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Off-lattice Kinetic Monte Carlo simulations of strained hetero-epitaxial growth Theoretische Physik und Astrophysik & Sonderforschungsbereich 410 Julius-Maximilians-Universität Würzburg Am Hubland, D-97074 Würzburg, Germany http://theorie.physik.uni-wuerzburg.de/~biehl {~much} Mathematics and Computing Science Intelligent Systems Rijksuniversiteit Groningen, Postbus 800, NL-9700 AV Groningen, The Netherlands biehl@cs.rug.nl Michael Biehl Florian Much, Christian Vey, Martin Ahr, Wolfgang Kinzel MFO Mini-Workshop on Multiscale Modeling in Epitaxial Growth, Oberwolfach 2004
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Hetero-epitaxial crystal growth - mismatched adsorbate/substrate lattice - model: simple pair interactions, 1+1 dim. growth - off-lattice KMC method Stranski-Krastanov growth - self-assembled islands, SK-transition - kinetic / stationary wetting layer - mismatch-controlled island properties Summary and outlook Outline Formation of dislocations - characteristic layer thickness - relaxation of adsorbate lattice constant
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Molecular Beam Epitaxy ( MBE ) control parameters: deposition rate substrate temperature T ultra high vacuum directed deposition of adsorbate material(s) onto a substrate crystal oven UHV T
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Hetero-epitaxy lattice constants A adsorbate S substrate mismatch different materials involved in the growth process, frequent case: substrate and adsorbate with identical crystal structure, but initial coherent growth undisturbed adsorbate enforced in first layers far from the substrate dislocations, lattice defects SS AA strain relief island and mound formation hindered layered growth self-assembled 3d structures AA SS and/or
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Modelling/simulation of mismatch effects Ball and spring KMC models, e.g. [Madhukar, 1983] activation energy for diffusion jumps: E = E bond - E strain bond counting elastic energy continuous variation of particle distances, but within preserved (substrate) lattice topology, excludes defects, dislocations e.g.: monolayer islands [Meixner, Schöll, Shchukin, Bimberg, PRL 87 (2001) 236101] SOS lattice gas : binding energies, barriers continuum theory: elastic energy for given configurations Lattice gas + elasticity theory: Molecular Dynamics limited system sizes / time scales, e.g. [Dong et al., 1998]
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continuous space Monte Carlo based on empirical pair-potentials, rates determined by energies of the binding states e.g. [Plotz, Hingerl, Sitter, 1992], [Kew, Wilby, Vvedensky, 1994] off-lattice Kinetic Monte Carlo evaluation of energy barriers in each given configuration [D. Wolf, A. Schindler (PhD thesis Duisburg, 1999) e.g. effects of (mechanical) strain in epitaxial growth, diffusion barriers, formation of dislocations
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A simple lattice mismatched system continuous particle positions, without pre-defined lattice equilibrium distance o short range: U ij 0 for r ij > 3 o substrate-substrate U S, S adsorbate-adsorbate substrate- adsorbate, e.g. U A, A lattice mismatch qualitative features of hetero-epitaxy, investigation of strain effects example: Lennard-Jones system
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KMC simulations of the LJ-system - deposition of adsorbate particles with rate R d [ML/s] - diffusion of mobile atoms with Arrhenius rate simplification: for all diffusion events - preparation of (here: one-dimensional) substrate with fixed bottom layer
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Evaluation of activation energies by Molecular Statics virtual moves of a particle, e.g. along x minimization of potential energy w.r.t. all other coordinates (including all other particles!) e.g. hopping diffusion binding energy E b (minimum) transition state energy E t (saddle) diffusion barrier E = E t - E b Schwoebel barrier E s possible simplifications: cut-off potential at 3 o frozen crystal approximation
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KMC simulations of the LJ-system - deposition of adsorbate particles with rate R d [ML/s] - diffusion of mobile atoms with Arrhenius rate simplification: for all diffusion events - preparation of (here: one-dimensional) substrate with fixed bottom layer - avoid accumulation of artificial strain energy (inaccuracies, frozen crystal) by (local) minimization of total potential energy all particles after each microscopic event with respect to particles in a 3 o neighborhood of latest event
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Simulation of dislocations dislokationen · deposition rate R d = 1 ML / s · substrate temperature T = 450 K · lattice mismatch -15% +11% · system sizes L=100,..., 800 (# of particles per substrate layer) · interactions U S =U A =U AS diffusion barrier E 1 eV for =0 · 6... 11 layers of substrate particles, bottom layer immobile = 6 % = 10 % large misfits: dislocations at the substrate/adsorbate interface (grey level: deviation from A,S, light: compression )
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Critical film thickness small misfits: - initial growth of adsorbate coherent with the substrate h c vs. | | solid lines: <0: a * =0.15 >0: a * =0.05 adsorbate under compression, earlier dislocations =- 4 % - sudden appearance of dislocations at a film thickness h c experimental results (semiconductors): misfit-dependence h c = a * | | -3/2
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re-scaled film thickness vertical lattice spacing KMC - Pseudomorphic growth up to film thickness -3/2 enlarged vertical lattice constant in the adsorbate - Relaxation of the lattice constant above dislocations qualitatively the same: 6-12-, m-n-, Morsepotential [F. Much, C. Vey] ZnSe / GaAs, in situ x-ray diffraction = 0.31% [A. Bader, J. Geurts, R. Neder] SFB-410, Würzburg, in preparation Critical film thickness
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experimental results for various II-VI semiconductors -3/2 Matthews, Blakeslee
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Stranski-Krastanov growth experimental observation ( Ge/Si, InAs/GeAs, PbSe/PbTe, CdSe/ZnSe, PTCDA/Ag) deposition of a few ML adsorbate material with lattice mismatch, typically 0 % < 7 % PbSe on PbTe(111) hetero-epitaxy G. Springholz et al., Linz/Austria potential route for the fabrication of self-assembled quantum dots desired properties: ( applications) - dislocation free - narrow size distribution - well-defined shape - spatial ordering - initial adsorbate wetting layer of characteristic thickness - sudden transition from 2d to 3d islands (SK-transition) - separated 3d islands upon a (reduced) persisting wetting layer
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Stranski-Krastanov growth S-K growth observed in very different materials hope: fundamental mechanism can be identified by investigation of very simple model systems L J pair potential, 1+1 spatial dimensions modification: Schwoebel barrier removed by hand single out strain as the cause of island formation small misfit, e.g. = 4% deposition of a few ML dislocation free growth Simple off-lattice model: U S > U AS > U A favors wetting layer formation
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Stranski-Krastanov growth aspect ratio 2:1 - kinetic WL h w * 2 ML growth: deposition + WL particles splitting of larger structures - stationary WL h w 1 ML U S = 1 eV, U A = 0.74 eV R d = 7 ML/s T = 500 K AA SS mean distance from neighbor atoms = 4 % self-assembled quantum dots dislocation free multilayer islands
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Nature of the SK-transition -thermodynamic instability ? Island size ~ -2 - triggered by segregation and/or intermixing effects ? e.g. InAs/GaAs [Cullis et al.] [Heyn et al.] reduced effective misfit concentration and strain gradient - kinetic effects, strain induced diffusion properties ? PTCDA / Ag ? [Chkoda et al., Chem Phys. Lett. 371, 2004]
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Adsorbate adatom diffusion on the surface slow on the substrate fast on the wetting layer U AS E [eV] substrate WL (1) (2) - qualitatively as, e.g., for Ge on Si [B. Voigtländer et al.] - stabilizing effect: favors existence of a wetting layer - LJ-potential: no further decrease for more than 3 WL, limited (stationary) wetting layer thickness
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Adsorbate adatom diffusion on the surface single adatom on a (partially) relaxed island on top of 1 WL base: 24 particles, height h ML position above island base diffusion bias towards the center stabilizes existing islands energy barrier (hops to the left) 1 3 5 island height (on relaxed ads.) (on 1 WL)
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Determination of the kinetic wetting layer thickness analogous to experiment: end of layer-by-layer roughness oscillations or: (3rd and 4th layer) island density vs. coverage fit: = o ( – h w * ) simulations: R d =3.5 ML/s, T=500 K = o ( – h w * ) 1.5, h w * 2.1 ML R d =3.5 ML/s, T=500 K = 4 % [ Leonard et al., Phys. Rev. B 50 (1994) 11687 ] experiment: InAs on GeAs hw*=hw*= [ML]
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Kinetic wetting layer thickness h w * grows with - increasing flux - decreasing temperature U S = 1 eV U A = 0.74 eV = 4 % h w * [ML] T= 480 K T= 500 K h w * = h o ( R d / R up ) 0.2 Fit (500K): R up island formation triggered by significant rate R up for upward moves at the 2d-3d transition [ J. Johansson, W. Seifert, J. Cryst. Growth 234 (2002) 132 ]
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Characterization of islands saturation behavior: island properties depend only on density base length b distance d become constant and T-independent for large enough deposition rate R d T=500 K T=480 K = 4 % b b d T=500 K T=480 K 0.01 0.03 T=500 K T=480 K 0.02 30 50 70
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R d = 7 ML/s T = 500 K # of islands Characterization of islands saturation behavior: island properties depend only on density base length b distance d become constant and T-independent for large enough deposition rate R d T=500 K T=480 K = 4 % b b b -1 length scale -1 introduced by S A
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Summary Method off-lattice Kinetic Monte Carlo Dislocations characteristic length -1, critical layer thickness -3/2 Stranski-Krastanov growth strain induced formation of mounds, kinetic / stationary wetting layer large deposition rates: misfit controlled island density, size b -1 SK-transition: slow diffusion on the substrate significant rate for upward jumps fast diffusion on the wetting layer diff. bias towards island centers application: simple model of hetero-epitaxy
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Outlook interaction potentials, lattices universality (Morse, mn-Potentials) material specific (e.g. RGL-Potentials) simulations 2+1 dimensional growth Stranski-Krastanov growth: - island formation mechanism for <0 ? - spatial distribution of islands - long time behavior, e.g. annealing / ripening after deposition - kinetic vs. equilibrium dots, e.g. b -2 for R d 0 ? Growth modes - Volmer-Weber growth for ? U AS < U A - Layer-by-layer growth for small misfit ?
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