journal article·2024-08Open access

The evolution of intergranular networks during grain growth and its effect on percolation behavior

A.J. Shahani, K. Walter, J. Zhang, W. Ludwig, D. Juul Jensen, Y. Zhang

Acta Materialia· Volume 274

Abstract

Triple junctions (TJs) are line defects in three-dimensional (3D) polycrystalline materials where three grains meet. Transport along the TJs depends on the connectivity between them. Here, we investigate the connectivity of more than 6000 TJs in a 3D microstructure of pure iron (Fe) through the lens of bond percolation. Our efforts are made possible by synchrotron-based x-ray diffraction tomography, which allows us to resolve the TJ network both temporally and spatially, during grain growth. In the framework of standard percolation theory, we determine a percolation threshold of the TJs, above which there exists a continuous pathway of TJs that travels infinitely far. Our experimental results indicate a surprisingly different percolation threshold (by 16%) compared to models and theories. The reason for the discrepancy is that the real TJ network has a topological disorder that is not present in the idealized microstructures considered in prevailing models and theories. Leveraging the wealth of time-resolved data we trace the origin of this disorder by following the topological transitions that accompany grain growth. Overall, the insights obtained in this study can help guide the design of polycrystalline materials via defect engineering.
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OpenAlex topics: Theoretical and Computational Physics · Magnetic properties of thin films · nanoparticles nucleation surface interactions

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References (75)

Show source-provided references
1. Stability, microstructural evolution, grain growth, and coarsening in a two-dimensional two-phase microstructure10.1016/0956-7151(91)90001-H ↗
2. Microstructural evolution in two-dimensional two-phase polycrystals10.1016/0956-7151(93)90160-T ↗
3. Effect of strong nonuniformity in grain boundary energy on 3-d grain growth behavior: A phase-field simulation study10.1016/j.commatsci.2016.10.027 ↗
4. Grains, phases, and interfaces: An introduction of microstructure
5. Soap, cells and statistics? Random patterns in two dimensions10.1080/00107518408210979 ↗
6. The evolution of cellular structures10.1088/0034-4885/56/6/002 ↗
7. Lxiii. On the division of space with minimum partitional area10.1080/14786448708628135 ↗
8. Space-filling polyhedron: its relation to aggregates of soap bubbles, plant cells, and metal crystallites10.1126/science.161.3838.276 ↗
9. Analysis of grain boundary network topology using grain boundary wetting
10. Priester · 2012
11. A framework for automated analysis and simulation of 3d polycrystalline microstructures.: Part 1: Statistical characterization10.1016/j.actamat.2007.11.041 ↗
12. Three-dimensional analysis of grain topology and interface curvature in a β-titanium alloy10.1016/j.actamat.2010.06.030 ↗
13. Three-dimensional visualization and quantitative characterization of grains in polycrystalline iron10.1016/j.matchar.2014.02.009 ↗
14. Three-dimensional geometrical and topological characteristics of grains in conventional and grain boundary engineered 316l stainless steel10.1016/j.micron.2018.04.002 ↗
15. Percolation of grain boundaries and triple junctions in three-dimensions: A test of theory10.1016/j.actamat.2022.118316 ↗
16. Direct experimental observation of accelerated zn diffusion along triple junctions in al10.1016/S0921-5093(00)01367-8 ↗
17. Molecular dynamics modeling of self-diffusion along a triple junction10.1103/PhysRevB.79.174110 ↗
18. Review stability of nanostructured materials10.1023/A:1022988706296 ↗
19. Superplastic extensibility of nanocrystalline copper at room temperature10.1126/science.287.5457.1463 ↗
20. Contribution of triple junctions to the diffusion anomaly in nanocrystalline materials10.1016/j.scriptamat.2007.03.057 ↗
21. McLean · 1958
22. Percolation processes: I. Crystals and mazes
23. Stauffer · 2018
24. Microstructure sensitive design for performance optimization10.1016/j.pmatsci.2009.08.002 ↗
25. Segregation of bismuth to triple junctions in copper10.1017/S1431927697970318 ↗
26. Critical percolation probabilities (bond problem)10.1103/PhysRev.123.1566 ↗
27. Percolation processes in three dimensions10.1088/0305-4470/9/10/021 ↗
28. Critical percolation probabilities by series methods10.1103/PhysRev.133.A310 ↗
29. Zallen · 2008
30. Percolation and conduction on the 3d voronoi and regular networks: a second case study in topological disorder10.1088/0022-3719/17/19/017 ↗
31. Bond percolation and conduction in random and regular networks: topological effects at low coordination numbers
32. Characterization of pore space connectivity: percolation theory
33. Quantifying microstructures in isotropic grain growth from phase field modeling: Methods10.1016/j.actamat.2012.05.040 ↗
34. Three-dimensional materials science10.1016/j.scriptamat.2005.11.048 ↗
35. Two-dimensional grain boundary percolation in alloy 304 stainless steel10.1016/j.scriptamat.2005.06.026 ↗
36. Mechanism of steady-state grain growth in aluminum10.1007/BF02644109 ↗
37. Measurement of average grain volume and certain topological parameters by serial section analysis10.1007/BF02817891 ↗
38. A study of grain shape in an aluminum alloy and other applications of stereoscopic microradiography10.1007/BF03398139 ↗
39. X-ray microscopy in four dimensions10.1016/S1369-7021(05)71334-1 ↗
40. Characterization of metals in four dimensions10.1080/21663831.2020.1809544 ↗
41. Three-dimensional grain growth in pure iron. Part I. Statistics on the grain level10.1016/j.actamat.2018.06.021 ↗
42. Mechanical blocking mechanism for the columnar to equiaxed transition10.1007/s11661-008-9643-x ↗
43. Grain boundary mobilities in polycrystals10.1016/j.actamat.2020.03.044 ↗
44. Data challenges of in situ x-ray tomography for materials discovery and characterization
45. X-ray diffraction contrast tomography: a novel technique for three-dimensional grain mapping of polycrystals. I. Direct beam case10.1107/S0021889808001684 ↗
46. Advances in x-ray diffraction contrast tomography: flexibility in the setup geometry and application to multiphase materials10.1107/S0021889813002604 ↗
47. Polyproc: a modular processing pipeline for x-ray diffraction tomography10.1007/s40192-019-00147-2 ↗
48. Haralick · 1992
49. The geometric and thermodynamic properties of grain boundary junctions10.1023/A:1008769209265 ↗
50. Role of topological constraints on the statistical properties of grain boundary networks10.1103/PhysRevB.66.052101 ↗
51. Connectivity and percolation behaviour of grain boundary networks in three dimensions10.1080/14786430412331323564 ↗
52. Topological rearrangements during 2d normal grain growth10.1016/0167-2789(93)90223-N ↗
53. Topological events in two-dimensional grain growth: experiments and simulations10.1016/0956-7151(94)90213-5 ↗
54. Rearrangements in polyhedric foam10.1002/recl.19650840612 ↗
55. Schlegel description of grain form evolution in grain growth10.1016/j.actamat.2013.03.013 ↗
56. Topological changes in coarsening networks10.1016/j.actamat.2017.03.040 ↗
57. Topological event rates and the evolution of the grain face distribution in grain growth10.1016/j.actamat.2020.09.086 ↗
58. Statistical theory of two-dimensional grain growth—I. The topological foundation10.1016/0956-7151(92)90401-Y ↗
59. The elimination of grains and grain boundaries in grain growth10.1023/A:1008615921333 ↗
60. Mechanism for the development of anisotropic grain boundary character distributions during normal grain growth10.1016/j.actamat.2008.08.062 ↗
61. Grain boundary energy anisotropy: a review10.1007/s10853-011-5677-3 ↗
62. Assortative mixing in networks10.1103/PhysRevLett.89.208701 ↗
63. Topological characteristics of two-dimensional grain growth-simulation and analysis10.1007/s11661-009-0139-0 ↗
64. Affinities for topological arrangements in grain structures10.1016/j.actamat.2013.10.020 ↗
65. Universal formulas for percolation thresholds10.1103/PhysRevE.53.2177 ↗
66. Percolation thresholds and universal formulas10.1103/PhysRevE.55.1514 ↗
67. Percolation thresholds of the duals of the face-centered-cubic, hexagonal-close-packed, and diamond lattices10.1103/PhysRevE.55.6593 ↗
68. Percolation of spatially constrained Erdős–Rényi networks with degree correlations10.1103/PhysRevE.89.012116 ↗
69. Percolation of spatially constraint networks10.1209/0295-5075/93/68004 ↗
70. Abnormal grain growth induced by cyclic heat treatment10.1126/science.1238017 ↗
71. Origins of non-random particle distributions and implications to abnormal grain growth in an al-3.5 wt pct cu alloy10.1007/s11661-020-06125-0 ↗
72. Extreme abnormal grain growth: connecting mechanisms to microstructural outcomes10.1146/annurev-matsci-080921-091647 ↗
73. Phase-field modeling of stored-energy-driven grain growth with intra-granular variation in dislocation density
74. First laboratory x-ray diffraction contrast tomography for grain mapping of polycrystals10.1107/S0021889813022553 ↗
75. Mazonka · 2012