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Multiscale Modelling of Nanostructures on Surfaces

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1 Multiscale Modelling of Nanostructures on Surfaces
Dimitri D. Vvedensky and Christoph A. Haselwandter Imperial College London

2 Outline Multiscale Modelling: Quantum Dots
Lattice Models of Epitaxial Growth Exact Langevin Equations on a Lattice Continuum Equations of Motion Renormalization Group Analysis Heteroepitaxial Systems

3 Synthesis of Semiconductor Nanostructures

4 Structure of Quantum Dots
Georgsson et al. Appl. Phys. Lett. 67, 2981–2983 (1995) K. Jacobi, Prog. Surf. Sci. 71, 185–215 (2003)

5 Stacks of Quantum Dots Goldman, J. Phys. D 37, R163–R178 (2004)

6 Theories of Quantum Dot Formation
Quantum mechanics Accurate, but computationally expensive Molecular dynamics Requires accurate potentials, long simulation times Statistical mechanics and kinetic theory Fast, easy to implement, but need parameters Partial differential equations Large length and long time scales; relation to atomic processes?

7 Size Matters

8 Review: Vvedensky, J. Phys: Condens. Matter 16, R1537 (2004)

9 Basic Atoms-to-Continuum Method

10 Edwards–Wilkinson Model
Edwards and Wilkinson, Proc. Roy. Soc. London Ser. A 381, 17 (1982)

11 The Wolf-Villain Model
Clarke and Vvedensky, Phys. Rev. B 37, 6559 (1988) Wolf and Villain, Europhys. Lett. 13, 389 (1990)

12 Coarse-Graining “Road Map”
renormalization group Macroscopic equation Continuum equations (crossover, scaling, self-organization) Haselwandter and DDV (2005) Lattice Langevin equation KMC simulations exact Chua et al. Phys Rev. E (2005) equivalent analytic Master & Chapman– Kolmogorov equations Lattice rules for growth model formulation

13 Coarse-Graining “Road Map”

14 Renormalization Group Equations

15 Wolf–Villain Model in 1D

16 Wolf–Villain Model in 2D

17 Analysis of Linear Equation

18 Low-Temperature Growth of Ge(001)
Bratland et al., Phys. Rev. B 67, (2003) T = 95–170 ºC F = 0.1 ML/s DGe = 0.6 eV tGe ≈ hours!

19 Model for Quantum Dot Formation
Rb > Ra Rc > Ra Rd < Ra Ratsch, et al., J. Phys. I (France) 6, 575 (1996)

20 KMC Simulations of Quantum Dots
KMC simulations with Random deposition Nearest-neighbor hopping Detachment barriers calculated from Frenkel-Kontorova model Ratsch, et al., J. Phys. I (France) 6, 575 (1996)

21 Basic Lattice Model for Quantum Dots
Random deposition Nearest-neighbor hopping Total barrier to hopping ED = ES + nEN; ES from substrate, EN from each nearest neighbor, n = 0, 1, 2, 3, or 4 Detachment barrier a function of height only: EN = EN(h)

22 PDE for Quantum Dots

23 Numerical Morphology

24 Summary, Conclusions, Future Work
Systematic lattice-to-continuum concurrent multiscale method Ge(001): mechanism responsible for smooth growth early during growth leads to instability at later times Application to simple model of quantum dot formation Applications to other models (Poster: Christoph Haselwandter) Submonolayer growth Systematic treatment of heteroepitaxy More realistic lattice models?


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