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Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter Department of Applied Physics, Caltech
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Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Jan 17, 2016

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Page 1: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Coarse-Grained Theory of Surface Nanostructure Formation

Dimitri D. Vvedensky

The Blackett Laboratory, Imperial College London

Christoph A. Haselwandter

Department of Applied Physics, Caltech

Page 2: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Imperial CollegeLondon

Page 3: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• Systems with many scales• The coarse-graining road map• Renormalization-group trajectories• Transient effects and crossover• Experimental realizations• Extension to the submonolayer regime

Page 4: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• Systems with many scales• The coarse-graining road map• Renormalization-group trajectories• Transient effects and crossover• Experimental realizations• Extension to the submonolayer regime

Page 5: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Multiscale Physics: Turbulence

C. H. K. Williamson, Cornell (Source: http://www.efluids.com)

• Free gliding of delta-wing in water• Fluorescent dye illuminated by laser• Vortices in near field• Turbulence in far field• Both panels have same scale• Energy cascades from large to small scales

Page 6: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Multiscale Physics: Fracture

F. F. Abraham, D. Brodbeck, R. A. Rafey, andW. E. Rudge, Phys. Rev. Lett. 73, 272 (1994).

• 2D simulation of 106- atom system• Bond-breaking at crack tip• Dislocation emission blunts crack tip• Feed-back between atomic and continuum modes

Page 7: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Multiscale Physics: Critical Phenomena2D Ising Model

J. D. Noh, Chungham National University, Korea

Page 8: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Multiscale “Physics”: Medical ImplantsB. Kasemo, Surface Science 500, 656 (2002)

Time Scale

ns

µm

ms

Page 9: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• Systems with many scales• The coarse-graining road map• Renormalization-group trajectories• Transient effects and crossover• Experimental realizations• Extension to the submonolayer regime

Page 10: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

formulationMaster & Chapman-

Kolmogorov equations

Lattice Langevin equation

Hierarchy of equations

KMC simulations

Lattice model

Macroscopic equation

continuum variables

renormalization-group(crossover, scaling,self-organization)

analytic

stable

fixed point

Chua et al., PRE 72, 051103 (2005),C. A. H. & D. D. V., PRE 76, 041115 (2007)

Direct analysis/solution

C. A. H. & D. D. V. PRL, EPL, PRE (2007, 2008)

Coarse-Graining Road Map

Continuum equation

Page 11: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Lattice-to-Continuum Method

“Atomistic” Continuum Equation

Page 12: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Compare atomistic equation directly to computer simulations?

Extract qualitative multiscale surface features via RG analysis…

Continuum Equation for Random Deposition/Diffusion

Page 13: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

The Multiscale Paradigm

M. Scheffler, FHI–Berlin

Page 14: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• The coarse-graining road map

• Renormalization-group trajectories

• Transient effects and crossover

• Experimental realizations

• Extension to the submonolayer regime

Page 15: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Renormalization Group Transformations

Real Space

MomentumSpace

Original System Coarse Graining Rescaling

Page 16: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Renormalization-Group Equations

• Points along RG trajectory constitute a hierarchy of equations.

• RG “weeds out” terms that become irrelevant as the scale is increased, and absorbs their contributions into other terms.

Page 17: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• The coarse-graining road map

• Renormalization-group trajectories

• Transient effects and crossover

• Experimental realizations

• Extension to the submonolayer regime

Page 18: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Stable & Unstable Fixed Points

Page 19: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Initial Conditions & Crossover

Page 20: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• The coarse-graining road map

• Renormalization-group trajectories

• Transient effects and crossover

• Experimental realizations

• Extension to the submonolayer regime

Page 21: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Regimes of Growth

• D/F>>1. Typical MBE conditions.Initially, conserved Mullins-Herring.Submonolayer regime.

• D/F ≈ 1. Diffusion noise diminished in importance. Initially, Mullins-Herring.Al on silicone oil (Fang et al., Thin SolidFilms 517, 3408 (2009)).

• D/F<<1. Growth dominated by shot noise.

Page 22: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Growth on Patterned Substrates. 1.H.-C. Kan et al., Phys. Rev. Lett. 92, 146101 (2004).

KPZ

cVLDS

VLDS

Mound

Page 23: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Growth on Patterned Substrates. 2.H.-C. Kan et al., Phys. Rev. Lett. 92, 146101 (2004).

Experiment KPZ cVLDS

Page 24: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Analysis from Initial Conditions

Page 25: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Outline

• The coarse-graining road map

• Renormalization-group trajectories

• Transient effects and crossover

• Experimental realizations

• Extension to the submonolayer regime

Page 26: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

The Submonolayer Regime

Page 27: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Summary

• Continuum formulation that retains connection to atomistic processes

• Unifies a wide range of experimental scenarios

• Extension to submonolayer regime

• Large-scale morphologies on patterned substrates

Page 28: Coarse-Grained Theory of Surface Nanostructure Formation Dimitri D. Vvedensky The Blackett Laboratory, Imperial College London Christoph A. Haselwandter.

Ongoing and Future Work

• Coarse-graining magnetohydrodynamics• Coarse-grained molecular dynamics