Title: Summary of 4471 Session 4: Numerical Simulations
1Summary 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)
24471 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
3Making 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?
4Comparison of MD and Monte Carlo
5More 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)
6Approximate 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
7Approximate 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
8The 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
9The 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
10The 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
11Embedded 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
12Many-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
13The 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
14Surfaces
- 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
15Importance 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
16Clean 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
17Structure 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
18Structure 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
19Notation 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
20Two-dimensional crystallography
- Five primitive surface nets are possible
Primitive rectangular
Square
Hexagonal
Centred rectangular
Oblique
21Low 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
22Low 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
23Diffraction 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
24Exercises
- 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.
25The 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
26The 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
27The 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
28Difficulties 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
29The 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)
30The 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
31The 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)
32Observations 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?
33Conclusions
- 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