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Phase Field Modelling of
Grain Boundary Motion
Mohammad Aramfard
23 April 2018
Why Nanocrystalline?
Hall-Petch relationship:
𝜎 𝑦 = 𝜎0 +
𝐾
𝑑
2
Yield strength
Grain size NC realm
Volume Fraction of GB
High volume fraction of GBs and triple junctions (TJs)
makes them important in nanocrystalline metals.
3Palumbo et al. 1990
Stress-Induced Grain Growth: Experiments
4
Pt thin film under
tension. JA Sharon et
al., Scripta Mater, 2011
Al thin film under tension.
DS Gianola et al., Acta Mater, 2006.
G Gottstein et al., Acta Mater, 2002.
GB Motion: Bicrystal Experiment
5Gorkaya et al., Acta Mater, 2009.
Al bicrystal specimen under tension, GB: symmetric <100> with misorientation angle of 32o
𝑣 = 𝑀 𝐺𝐵Δ𝑃
Molecular Dynamics (MD) vs. Phase Field Modelling (PFM)
MD: in the order of
nanometer and
nanosecond.
Phase Field Modelling: in
the order of meter and
seconds
6
Mathematical Background of PFM
• Stefan problem (solidification):
•
𝜕𝑇
𝜕𝑡
= 𝛻. 𝛼𝛻𝑇
• 𝜌𝐿 𝑓 𝑉𝑛 = 𝑘 𝑠 𝛻𝑇. 𝑛𝑖𝑛𝑡
𝑆
− 𝑘 𝐿 𝛻𝑇. 𝑛𝑖𝑛𝑡
𝐿
• 𝑇𝑖𝑛𝑡 = 𝑇 𝑚 −
𝛾𝑇 𝑚
𝐿 𝑓
𝜅 −
𝑉𝑛
𝜇
7Lesar R., Intro to Comp Mat Sci, 2013.
Provatas N. Elder K., PFM in Mat Sci and Eng, 2010.
Mathematical Background of PFM
• Sharp interface problems:
• Case dependent
• Numerically difficult
• It needs one more equation to locate the
interface.
8
Lesar R., Intro to Comp Mat Sci, 2013.
Provatas N. Elder K., PFM in Mat Sci and Eng, 2010.
Gomez H. Zee K., Comp PFM, 2015.
Solution:
introducing phase equation
Mathematical Background of PFM
𝜙 𝑥, 𝑡 = tanh
𝑑 𝑥 − 𝑥𝑖𝑛𝑡
2𝜖
Phase variable or order parameter.
A-C and C-H Equations
• Allen-Cahn: mass of each phase is not
conserved (solidification).
• Cahn-Hilliard: mass of each phase is
conserved (phase separation).
Gomez H. Zee K., Comp PFM, 2015.
A-C Equation
• Constitutive equation (free energy)
• Ψ = Ψ 𝜙, 𝛻𝜙
• Free energy dissipation
•
𝑑
𝑑𝑡 𝒱
Ψ 𝜙, 𝛻𝜙 𝑑 𝑥 = 𝒲 𝒱 − 𝒟 𝒱 ; 𝒟 𝒱 ≥ 0
• Mass balance for a mixture
•
𝜕𝜙
𝜕𝑡
= −𝑚 𝜙 𝜇 ; 𝜇 = chemical potential
• Ψ = 𝐺 𝜙 +
𝜖2
2
𝛻𝜙 2
• 𝜇 =
𝛿
𝛿𝜙 𝒱
Ψ 𝜙, 𝛻𝜙 𝑑 𝑥 = 𝐺′ 𝜙
− 𝜖2
Δ𝜙
•
𝜕𝜙
𝜕𝑡
= −𝑚 𝜙 𝐺′ 𝜙 − 𝜖2Δ𝜙
𝐺 𝜙
Gomez H. Zee K., Comp PFM, 2015.
Governing Equations
• Constitutive equation (free energy), 1-D
• ℱ 𝜙 𝑥, 𝑡 = Ω
𝐺 𝜙1, 𝜙2, … , 𝜙 𝑝 + 𝑖=1
𝑝 𝜖 𝑖
2
𝜕𝜙 𝑖
𝜕𝑥
2
𝑑𝑥
• 𝐺 𝜙1, 𝜙2, … , 𝜙 𝑝 = −
𝛼
2 𝑖=1
𝑝
𝜙𝑖
2
+
𝛽
4 𝑖=1
𝑝
𝜙𝑖
2 2
+ 𝛾 −
𝛽
2
𝑖=1
𝑝
𝑖≠𝑗
𝑝
𝜙𝑖
2
𝜙𝑗
2
•
𝜕𝜙 𝑖
𝜕𝑡
= −𝐿𝑖
𝛿ℱ
𝛿𝜙 𝑖
= −𝐿𝑖
𝜕𝐺
𝜕𝜙 𝑖
+ 𝐿𝑖 𝜖𝑖Δ𝜙𝑖
• Assumptions:
• 𝜙1 𝑥, 0 = tanh
𝑑
2𝜖
; 𝜙2 𝑥, 0 = 0
• Numerical implementation:
• Finite difference
Tikare V. et al., Acta Mater, 1999.
Results
• Comparison between
disturbed sample and
normal sample
• Grain Boundary Motion
• Stable results
• With some parameters: non-
physical results
Comparison with 3-D
Tikare V. et al., Acta Mater, 1999.
• Polycrystalline sample.
• FEM
Summary and Future Works
• Summary:
• Capability of PFM to model GBM under driving force.
• Flexibility of studying different behaviors using the governing equation.
• Future works:
• Optimizing the model to match experiments/MD.
• Including more features of real materials (Phase-Field Crystal).
• Using the approach to model bulk 3-D models for designing.

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Phase Field Modelling of Grain Boundary Motion

  • 1. Phase Field Modelling of Grain Boundary Motion Mohammad Aramfard 23 April 2018
  • 2. Why Nanocrystalline? Hall-Petch relationship: 𝜎 𝑦 = 𝜎0 + 𝐾 𝑑 2 Yield strength Grain size NC realm
  • 3. Volume Fraction of GB High volume fraction of GBs and triple junctions (TJs) makes them important in nanocrystalline metals. 3Palumbo et al. 1990
  • 4. Stress-Induced Grain Growth: Experiments 4 Pt thin film under tension. JA Sharon et al., Scripta Mater, 2011 Al thin film under tension. DS Gianola et al., Acta Mater, 2006. G Gottstein et al., Acta Mater, 2002.
  • 5. GB Motion: Bicrystal Experiment 5Gorkaya et al., Acta Mater, 2009. Al bicrystal specimen under tension, GB: symmetric <100> with misorientation angle of 32o 𝑣 = 𝑀 𝐺𝐵Δ𝑃
  • 6. Molecular Dynamics (MD) vs. Phase Field Modelling (PFM) MD: in the order of nanometer and nanosecond. Phase Field Modelling: in the order of meter and seconds 6
  • 7. Mathematical Background of PFM • Stefan problem (solidification): • 𝜕𝑇 𝜕𝑡 = 𝛻. 𝛼𝛻𝑇 • 𝜌𝐿 𝑓 𝑉𝑛 = 𝑘 𝑠 𝛻𝑇. 𝑛𝑖𝑛𝑡 𝑆 − 𝑘 𝐿 𝛻𝑇. 𝑛𝑖𝑛𝑡 𝐿 • 𝑇𝑖𝑛𝑡 = 𝑇 𝑚 − 𝛾𝑇 𝑚 𝐿 𝑓 𝜅 − 𝑉𝑛 𝜇 7Lesar R., Intro to Comp Mat Sci, 2013. Provatas N. Elder K., PFM in Mat Sci and Eng, 2010.
  • 8. Mathematical Background of PFM • Sharp interface problems: • Case dependent • Numerically difficult • It needs one more equation to locate the interface. 8 Lesar R., Intro to Comp Mat Sci, 2013. Provatas N. Elder K., PFM in Mat Sci and Eng, 2010. Gomez H. Zee K., Comp PFM, 2015. Solution: introducing phase equation
  • 9. Mathematical Background of PFM 𝜙 𝑥, 𝑡 = tanh 𝑑 𝑥 − 𝑥𝑖𝑛𝑡 2𝜖 Phase variable or order parameter.
  • 10. A-C and C-H Equations • Allen-Cahn: mass of each phase is not conserved (solidification). • Cahn-Hilliard: mass of each phase is conserved (phase separation). Gomez H. Zee K., Comp PFM, 2015.
  • 11. A-C Equation • Constitutive equation (free energy) • Ψ = Ψ 𝜙, 𝛻𝜙 • Free energy dissipation • 𝑑 𝑑𝑡 𝒱 Ψ 𝜙, 𝛻𝜙 𝑑 𝑥 = 𝒲 𝒱 − 𝒟 𝒱 ; 𝒟 𝒱 ≥ 0 • Mass balance for a mixture • 𝜕𝜙 𝜕𝑡 = −𝑚 𝜙 𝜇 ; 𝜇 = chemical potential • Ψ = 𝐺 𝜙 + 𝜖2 2 𝛻𝜙 2 • 𝜇 = 𝛿 𝛿𝜙 𝒱 Ψ 𝜙, 𝛻𝜙 𝑑 𝑥 = 𝐺′ 𝜙 − 𝜖2 Δ𝜙 • 𝜕𝜙 𝜕𝑡 = −𝑚 𝜙 𝐺′ 𝜙 − 𝜖2Δ𝜙 𝐺 𝜙 Gomez H. Zee K., Comp PFM, 2015.
  • 12. Governing Equations • Constitutive equation (free energy), 1-D • ℱ 𝜙 𝑥, 𝑡 = Ω 𝐺 𝜙1, 𝜙2, … , 𝜙 𝑝 + 𝑖=1 𝑝 𝜖 𝑖 2 𝜕𝜙 𝑖 𝜕𝑥 2 𝑑𝑥 • 𝐺 𝜙1, 𝜙2, … , 𝜙 𝑝 = − 𝛼 2 𝑖=1 𝑝 𝜙𝑖 2 + 𝛽 4 𝑖=1 𝑝 𝜙𝑖 2 2 + 𝛾 − 𝛽 2 𝑖=1 𝑝 𝑖≠𝑗 𝑝 𝜙𝑖 2 𝜙𝑗 2 • 𝜕𝜙 𝑖 𝜕𝑡 = −𝐿𝑖 𝛿ℱ 𝛿𝜙 𝑖 = −𝐿𝑖 𝜕𝐺 𝜕𝜙 𝑖 + 𝐿𝑖 𝜖𝑖Δ𝜙𝑖 • Assumptions: • 𝜙1 𝑥, 0 = tanh 𝑑 2𝜖 ; 𝜙2 𝑥, 0 = 0 • Numerical implementation: • Finite difference Tikare V. et al., Acta Mater, 1999.
  • 13. Results • Comparison between disturbed sample and normal sample • Grain Boundary Motion • Stable results • With some parameters: non- physical results
  • 14. Comparison with 3-D Tikare V. et al., Acta Mater, 1999. • Polycrystalline sample. • FEM
  • 15. Summary and Future Works • Summary: • Capability of PFM to model GBM under driving force. • Flexibility of studying different behaviors using the governing equation. • Future works: • Optimizing the model to match experiments/MD. • Including more features of real materials (Phase-Field Crystal). • Using the approach to model bulk 3-D models for designing.