These dislocations enable atoms to undergo a shift from fcc to hcp sites, or vice versa. These shifts lead to missing atoms, and therefore a later deposited layer can have missing planes compared to a previously deposited layer. This dislocation formation mechanism can create tensile stress in fcc films. The probability that such dislocations are formed was found to quickly diminish under energetic deposition conditions.

    Related Models:
  • FORTRAN (2004--Zhou-X-W--Zr--FORTRAN--ipr1)
    Notes: These are the original files sent by X.W. Zhou (Sandia National Laboratory) and posted with his permission. C.A. Becker (NIST) modified create.f to include the reference in the generated potential files and the EAM.input file for this composition. These files can be used to generate alloy potentials for Cu, Ag, Au, Ni, Pd, Pt, Al, Pb, Fe, Mo, Ta, W, Mg, Co, Ti, and Zr by editing EAM.input. However, as addressed in the reference, these potentials were not designed for use with metal compounds.
    File(s): superseded


  • LAMMPS pair_style eam/alloy (2004--Zhou-X-W--Zr--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file was generated by C.A. Becker (NIST) from create.f and posted with X.W. Zhou's (Sandia National Laboratory) permission.
    File(s): superseded


  • FORTRAN (2004--Zhou-X-W--Zr--FORTRAN--ipr2)
    Notes: The file Zhou04_create_v2.f is an updated version of create.f modified by L.M. Hale (NIST) following advice from X.W. Zhou (Sandia National Laboratory). This version removes spurious fluctuations in the tabulated functions of the original potential files caused by single/double precision floating point number conflicts.
    File(s):
  • LAMMPS pair_style eam/alloy (2004--Zhou-X-W--Zr--LAMMPS--ipr2)
    See Computed Properties
    Notes: This file was generated by L.M. Hale from Zhou04_create_v2.f on 13 April 2018 and posted with X.W. Zhou's (Sandia National Laboratory) permission. This version corrects an issue with spurious fluctuations in the tabulated functions.
    File(s):
  • See Computed Properties
    Notes: Listing found at https://openkim.org. This KIM potential is based on the files from 2004--Zhou-X-W--Zr--LAMMPS--ipr1.
    Link(s):
  • See Computed Properties
    Notes: Listing found at https://openkim.org. This KIM potential is based on the files from 2004--Zhou-X-W--Zr--LAMMPS--ipr2.
    Link(s):
  • Citation: G.J. Ackland, S.J. Wooding, and D.J. Bacon (1995), "Defect, surface and displacement-threshold properties of α-zirconium simulated with a many-body potential", Philosophical Magazine A, 71(3), 553-565. DOI: 10.1080/01418619508244468.
    Abstract: A many-body interatomic potential has been developed for the h.c.p. metal α-zirconium using the same methodology as that used by Ackland for α-titanium. The repulsive pair part of the potential has been constructed so that the model can be employed for simulating atomic collisions. The favoured self-interstitial configurations are the 〈1120〉 crowdion and split defects, and they are highly mobile in the basal plane. The energy of surfaces is not strongly dependent on the crystallographic orientation, and the I2 stacking fault on the basal plane is not stable. The displacement threshold energy in a crystal at 0 K exhibits a similar orientation dependence to that computed recently for α-titanium by Bacon et al. and has the same minimum of 27·5 eV along the 〈1120〉 directions, but the mean value of 55 eV averaged over all orientations is higher than that of 30 eV in titanium.

    Related Models:
  • Moldy FS (1995--Ackland-G-J--Zr--MOLDY--ipr1)
    Notes: The parameters in zr.moldy were obtained from http://homepages.ed.ac.uk/graeme/moldy/moldy.html and posted with the permission of G.J. Ackland. From that website: "Note typoes in the journal version of zirconium."
    File(s):
  • LAMMPS pair_style eam/fs (1995--Ackland-G-J--Zr--LAMMPS--ipr1)
    See Computed Properties
    Notes: A conversion to LAMMPS from MOLDY was performed by G.J. Ackland and submitted on 10 Oct. 2017. This implementation includes the short-range repulsion for radiation studies.
    File(s):
  • See Computed Properties
    Notes: Listing found at https://openkim.org. This KIM potential is based on the files from 1995--Ackland-G-J--Zr--LAMMPS--ipr1.
    Link(s):
 
  • Citation: X.W. Zhou, R.A. Johnson, and H.N.G. Wadley (2004), "Misfit-energy-increasing dislocations in vapor-deposited CoFe/NiFe multilayers", Physical Review B, 69(14), 144113. DOI: 10.1103/physrevb.69.144113.
    Abstract: Recent molecular dynamics simulations of the growth of [Ni0.8Fe0.2/Au] multilayers have revealed the formation of misfit-strain-reducing dislocation structures very similar to those observed experimentally. Here we report similar simulations showing the formation of edge dislocations near the interfaces of vapor-deposited (111) [NiFe/CoFe/Cu] multilayers. Unlike misfit dislocations that accommodate lattice mismatch, the dislocation structures observed here increase the mismatch strain energy. Stop-action observations of the dynamically evolving atomic structures indicate that during deposition on the (111) surface of a fcc lattice, adatoms may occupy either fcc sites or hcp sites. This results in the random formation of fcc and hcp domains, with dislocations at the domain boundaries. These dislocations enable atoms to undergo a shift from fcc to hcp sites, or vice versa. These shifts lead to missing atoms, and therefore a later deposited layer can have missing planes compared to a previously deposited layer. This dislocation formation mechanism can create tensile stress in fcc films. The probability that such dislocations are formed was found to quickly diminish under energetic deposition conditions.

    Notes: This is a combined potential that contains all 16 elements from the source reference. It is provided here due to various requests for more elemental combinations often for high entropy simulations. As a caution, note that all of the cross interactions are determined through a universal mixing function and that most elemental systems were not thoroughly explored and tested by the original authors meaning that most binary and higher-order systems may not be well optimized.

  • See Computed Properties
    Notes: This file was generated by Ilia Nikiforov using the Zhou04_create_v2.f FORTRAN code which can be found on the associated elemental listings. The code was slightly modified to increase the tabulation points to 3000 to ensure good interpolations of the embedding energy function for all elements as W has a noticeably larger delta rho than the other elements. Also, the header was fixed to include all 16 element symbol tags.
    File(s):
 
 
 
 
 
  • Citation: M.S. Daw, J.W. Lawson, and C.W. Bauschlicher (2011), "Interatomic potentials for Zirconium Diboride and Hafnium Diboride", Computational Materials Science, 50(10), 2828-2835. DOI: 10.1016/j.commatsci.2011.04.038.
    Abstract: We report on the first interatomic potentials for Zirconium Diboride and Hafnium Diboride. The potentials are of the Tersoff form, and are obtained by fitting to a first-principles database of basic properties of elemental Zr, Hf, B, and the compounds ZrB2 and HfB2. Two variants of the Zr-B potentials have been obtained, and one for Hf-B. The potentials have been tested against a variety of properties of the compound, with the conclusion that they are stable and provide a reasonable representation of the desired properties of the two diborides.
    Citation: J.W. Lawson, M.S. Daw, and C.W. Bauschlicher (2011), "Lattice thermal conductivity of ultra high temperature ceramics ZrB2 and HfB2 from atomistic simulations", Journal of Applied Physics, 110(8), 083507. DOI: 10.1063/1.3647754.
    Abstract: Atomistic Green-Kubo simulations are performed to evaluate the lattice thermal conductivity for single crystals of the ultra high temperature ceramics ZrB2 and HfB2. Recently developed interatomic potentials are used for these simulations. Heat current correlation functions show rapid oscillations, which can be identified with mixed metal-Boron optical phonon modes. Results for temperatures from 300K to 1000K are presented.
    Citation: J.W. Lawson, M.S. Daw, T.H. Squire, and C.W. Bauschlicher (2012), "Computational Modeling of Grain Boundaries in ZrB2: Implications for Lattice Thermal Conductivity", Journal of the American Ceramic Society, 95(12), 3971-3978. DOI: 10.1111/jace.12037.
    Abstract: A combination of ab initio, atomistic, and finite element methods (FEM) was used to investigate fundamental properties of grain boundaries and grain boundary networks and their impact on lattice thermal conductivity in the ultra high-temperature ceramic ZrB2. The structure, energetics, and lattice thermal conductance of certain low energy grain boundaries were studied. Atomic models of these boundaries were relaxed using density functional theory. Information about bonding across the interfaces was determined from the electron localization function. Interfacial thermal conductances were computed using nonequilibrium molecular dynamics. Microstructural models were used to determine the reduction in lattice thermal conductivity due grain boundary networks where FEM meshes were constructed on top of microstructural images.

  • LAMMPS pair_style tersoff (2011--Daw-M-S--Zr-B--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file was provided by Murray S. Daw on June 7, 2022.
    File(s):
 
  • Citation: E.L. Sikorski, M.A. Cusentino, M.J. McCarthy, J. Tranchida, M.A. Wood, and A.P. Thompson (2023), "Machine learned interatomic potential for dispersion strengthened plasma facing components", The Journal of Chemical Physics, 158(11), 114101. DOI: 10.1063/5.0135269.
    Abstract: Tungsten (W) is a material of choice for the divertor material due to its high melting temperature, thermal conductivity, and sputtering threshold. However, W has a very high brittle-to-ductile transition temperature, and at fusion reactor temperatures (≥1000 K), it may undergo recrystallization and grain growth. Dispersion-strengthening W with zirconium carbide (ZrC) can improve ductility and limit grain growth, but much of the effects of the dispersoids on microstructural evolution and thermomechanical properties at high temperatures are still unknown. We present a machine learned Spectral Neighbor Analysis Potential for W-ZrC that can now be used to study these materials. In order to construct a potential suitable for large-scale atomistic simulations at fusion reactor temperatures, it is necessary to train on ab initio data generated for a diverse set of structures, chemical environments, and temperatures. Further accuracy and stability tests of the potential were achieved using objective functions for both material properties and high temperature stability. Validation of lattice parameters, surface energies, bulk moduli, and thermal expansion is confirmed on the optimized potential. Tensile tests of W/ZrC bicrystals show that although the W(110)-ZrC(111) C-terminated bicrystal has the highest ultimate tensile strength (UTS) at room temperature, observed strength decreases with increasing temperature. At 2500 K, the terminating C layer diffuses into the W, resulting in a weaker W-Zr interface. Meanwhile, the W(110)-ZrC(111) Zr-terminated bicrystal has the highest UTS at 2500 K.

    Notes: This potential was optimized for bulk and surface structures for both W and ZrC. No optimization was performed on pure C structures, and no physical performance should be expected for pure C simulations. We expect the potential to perform well in the temperature range of 300 - 2500K. Primary optimization was performed on bulk modulus, (100) and (110) surface energies, thermal expansion, and several stability checks detailed in the publication.

  • LAMMPS pair_style hybrid/overlay zbl snap (2023--Sikorski-E-L--W-Zr-C--LAMMPS--ipr1)
    See Computed Properties
    Notes: These files were provided by Ember Sikorski on 28 March 2023. This potential can be used by adding "include in.pot_snapWZrC" to a LAMMPS input script. The zbl parameters in in.pot_snapWZrC must be included to achieve the accuracy and performance described in the publication.
    File(s):
 
  • Citation: N. Leimeroth, J. Rohrer, and K. Albe (2024), "General purpose potential for glassy and crystalline phases of Cu-Zr alloys based on the ACE formalism", Physical Review Materials, 8(4), 043602. DOI: 10.1103/physrevmaterials.8.043602.
    Abstract: A general purpose machine-learning interatomic potential (MLIP) for the Cu-Zr system is presented based on the atomic cluster expansion formalism [R. Drautz, Phys. Rev. B 99, 014104 (2019)]. By using an extensive set of Cu-Zr training data generated withdensity functional theory, this potential describes a wide range of properties of crystalline as well as amorphous phases within the whole compositional range. Therefore, the machine learning interatomic potential (MLIP) can reproduce the experimental phase diagram and amorphous structure with considerably improved accuracy. A massively different short-range order compared to classica interatomic potentials is found in glassy Cu-Zr samples, shedding light on the role of the full icosahedral motif in the material. Tensile tests of B2-CuZr inclusions in an Cu50⁢Zr50 amorphous matrix reveal the occurrence of martensitic phase transformations in this crystal-glass nanocomposite.

    Notes: This potential was designed to model both glassy and crystalline phases across the whole compositional range.

  • See Computed Properties
    Notes: These files were provided by Niklas Leimeroth on October 23, 2024.
    File(s): Link(s):
  • Citation: A. Pǎduraru, A. Kenoufi, N.P. Bailey, and J. Schiøtz (2007), "An Interatomic Potential for Studying CuZr Bulk Metallic Glasses", Advanced Engineering Materials, 9(6), 505-508. DOI: 10.1002/adem.200700047.
    Abstract: Glass forming ability has been found in only a small number of binary alloys, one being CuZr. In order to simulate this glass, we fitted an interatomic potential within Effective Medium Theory (EMT). For this purpose we use basic properties of the B2 crystal structure as calculated from Density Functional Theory (DFT) or obtained from experiments. We then performed Molecular Dynamics (MD) simulations of the cooling process and studied the thermodynamics and structure of CuZr glass. We find that the potential gives a good description of the CuZr glass, with a glass transition temperature and elastic constants close to the experimental values. The local atomic order, as witnessed by the radial distribution function, is also consistent with similar experimental data.

    Notes: This model implements a special parametrization optimized for CuZr bulk metallic glasses only! It probably gives reasonable results for other CuZr compounds.

    Related Models:
 
 
  • Citation: X. Huang, L. Liu, X. Duan, W. Liao, J. Huang, H. Sun, and C. Yu (2021), "Atomistic simulation of chemical short-range order in HfNbTaZr high entropy alloy based on a newly-developed interatomic potential", Materials & Design, 202, 109560. DOI: 10.1016/j.matdes.2021.109560.
    Abstract: Chemical short-range order (CSRO) in high entropy alloys (HEAs) has attracted interests recently and is believed to be capable for tuning their mechanical properties. However, the characterization of CSRO in HEAs through experimental methods remains challenging. In this work, a modified embedded-atom method interatomic potential with good accuracy for studying CSRO in HfNbTaTiZr alloy system was developed. By employing the potential, molecular dynamic/Monte Carlo simulation was performed to investigate the CSRO in HfNbTaZr HEA. The results indicated that Hf-Zr and Nb-Ta atom pairs were preferred in the BCC solid solution of HfNbTaZr, and a new type of CSRO with topological B2 order was predicted, which can help to understand the mechanical properties of HfNbTaZr HEA. It was also found that forming of CSRO was an incubation process for the precipitation in HfNbTaZr, implying the significance of CSRO on the phase stability or precipitation behavior of HEAs. The findings in the present work can help in understanding CSRO and establishing its relationship with precipitates in HEAs, and more topics related to CSRO and phase stability in HfNbTaTiZr alloy system can be further investigated by atomistic simulation.

  • See Computed Properties
    Notes: These files were provided by Xiusong Huang (Shenzhen University) on May 5, 2021 and posted with his permission.
    File(s):
 
  • Citation: M.S. Nitol, M.J. Echeverria, K. Dang, M.I. Baskes, and S.J. Fensin (2024), "New modified embedded-atom method interatomic potential to understand deformation behavior in VNbTaTiZr refractory high entropy alloy", Computational Materials Science, 237, 112886. DOI: 10.1016/j.commatsci.2024.112886.
    Abstract: High Entropy Alloys (HEAs) have attracted much interest over the past 20 years because of their remarkable mechanical properties. Recent works on BCC refractory HEAs have demonstrated high strength even at extreme temperatures with an unusual mix of strength and ductility. They also show excellent strain-hardening behavior. This study focuses on the VNbTaTiZr alloy, which stands out for its favorable qualities including relatively low density, impressive yield strength, and ductility at room temperature. To better understand the atomic behavior and microstructural features inherent to this alloy, a Modified Embedded Atom Method (MEAM) potential is developed, based on first-principles computations. Through accurate modeling of lattice constants, elastic constants, and formation enthalpies, a hybrid Molecular Dynamics/Monte Carlo (MD/MC) simulation of an equimolar VNbTaTiZr refractory HEA was performed to explore the role of local chemical compositions to its mechanical response. The current MEAM potential aligns closely with recent experimental work, validating its effectiveness. Adding Zr to the VNbTaTi alloy induces more lattice distortion, matching recent experimental observations. The potential also predicts that for RHEAs, deformation behavior is dominated by edge dislocations, unlike in pure BCC elements where screw dislocations prevail. Overall, this potential will be useful for unraveling the intricate atomic-level processes that give this alloy its remarkable mechanical performance.

  • See Computed Properties
    Notes: This file was provided by Mashroor Nitol on February 28, 2024.
    File(s):
 
  • Citation: Z. Fan, É. Maras, M. Cottura, M.-C. Marinica, and E. Clouet (2024), "Structure and coherency of bcc Nb precipitates in hcp Zr matrix from atomistic simulations", Physical Review Materials, 8(11), 113601. DOI: 10.1103/physrevmaterials.8.113601.
    Abstract: We use atomistic simulations to study the structure and shape of niobium precipitates with a body-centered cubic crystallographic structure in a zirconium matrix with a hexagonal close-packed structure. We consider a Pitsch-Schrader orientation relationship, which is observed experimentally for Nb precipitates appearing under irradiation in zirconium alloys. In this regard, we have developed a Zr-Nb empirical potential using the embedded atom method. This parametrization offers a good description of the interfaces between Nb precipitates and the Zr matrix. The potential includes all the necessary physical ingredients to account for the coherency strain between both phases. The atomistic simulations reveal a significant decrease in the precipitate formation energy when they become semicoherent, with enough misfit dislocations at the interface to eliminate the lattice misfit between the Nb precipitates and the Zr matrix. The "idealized" equilibrium shape that minimizes the formation energy of these semicoherent precipitates matches the experimental shape: platelets lying in the Zr basal planes with a reduced dimension along the [0001] axis. Our simulations suggest that the platelet shape observed in zirconium for irradiation-induced Nb-enriched precipitates simply results from a minimization of their energy cost.

    Notes: This potential is intended to model bcc Nb precipitates in hcp Zr.

    Related Models:
  • LAMMPS pair_style eam/alloy (2024--Fan-Z--Zr-Nb--LAMMPS--ipr1)
    See Computed Properties
    Notes: This file was provided by Emmanuel Clouet on November 8, 2024.
    File(s):
  • Citation: S. Starikov, and D. Smirnova (2021), "Optimized interatomic potential for atomistic simulation of Zr-Nb alloy", Computational Materials Science, 197, 110581. DOI: 10.1016/j.commatsci.2021.110581.
    Abstract: We present a new classical interatomic potential for a study of the binary Zr-Nb system, taking into account a wide range of the components concentrations. The potential was developed by virtue of the force-matching method that is capable of ensuring a high accuracy at the description of the complex systems containing diverse crystal phases. At simulation of pure Zr, the potential correctly describes a relative stability of Zr phases (α-Zr, β-Zr and ω-Zr) and qualitatively reproduces the right arrangement of these phases in the phase diagram. It is remarkable that β-Zr phase is found to have a dynamically unstable structure at the low temperature, in agreement with the ab initio calculations. The potential can also play a role in considering the tasks related to the crystal defects in the Zr-Nb system. In support of this statement, we show the simulation results proving adequate representation of a number of key properties of the crystal defects in Zr-Nb system. In particular, the offered potential reproduces formation/solution energies of point defects with well accuracy. To illustrate wide application possibilities for the model, we made a prediction of atomic self-diffusion and impurity diffusion in Zr and Nb. Also, the potential ensures correct description of a screw dislocation in niobium, which is a crucial point for the investigation of plasticity.

    Notes: This is an updated parameterization of 2017--Smirnova-D-E-Starikov-S-V--Zr-Nb. Most notably, this new version predicts the correct representation of the relative phase stability of zirconium phases.

  • See Computed Properties
    Notes: This file was provided by Sergei Starikov (Ruhr-University) on May 25, 2021 and posted with his permission.
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  • Citation: D.E. Smirnova, and S.V. Starikov (2017), "An interatomic potential for simulation of Zr-Nb system", Computational Materials Science, 129, 259-272. DOI: 10.1016/j.commatsci.2016.12.016.
    Abstract: We report a new attempt to study properties of Zr-Nb structural alloys. For this purpose we constructed an angular-dependent many-body interatomic potential. The potential functions were fitted towards the ab initio data computed for a large set of reference structures. The fitting procedure is described, and its accuracy is discussed. We show that the structure and properties of all Nb and Zr phases existing in the Zr-Nb binary system are reproduced with good accuracy. The interatomic potential is appropriate for study of the high-pressure hexagonal ω-phase of Zr. We also estimated characteristics of the point defects in α-Zr, β-Zr and Nb; results are proven to correlate with the existing experimental and theoretical data. In case of α-Zr the model reveals anisotropy of the vacancy diffusion, in agreement with previous calculations and experiments. The potential provides an opportunity for simulation of Zr-Nb alloys based on α-Zr and β-Zr. This conclusion is illustrated by the results obtained for the alloys with different niobium concentrations: up to 7% in case of hcp alloys and up to 50% for bcc alloys.

    Notes: The reference was updated on 17 January 2017. Update: This potential is known to have issues with pure zirconium phases. See 2021--Starikov-S-Smirnova-D--Zr-Nb for an updated parameterization.

    Related Models:
  • See Computed Properties
    Notes: These files were sent by D. Smirnova (Joint Institute for High Temperatures, Russian Academy of Sciences) on 15 December 2016 and posted with her permission.
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  • Citation: Y. Umeno, A.M. Iskandarov, A. Kubo, and J.M. Albina (2013), "Atomistic Modeling and Ab Initio Calculations of Yttria-Stabilized Zirconia", ECS Transactions, 57(1), 2791-2797. DOI: 10.1149/05701.2791ecst.
    Abstract: Though a number of atomistic-model studies of yttria-stabilized zirconia (YSZ) have been reported to elucidate its properties, most of them have employed simple pairwise potential functions to express interactions between atoms, which limits the transferability of the models. We have developed a Tangney-Scandolo dipole model potential for YSZ. Energy, stress and forces on atoms calculated by the ab initio (first-principles) density functional theory are provided as reference data for potential fitting. The developed potential successfully reproduces cubic-tetragonal phase transition at a range of yttria concentration relevant with SOFC application. The potential can well reproduce the barrier energy of oxygen vacancy migration. Molecular dynamics simulations of oxygen diffusion in bulk and at grain boundaries are demonstrated.

    Notes: Designed for cubic and tetragonal phases (2-6 mol% yttria) and oxygen migration.

  • See Computed Properties
    Notes: Listing found at https://openkim.org.
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  • Citation: A.P. Moore, B. Beeler, C. Deo, M.I. Baskes, and M.A. Okuniewski (2015), "Atomistic modeling of high temperature uranium-zirconium alloy structure and thermodynamics", Journal of Nuclear Materials, 467, 802-819. DOI: 10.1016/j.jnucmat.2015.10.016.
    Abstract: A semi-empirical Modified Embedded Atom Method (MEAM) potential is developed for application to the high temperature body-centered-cubic uranium–zirconium alloy (γ-U–Zr) phase and employed with molecular dynamics (MD) simulations to investigate the high temperature thermo-physical properties of U–Zr alloys. Uranium-rich U–Zr alloys (e.g. U–10Zr) have been tested and qualified for use as metallic nuclear fuel in U.S. fast reactors such as the Integral Fast Reactor and the Experimental Breeder Reactors, and are a common sub-system of ternary metallic alloys like U–Pu–Zr and U–Zr–Nb. The potential was constructed to ensure that basic properties (e.g., elastic constants, bulk modulus, and formation energies) were in agreement with first principles calculations and experimental results. After which, slight adjustments were made to the potential to fit the known thermal properties and thermodynamics of the system. The potentials successfully reproduce the experimental melting point, enthalpy of fusion, volume change upon melting, thermal expansion, and the heat capacity of pure U and Zr. Simulations of the U–Zr system are found to be in good agreement with experimental thermal expansion values, Vegard's law for the lattice constants, and the experimental enthalpy of mixing. This is the first simulation to reproduce the experimental thermodynamics of the high temperature γ-U–Zr metallic alloy system. The MEAM potential is then used to explore thermodynamics properties of the high temperature U–Zr system including the constant volume heat capacity, isothermal compressibility, adiabatic index, and the Grüneisen parameters.

  • Dynamo MEAM (2015--Moore-A-P--U-Zr--DYNAMO--ipr1)
    Notes: These files were sent by Alexander Moore (Georgia Institute of Technology) on 13 Aug. 2015 and posted with his permission. He noted that "This is a MEAM potential for U, Zr, and U-Zr alloys. The files attached are the potential files for DYNAMO. It should be noted that use of this potential in LAMMPS requires LAMMPS to have a modified cut-off function before it is compiled." Update 27 April 2018: Publication information was added.
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  • Citation: P. Wang, Y. Bu, J. Liu, Q. Li, H. Wang, and W. Yang (2020), "Atomic deformation mechanism and interface toughening in metastable high entropy alloy", Materials Today, 37, 64-73. DOI: 10.1016/j.mattod.2020.02.017.
    Abstract: Metastable high entropy alloy (HEA) with excellent properties have attracted extensive attentions recently. However, as a consequence of limited experiments of high-resolution transmission electron microscopy (HRTEM) and the difficulties of molecular dynamic (MD) simulations for the phase transformation process, the detailed atomic deformation mechanisms in the HEA is not well understood. We carry out the in situ HRTEM observation of the martensitic transformation process and find surprisingly wide phase interface between the parent and the martensite in a typical high strength and high elongation metastable HEA. One specific interatomic potential is developed for the metastable HEA and large-scale MD simulation is carried out to investigate the martensitic transformation process from body-centered cubic to hexagonal close packed structures. The whole processes of the stress-induced martensitic transformation (nucleation, incubation, bursting and propagating of the new phase) are well reproduced in the MD simulations, suggesting its good agreements with the HRTEM observations. The width of the phase interface mainly depends on the competition between interfacial energy and lattice distortion energy during the martensitic transformation process. This wide phase interface acts as a buffer to coordinate the martensitic transformation induced strain and as a buffer storage for dislocation gliding and pile-up. As a result, the metastable HEA achieves a high strength combined with a large tensile elongation. The revealed atomic-scale deformation and corresponding interatomic potential should be useful to guide the design in the new series of high-performance metastable alloy.

    Notes: Dr. Peng Wang notes that "This potential is developed base on the framework of meta-atom method which focuses on the direct relationship between material properties and their deformation mechanisms. In this method, a detailed distinction among various atomic species is discarded and an alloy system is represented by a set of meta-atom which is fitted to all related material properties. Once the completeness of material properties is established, two systems with the same properties are expected to deform identically. This method has been verified to be able to describe the mechanical behavior of binary alloys and multi-element alloys by different groups."

  • See Computed Properties
    Notes: This file was sent by P. Wang (Shanghai University) on 12 Oct. 2020 and posted with his permission.
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Date Created: October 5, 2010 | Last updated: November 20, 2024