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The role of grain boundary energy anisotropy on the grain size evolution during normal grain growth 06.05.2020

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Page 1: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

The role of grain boundaryenergy anisotropy on the

grain size evolution during normal grain growth

06.05.2020

Page 2: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Presented by:

Hesham Salama*, Katharina Marquardt** , Julia Kundin*, Oleg Shchyglo* and Ingo Steinbach*

* ICAMS, Ruhr-University Bochum, Bochum, Germany ** Faculty of Engineering, Department of Materials, Imperial College London, UK

Page 3: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Motivation

Many regions of the Earth’s mantle deform in grain size-sensitive creep regimes.The grain size right below the transition zone is believed to be very small, and the

grain size should in subsequent depths be mainly controlled by normal graingrowth. The grain size evolution is commonly predicted using either analytical

grain growth laws in combination with grain boundary diffusion coefficients or byextrapolating empirically determined grain growth laws. Effects of Zenner pinning

and different ratios of second phases have been studied, while the role ofanisotropic grain boundary properties is mostly neglected

The grain boundary energy varies with the orientation of the grain boundaryplane, as expressed through the typical crystal habitae (Wulff-shapes). Individualcrystals in a polycrystalline material maintain a grain boundary energy anisotropy

during grain growth.

Page 4: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

The aim

Here we study, how grain boundary anisotropy impacts grain boundarymigration and normal grain growth rates by three-dimensional phase-fieldsimulations. We imply grain boundary energy minimization by faceting thegrain boundary i.e. varying the grain boundary planes to minimize the grainboundary energy. The grain boundary energy anisotropy for the solid-solidinterface is taken from experimentally investigated grain boundary plane

distributions and grain boundary energy distributions on periclase (MgO). Wecompare the grain size evolution in simulations with isotropic and

anisotropic grain boundary energy of cubic crystal symmetry.

Page 5: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Phase-Field Method

The phase-field method is a mathematical model for solving interfacial problems. It isincreasingly applied as a robust numerical method to study materials with numeroustypes of microstructure evolution processes. These include phase transformation,solidification, grain growth, dislocation-solute interactions and multicomponentinterdiffusion.

The Method

The time evolution equation of the phase-field parameter is constructed as a sum overall dual interactions between the grains :

The grain boundary energy is given by :

Steinbach, I., 2009

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Anisotropic grain boundary energy (Faceted Model)

The kinetic equation of the phasefield reads:

is the interface stiffness which is given by :

The energy of a solid-amorphous interface is calculated as :

Steinbach, I., 2009

Page 7: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

OpenPhase is the open source software project targeted at the phase-field simulations of complexscientific problems involving microstructure formation in systems undergoing first order phasetransformation. The core of the library is based on the multiphase field model. The project has theform of a library and is written in object oriented C++.

All the results have been simulated using the open source library OpenPhase.

The Code

About OpenPhase:

Visit the project website :

Page 8: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Valdiation

Equilibrium shapes

The reader canwatch the time

evolution towardthe equilibrium

shape by scanningthe QRcode.

The equilibrium shape can be determined by the Wulffconstruction. The Wulff theorem states that a point-to-plane distance from the center of a particle to afacet is proportional to the surface energy of the facet.

As a first application of the theoretical modelintroduced above, the case of equilibrium shape isinvestigated in 3D by performing a simulation ofan initially spherical grain inserted in the melt in asimulation box of size 128x128x128 grid points.

Page 9: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

hint: scan the QRcode

Simulation box: 400x400x400 grid points.Number of grains: 18000 grains.Orientation: random crystallographic orientations are assigned to all grains.We compare two cases:

The simulations show that the anisotropic system exhibits retardation (slowdown) in grain growth compared to theisotropic system.Grain boundary plane distribution has a peak toward low index {100} planes.

Simulation setup:

1- Isotropic grain boundary energy 2- Anisotropic grain boundary energy (Faceted model) -- Results shown here Simulation Results:

Grain Growth Simulations

Salama et al., 2020

Page 10: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Effect of anisotropic grain boundary energy on microstructureThe microstructure exhibit the presence of more frequent triple-junction angles close to 90 and180 degrees (marked with yellow circles) as a result of the development of faceted grains.

Isotropic grain boundary energy

Anisotropic grain boundary energy

Salama et al., 2020

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Grain GrowthRate

Growth rate of Isotropic vs Anisotropic

Growth rate for anisotropic case is slower thanthat in isotropic case. This is considered to be dueto the fact that the number of lower energyboundaries in anisotropic case increases withtime.

The rate of grain growth for periclase is a factor of3 smaller compared to an isotropic material

Salama et al., 2020

Page 12: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Grain SizeAnalysis

Comparison to mean-field theories fornormal grain growth

The grain size distribution for the isotropic caseagrees with Hillert’s prediction on normal graingrowth.

The simulated grain size distribution for the case ofanisotropic grain boundary energy has a clear shifttoward small grain sizes.

Salama et al., 2020

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Conclusion

The classical theory of grain growth is developed for purely isotropic materials and thus fails to

predict grain growth for materials with anisotropic grain boundary energy.

Predicting grain growth using existing rate-laws and grain boundary diffusion studies can lead

to an incomplete conclusion and a distorted picture of the real phenomenon.

Because energy reduction associated with grain growth is small, already small energy variations, such

as those associated with grain boundary energy anisotropy, can have a significant effect.

These results are of three-fold importance:

1.

2.

3.

A better prediction of grain size evolution in real anisotropic systems requires an anisotropic theory forgrain growth which also addresses the pressure effects on both grain boundary energy anisotropy anddiffusion.

Page 14: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

References

Salama, H., Kundin, J., Shchyglo, O., Mohles, V., Marquardt, K. and Steinbach, I.,2020. Role of inclination dependence of grain boundary energy on themicrostructure evolution during grain growth. Acta Materialia.

Have a look at our publication:Steinbach, I., 2009. Phase-field models in materials science. Modelling andsimulation in materials science and engineering, 17(7), p.073001.

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How to Reach UsHow to Reach Us

How to Reach UsFurther information can be obtained by contacting any of the authors:

Hesham Salama [email protected]

Dr. Katharina Marquardt [email protected]

Dr. Oleg Shchyglo [email protected]

Page 16: M o t i v a t i o n - presentations.copernicus.org · T h e p h a se -f ie l d m e t ho d is a m a th e m at ic al mo d e l f o r s o lv ing int e rf acia l pr o blems. It i s i n

Questions? Let’s chat!

Thank you!