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Summary of 4471 Session 4: Numerical Simulations

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Title: Summary of 4471 Session 4: Numerical Simulations


1
Summary of 4471 Session 4Numerical Simulations
  • Methods for representing interactions between
    atoms
  • Simple empirical methods (e.g. pair interactions)
  • First-principles techniques (e.g. Hartree-Fock,
    Density Functional Theory)
  • Methods for extracting information once the
    atomic interactions are known
  • Static calculations (minimise total energy)
  • Molecular dynamics (follow Newtons laws)
  • Monte Carlo methods (use random sample to mimic
    equilibrium ensemble)

2
4471 Session 5Surfaces
  • Simulation methods
  • Extracting information from Monte Carlo
  • Comparison of Monte Carlo vs MD
  • Interatomic interactions beyond the
    pair-interaction approximation
  • Ordered surfaces and their structures
  • Break
  • Reactivity and reconstructions of surfaces the
    (001) surface of silicon as an example

3
Making use of Monte Carlo
  • To think about given a sequence of
    configurations generated by the Metropolis
    algorithm, how would you find
  • The mean energy of the system?
  • An estimate for the statistical error in the
    energy?
  • The pair correlation function?
  • The heat capacity?
  • The free energy?

4
Comparison of MD and Monte Carlo
5
More on interatomic interactions
  • Often need some middle ground between a simple
    pair potential and a full first-principles
    calculation
  • Especially useful for semi-quantitative
    understanding of structural properties and trends
    (as in this course)
  • Make use of approximations to density functional
    theory (can also derive some approximations to
    Hartree-Fock theory)

6
Approximate charge densities and tight-binding
models
  • Approximate full charge density by superposition
    of reference atomic-like charge densities (with
    error ??(r))
  • Then one can show, using the variational
    principle of density functional theory, that the
    effective interatomic potential can be
    approximated to order by (??)2 by

?(r)


r
7
Approximate charge densities and tight-binding
models
  • .where the one-electron energies ?n come from
    solving a tight-binding model of the electronic
    structure for the outermost (valence) electrons.
  • ...and the UIJ are repulsive pair interactions
    between the atomic cores.
  • NOTE in this formula we do not need to correct
    any error from the double counting of
    electron-electron interactions (see references
    for why not)

Localised (fixed) basis functions
Hopping amplitude between states i and j
On-site energy of state i
8
The Moments Theorem
  • Now relate changes in the tight-binding
    eigenvalues directly to the local bonding
    environment of the atoms
  • Define a total density of states, and its
    projection on a local atomic state i, by
  • Moments of this density of states defined by

9
The Moments Theorem (2)
  • Suppose H contains only near-neighbour
    interactions
  • Counts the number of ways of starting at the site
    of i and hopping from neighbour to neighbour to
    return there after exactly n hops

4 routes to nearest neighbours and back so second
moment 4t2
10
The Moments Theorem (3)
N(E)
  • The standard deviation (measure of width of a
    band) is given by
  • For a partially filled band (metallic structure),
    cohesive energy depends on (number of
    neighbours)1/2

E
EF
Empty states
Filled states
Wider band ? filled states lower in energy
relative to average, so more stable
11
Embedded atom potentials (metals)
  • One route to incorporate this embedded atom
    potentials in which

Embedding term
Pair potential
I
Atomic density from J on I site
12
Many-body potentials (semiconductors)
  • By a similar route can derive angularly-dependent
    potentials for covalent sp3-bonded semiconductors

Bond energy h hybridization energy between
hybrid orbitals on I and J, ?bond order (excess
of bonding over antibonding character) -
sensitive to atomic environment (e.g. bond angles
as well as bond lengths)
Core repulsion
Energy to promote atom to sp3 bonding
configuration
13
The promotion energy for Si
  • Free atom has one s state (containing two
    electrons) and three p states (containing two
    electrons between them), energy 2Es 2Ep
  • In bonding state has four sp3 hybrid orbitals
    each with energy (Es3Ep)/4, so total energy is
    (Es3Ep)
  • Promotion energy Es-Ep

Ep
Es
(Es3Ep)/4
14
Surfaces
  • Why are surfaces important?
  • Structure of crystalline surfaces and an
    experimental method of structure determination
  • Low Energy Electron Diffraction (LEED)
  • Driving forces for surface reconstructions - the
    Si(001) surface as an example

15
Importance of surfaces
  • Surfaces are reactive and important as
    heterogeneous catalysts (e.g. in
  • Surfaces are important in the growth of materials
    (e.g. silicon growth from the melt in the
    semiconductor industry)
  • Surfaces are important in the processing of
    materials
  • Surfaces provide a foundation for the fabrication
    of nanoscale structures and devices

16
Clean surfaces - a caution
  • Surfaces tend to be strongly reactive
  • Even in a very good vacuum, atoms or molecules in
    the gas phase will tend to attach to the surface
  • To get remotely clean surfaces must work in
    Ultra High Vacuum (pressure 10-13 atmospheres)
  • Be careful (obviously) about extrapolating any
    results from this region to surfaces in contact
    with ordinary gas or liquid pressures
  • Also, defects from the bulk will often diffuse
    preferentially to the surface, so even a clean
    surface is seldom ideal

17
Structure of Surfaces
  • Simplest model of the surface of a crystal cut
    the material along a lattice plane and remove
    half the atoms, leaving the others behind

(hkl) plane
18
Structure of crystal surfaces
  • Simplest model of the surface of a crystal cut
    the material along a lattice plane and remove
    half the atoms, leaving the others behind
  • If the plane (hkl) is rational, then the
    resulting surface is still periodic
  • Lattice vectors are the same as those of the
    truncated bulk structure, but these may be
    increased by displacements of the atoms
    (reconstructions)
  • Stoichiometry may not be the same as that of
    truncated bulk structure can lose (or gain)
    atoms to or from bulk

19
Notation for surface structures
  • Reconstructions occur because the surface
    environment for atoms is very different from the
    bulk
  • Usual notation
  • Works provided the angles of the surface and bulk
    lattices are the same if not, must use a more
    general matrix notation (see Zangwill)

Rotation of surface unit cell with respect to
bulk by angle ?
Lattice plane used to create surface
Factors by which lattice vectors increase on
reconstruction
20
Two-dimensional crystallography
  • Five primitive surface nets are possible

Primitive rectangular
Square
Hexagonal
Centred rectangular
Oblique
21
Low energy electron diffraction (LEED)
Electron gun
  • One of the most natural surface-sensitive
    scattering techniques
  • Low energy electron beam (energy 20 - 300 eV)
  • Surface sensitive because
  • inelastic mean free path very short
  • very strong backscattering by surface layers

Retarding grids
Sample
Detecting screen
22
Low energy electron diffraction (LEED)
Electron gun
  • Negative potential difference between first and
    second grid decelarates electrons
  • Allows only elastically scattered electrons to
    penetrate to screen
  • Screen held at positive potential to accelerate
    electrons onto it

Retarding grids
e-
Sample
Detecting screen
23
Diffraction conditions for LEED
  • An ordered surface still has two-dimensional
    crystalline order
  • Component of scattering vector in the surface
    plane must be a reciprocal lattice vector G of
    the surface structure
  • No constraints on scattering vector normal to
    surface plane

(01)
(00)
(02)
Ewald sphere
Reciprocal lattice rods
24
Exercises
  • Why is the centred square net not listed as a
    separate type?
  • What are the surface periodicities of a (001)
    surface of
  • a bcc structure?
  • an fcc structure?
  • If the cubic lattice constant is a in each case,
    sketch the surface reciprocal lattices, and hence
    the LEED patterns you would expect.
  • What LEED pattern would you expect from a centred
    rectangular net with rectangular cell sides a and
    b?
  • Prove the conditions on K stated in the previous
    slide, on the assumption that the scattered
    electrons experience a potential with the same
    periodicity of the surface.

25
The Si(001) surface an example
001
  • The most technologically important of all
    semiconductor surfaces (used in most
    semiconductor growth)
  • Unreconstructed surface has two dangling bonds
    on each atom from the removal of the next layer
    up, each having one unpaired electron
  • Give rise to two surface bands with one electron
    per band, so surface is metallic

26
The Si(001) surface an example
001
  • This situation is highly unstable
  • Atoms gain energy by dimerising - each atom uses
    up one of its dangling bonds to form a covalent
    bond with a neighbour
  • The bonding energy gained more than compensates
    for the strain energy involved
  • Get a reconstruction with rows of dimers along
    the surface the Si(001)-2?1 reconstruction

110
110
27
The Si(001) surface an example
  • LEED pattern changes from (1?1) to (2?1)
  • In reality almost always have multiple domains on
    surface, in which the dimer rows run in different
    directions
  • Resulting LEED pattern is a superposition of
    those from the separate domains

Unreconstructed surface
Single-domain (2?1) surface
Multi-domain (2?1) surface
28
Difficulties with interpretation of LEED
  • Multiple electron scattering events are very
    likely in LEED (in contrast to the situation for
    X-ray or neutron scattering)
  • This means the single-scattering theory (Born
    approximation) used for other diffraction
    techniques cannot be applied to LEED
  • Need a full dynamical theory of the electron
    scattering

29
The Si(001) surface refinements
  • If the dimers are flat, the dangling bonds
    remaining on the two atoms are equivalent (and
    therefore degenerate)
  • Could lower overall energy if one dangling bond
    acquired lower energy, so both electrons reside
    on it (even at expense of raising energy of other
    state)

30
The Si(001) surface refinements
  • This happens if the dimers tilt
  • The up atom moves closer to the ideal
    tetrahedral bonding pattern of sp3 hybridisation
  • Its dangling bond becomes lower in energy, and
    the atom is negatively charged
  • The down atom moves closer to sp2 bonding, so
    its dangling bond rises in energy and it becomes
    positively charged

31
The Si(001) surface refinements
  • Neighbouring dimers along a row prefer to tilt in
    opposite directions
  • Gives rise to two structures when coupling to the
    next dimer row is included the (2?2) and the
    centred (4?2)

110
110
up atom
down atom
110
110
110
110
(2?2)
c(4?2)
32
Observations of tilted dimers
  • Observe this in scanning tunnelling microscopy
    (STM) near defects or at low temperatures
  • To think about why is it not seen on a
    defect-free region of surface at room temperature?

33
Conclusions
  • Possible to derive relatively simple interatomic
    potentials, beyond the pair-potential
    approximation, by using modern techniques of
    electronic structure theory
  • Structure of ordered surfaces and its
    determination by LEED
  • Driving forces for reconstruction the Si(001)
    surface as an example
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