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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