63Analysing surface roughness evolution in thin films
© Woodhead Publishing Limited, 2011
simulations (KMC), usually only a subset of the complete set of processes are
accounted for in a given model. There are a number of papers on nucleation
models simulating these processes. One goal of nucleation models is to
provide information on the maximum island density, N
max
, such as N
max
~
(F/D)
c
, where F is the ux of the growth species, D is the surface diffusivity
of adatoms, and c is a scaling exponent.
Determining c for various processes is one goal of most nucleation studies.
Control of nucleation density is an important key factor in restraining roughness
during homo-epitaxial growth. In order to maintain step-ow growth, the
island density must be kept as small as possible, which requires low F and
large D depending on c. However, when 3D growth of islands becomes
dominant, such a low nucleation density becomes the cause of rough surfaces.
This is because small island density allows large spaces where islands can
grow and results in a rough surface caused by agglomeration of large islands.
We can use nucleation theory to deduce not only island density but also the
dominant processes (Kajikawa et al., 2004a).
The simplest nucleation theory is the deposition-diffusion-aggregation
(DDA) model, which, as its name suggests, includes the processes of
deposition, diffusion, and aggregation. Because review papers describing
nucleation theory have already been published (Venables et al., 1984;
Stoyanov and Kaschiev, 1981; Ratsch and Venables, 2003), in this chapter
we review theoretical efforts to model deposition, diffusion, aggregation
and other complex elementary processes such as island migration and defect
trapping. Although understanding of such elementary processes can be used
as a basis for understanding the root cause of roughness evolution during
homo-epitaxial growth, it is not possible with current nucleation models
to simultaneously include all the physical processes that can take place.
Therefore, we review indices for determining which processes are active in
a given system and therefore must be included in a corresponding model.
The following models focus mainly on homo-epitaxial growth. However, it is
possible to obtain a fundamental understanding of the elementary processes
relating to other types of lm growth (e.g. hetero-epitaxial and non-epitaxial
growth) which determine the morphology of deposited lms.
Deposition-diffusion-aggregation (DDA) model
The DDA model assumes that growing species adsorb onto a surface,
diffuse, and then collide with other adatoms to create stable islands. A
phenomenological version of the DDA model has already been described
in the literature (Villain et al., 1992; Jensen et al., 1997, 1998), and is
summarized in the following.
The adatom density, r, is determined by a balance between deposition
and capture by islands, so that
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