journal article·2021-06Open access

Quantitative prediction of rapid solidification by integrated atomistic and phase-field modeling

Sepideh Kavousi, Brian R. Novak, Dorel Moldovan, Mohsen Asle Zaeem

Acta Materialia· Volume 211

Abstract

Abstract Systematic integration of atomistic simulations with phase-field modeling is presented for quantitative predictions of cellular growth and solute trapping during solidification of alloys for solidification velocities relevant to additive manufacturing. For parametrization of the phase-field model, molecular dynamics simulations are utilized as an alternative to complex experiments to obtain the anisotropic crystal-melt interface free energy, kinetic coefficient, and diffusive interface velocity. The accuracy of this integrated model is tested for rapid solidification of Ti-3.4at.%Ni alloy. The predicted solute trapping of the proposed phase-field model is comparable with the continuous growth model for solidification velocities of additive manufacturing. The predicted primary dendritic arm spacing is weakly dependent on the diffuse interface width enabling simulations in larger length scales. The concentration profile and partition coefficient obtained from both two-and three-dimensional phase-field simulations are comparable to the results of Kurz-Fisher's analytical and continuous growth models, respectively. Unlike other computational models for rapid solidification, the proposed model enables predictions completely based on computations without fitting to experiments.
Source: openaire · Quality: candidate unverified · Source record ↗

Research context

OpenAlex topics: Solidification and crystal growth phenomena · Aluminum Alloy Microstructure Properties · Additive Manufacturing Materials and Processes

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (87)

Show source-provided references
1. Metal additive manufacturing: a review10.1007/s11665-014-0958-z ↗
2. 2013
3. The roadmap for additive manufacturing and its impact10.1089/3dp.2013.0002 ↗
4. Experimental determination of cooling rates in selectively laser-melted eutectic Al-33Cu
5. A comparison on metallurgical behaviors of 316L stainless steel by selective laser melting and laser cladding deposition10.1016/j.msea.2016.12.112 ↗
6. Microstructure and yield strength of SLM-fabricated CM247LC Ni-Superalloy10.1016/j.actamat.2017.02.007 ↗
7. Thermal behavior and microstructure evolution during laser deposition with laser-engineered net shaping: part II. Experimental investigation and discussion10.1007/s11661-008-9566-6 ↗
8. Microstructure design and mechanical properties in a near-α Ti–4Mo alloy10.1016/j.actamat.2015.06.043 ↗
9. The influence of processing parameters on aluminium alloy A357 manufactured by Selective Laser Melting10.1016/j.matdes.2016.07.009 ↗
10. Primary dendrite growth kinetics and rapid solidification mechanism of highly undercooled Ti-Al alloys10.1016/j.jmst.2019.08.034 ↗
11. Modeling and simulation of microstructure evolution for additive manufacturing of metals: a critical review10.1007/s11661-020-05946-3 ↗
12. Anisotropy and heterogeneity of microstructure and mechanical properties in metal additive manufacturing: A critical review10.1016/j.matdes.2017.11.021 ↗
13. Additive manufacturing: status and opportunities
14. Quantitative phase-field model of alloy solidification10.1103/PhysRevE.70.061604 ↗
15. Phase-field formulation for quantitative modeling of alloy solidification10.1103/PhysRevLett.87.115701 ↗
16. Phase-field simulation of solidification10.1146/annurev.matsci.32.101901.155803 ↗
17. John von Neumann, Arthur W. Burks, Editor. University of Illinois Press
18. Modeling dendritic solidification of Al–3%Cu using cellular automaton and phase-field methods10.1016/j.apm.2012.08.005 ↗
19. Probabilistic modelling of microstructure formation in solidification processes10.1016/0956-7151(93)90065-Z ↗
20. Three-dimensional grain growth during multi-layer printing of a nickel-based alloy Inconel 718
21. Three-dimensional modeling of grain structure evolution during welding of an aluminum alloy10.1016/j.actamat.2016.12.073 ↗
22. Multiscale dendritic needle network model of alloy solidification10.1016/j.actamat.2013.07.026 ↗
23. Multi-scale needle-network model of complex dendritic microstructure formation
24. Solute trapping and solute drag in a phase-field model of rapid solidification10.1103/PhysRevE.58.3436 ↗
25. Solute trapping in rapid solidification of a binary dilute system: A phase-field study10.1103/PhysRevE.84.041143 ↗
26. Application of finite element, phase-field, and CALPHAD-based methods to additive manufacturing of Ni-based superalloys10.1016/j.actamat.2017.05.003 ↗
27. Diffuse-interface modeling of solute trapping in rapid solidification: Predictions of the hyperbolic phase-field model and parabolic model with finite interface dissipation10.1016/j.actamat.2013.03.042 ↗
28. N. Provatas, K. Elder, Phase-field Methods in Materials Science and Engineering, John Wiley & Sons 2011.10.1002/9783527631520 ↗
29. Phase field modeling of rapid resolidification of Al-Cu thin films10.1016/j.jcrysgro.2019.125418 ↗
30. On the primary spacing and microsegregation of cellular dendrites in laser deposited Ni–Nb alloys10.1088/1361-651X/aa7369 ↗
31. Quantitative phase field modeling of solute trapping and continuous growth kinetics in quasi-rapid solidification10.1016/j.actamat.2019.02.009 ↗
32. Quantitative phase-field modeling of solute trapping in rapid solidification
33. The significance of spatial length scales and solute segregation in strengthening rapid solidification microstructures of 316L stainless steel10.1016/j.actamat.2019.10.044 ↗
34. Solute trapping of group III, IV, and V elements in silicon by an aperiodic stepwise growth mechanism10.1063/1.357728 ↗
35. Complete experimental test of kinetic models for rapid alloy solidification10.1016/S1359-6454(00)00276-7 ↗
36. Solid–liquid interfacial energy of the eutectoid β phase in the Al–Zn eutectic system10.1016/j.msea.2003.11.033 ↗
37. Solid–liquid interfacial energy in the Al–Ti system10.1016/j.matlet.2004.05.044 ↗
38. Solid-liquid surface energies in the Al·CuAl2, Al·NiAl3 and Al·Ti systems10.1016/1359-6454(95)00227-8 ↗
39. Formation of crystal nuclei in liquid metals10.1063/1.1699435 ↗
40. Three-dimensional crystal-melt Wulff-shape and interfacial stiffness in the Al-Sn binary system10.1103/PhysRevB.70.214103 ↗
41. A simple technique for the measurement of dendritic growth rates in undercooled metallic melts and its application to Ni and Ti10.1016/0921-5093(95)09857-7 ↗
42. Algoso · 2003
43. Solute trapping: comparison of theory with experiment10.1103/PhysRevLett.56.2489 ↗
44. Continuous growth model for interface motion during alloy solidification10.1016/0001-6160(88)90333-1 ↗
45. Complete experimental test of kinetic models for rapid alloy solidification10.1016/S1359-6454(00)00276-7 ↗
46. Atomistic simulations of nonequilibrium crystal-growth kinetics from alloy melts10.1103/PhysRevLett.107.025505 ↗
47. Molecular dynamics study of the thermodynamic and kinetic properties of the solid-liquid interface in FeMn10.1016/j.commatsci.2020.109773 ↗
48. Interface kinetics of rapid solidification of binary alloys by atomistic simulations: Application to Ti-Ni alloys10.1016/j.commatsci.2020.109854 ↗
49. Atomistic computation of liquid diffusivity, solid-liquid interfacial free energy, and kinetic coefficient in Au and Ag10.1103/PhysRevB.65.214106 ↗
50. Quantitative modeling of the equilibration of two-phase solid-liquid Fe by atomistic simulations on diffusive time scales10.1103/PhysRevB.91.024105 ↗
51. Combined molecular dynamics and phase field simulation investigations of crystal-melt interfacial properties and dendritic solidification of highly undercooled titanium10.1016/j.commatsci.2019.03.024 ↗
52. Modified embedded-atom method potential for high-temperature crystal-melt properties of Ti–Ni alloys and its application to phase field simulation of solidification10.1088/1361-651X/ab580c ↗
53. Unusual temperature dependence of the solid-liquid interfacial free energy in the Cu-Zr system10.1016/j.commatsci.2018.07.050 ↗
54. Solid-liquid interface free energy in binary systems: Theory and atomistic calculations for the (110) Cu–Ag interface10.1063/1.3197005 ↗
55. A molecular dynamics simulation study of the crystal–melt interfacial free energy and its anisotropy in the Cu–Ag–Au ternary system10.1016/j.jcrysgro.2011.05.015 ↗
56. Determination of the crystal-melt interface kinetic coefficient from molecular dynamics simulations, Modelling and Simulation in
57. Kinetic phase field parameters for the Cu–Ni system derived from atomistic computations10.1016/S1359-6454(99)00189-5 ↗
58. 2 - materials classification
59. The laser additive manufacture of Ti6Al4V10.1007/s11837-001-0068-x ↗
60. Phase field models versus parametric front tracking methods: are they accurate and computationally efficient?10.4208/cicp.190313.010813a ↗
61. On the transition from short-range diffusion-limited to collision-limited growth in alloy solidification10.1016/0956-7151(94)90507-X ↗
62. Solute trapping: comparison of theory with experiment10.1103/PhysRevLett.56.2489 ↗
63. Fast parallel algorithms for short-range molecular dynamics10.1006/jcph.1995.1039 ↗
64. MDTraj: a modern open library for the analysis of molecular dynamics trajectories10.1016/j.bpj.2015.08.015 ↗
65. M. Newville, T. Stensitzki, D. B. Allen, A. Ingargiola, LMFIT: Non-Linear Least-Square Minimization and Curve-Fitting for Python¶, 2014.
66. Visualization and analysis of atomistic simulation data with OVITO–the Open Visualization Tool10.1088/0965-0393/18/1/015012 ↗
67. Atomistic and continuum modeling of dendritic solidification10.1016/S0927-796X(03)00036-6 ↗
68. Kinetic coefficient of Ni solid-liquid interfaces from molecular-dynamics simulations10.1103/PhysRevB.69.024108 ↗
69. Assessment of mechanical properties and fatigue performance of a selective laser melted nickel-base superalloy Inconel 71810.1016/j.msea.2019.05.007 ↗
70. Detecting void-induced scatter of fatigue life of selective laser melting-fabricated Inconel 718 using miniature specimens10.1088/2053-1591/aafdcd ↗
71. Effect of scanning strategy on mechanical properties of selective laser melted Inconel 71810.1016/j.msea.2019.03.007 ↗
72. Local nonequilibrium effect on undercooling in rapid solidification of alloys10.1103/PhysRevE.55.343 ↗
73. Impurity segregation in Lennard-Jones A/AB heterostructures. I. The effect of lattice strain10.1063/1.465280 ↗
74. Thermodynamics of rapid solidification and crystal growth kinetics in glass-forming alloys
75. Balay · 2017
76. Analysis of interface kinetics: solutions of the Gibbs-Thomson-type equation and of the kinetic rate theory
77. Phase-field modeling of solute trapping: Comparative analysis of parabolic and hyperbolic models10.3139/146.110297 ↗
78. W. Kurz, D.J. Fisher, Fundamentals of Solidification.
79. Theory of microstructural development during rapid solidification10.1016/0001-6160(86)90056-8 ↗
80. Prediction of primary dendritic arm spacing during laser rapid directional solidification of single-crystal nickel-base superalloys10.1016/j.jallcom.2016.06.289 ↗
81. Effect of cooling rate on microstructure and mechanical properties of gray cast iron10.1016/j.msea.2010.09.087 ↗
82. Microstructure and mechanical properties of rapid directionally solidified Ni-base superalloy Rene′41 by laser melting deposition manufacturing10.1016/j.msea.2010.04.062 ↗
83. G. Santos, P.R. Goulart, A.A. Couto, A. Garcia, Primary dendrite arm spacing effects upon mechanical properties of an Al–3wt% cu–1wt% li alloy, Prop. Charact. Modern Mater., Springer2017, pp. 215-229.10.1007/978-981-10-1602-8_19 ↗
84. Cellular and dendritic growth10.1016/0022-0248(74)90127-4 ↗
85. Rapid solidification: selective laser melting of AlSi10Mg10.1007/s11837-015-1763-3 ↗
86. Phase field simulation of dendritic solidification of Ti-6Al-4V during additive manufacturing process10.1007/s11837-018-3057-z ↗
87. Phase-field simulation of microstructure evolution of Ti–6Al–4V in electron beam additive manufacturing process