Coupled aggregation and sedimentation processes: The sticking probability effect
G. Odriozola,
1
R. Leone,
1
A. Schmitt,
2
A. Moncho-Jorda
´
,
2
and R. Hidalgo-A
´
lvarez
2,
*
1
Departamento de Quı ´mica Fı ´sica y Matema ´tica, Facultad de Quı ´mica, Universidad de la Repu ´blica, 11800 Montevideo, Uruguay
2
Departamento de Fı ´sica Aplicada, Universidad de Granada, Campus de Fuentenueva, E-18071 Granada, Spain
~Received 7 July 2002; revised manuscript received 20 December 2002; published 18 March 2003!
The influence of the sticking probability P and the drift velocity on kinetics and structure formation arising
in coupled aggregation and sedimentation processes was studied by means of simulations. For this purpose, a
large prism with no periodical conditions for the sedimentation direction was considered allowing for sediment
formation at the prism base. The time evolution of the cluster size distribution ~CSD! and weight-average
cluster size ( n
w
) were determined in three different regions of the prism. The cluster morphology and the
sediment structure were also analyzed. We found that the coupled aggregation and sedimentation processes in
the bulk are governed by P for short times, and controlled by the Pe ´clet number Pe for long times. In the lower
part of the reaction volume, where the sediment grows, the local n
w
grows at sufficiently large times analyti-
cally with an exponent of four. This behavior seems to be independent of Pe and P. The obtained results are in
good agreement with the experimental data reported by C. Allain, M. Cloitre, and M. Wafra @Phys. Rev. Lett.
74, 1478 ~1995!# and support the idea of a possible internal cluster rearrangement for the experiments. Finally,
we discuss how the scale dependent fractal character of the sediment is related to the different stages of the
aggregation process.
DOI: 10.1103/PhysRevE.67.031401 PACS number~s!: 82.70.Dd, 61.43.Hv, 02.50.2r
I. INTRODUCTION
Due to its presence in many natural and human-made pro-
cesses, aggregation and sedimentation phenomena arising in
mesoscopic systems have attracted a great deal of interest for
pure science and industrial applications @2,3#. Although they
are frequently found simultaneously and show a cooperative
behavior, it was not until the last few years that scientists
have started to study them as a whole. The reason for that
may lie in the complexity of the equations that govern the
overall process. Hence, it is not surprising that simulations
have turned an important tool for understanding and predict-
ing the behavior of such coupled phenomena.
In the literature, pure irreversible aggregation processes,
i.e., those where neither sedimentation effects nor cluster
breakup take place, have been classified according to the
cluster sticking probability @4–6#. Freely diffusing particles
which always aggregate once they collide are doing so in the
so-called diffusion-limited cluster aggregation ~DLCA! re-
gime @7,8#. The regime in which a large number of collisions
is needed before a new aggregate is formed, is known as
reaction-limited cluster aggregation ~RLCA!@9,10#. The first
regime is characterized by a fast evolving cluster-size distri-
bution ~CSD! and a cluster fractal dimension d
f
close to 1.75
@11–14#. The latter regime develops much slower in time and
is characterized by d
f
52.1 @15,16#.
To the best of our knowledge, all so far reported simula-
tions of coupled aggregation and sedimentation processes
have been performed imposing DLCA conditions @17–20#.
Doing so, Gonzalez found a shift of d
f
to higher values,
which was in good agreement with the experimental results
reported by Allain, Cloitre, and Wafra @1,21,22#. He also pre-
dicts that the critical mass concentration required for gelation
increases for increasing settling effects. In a former paper,
the authors show how the time evolution of the CSD depends
on the position inside the reaction volume and determine
how the sediment grows at the bottom @20#.
In this paper, we lift the imposed DLCA restriction and
study the influence of P on coupled aggregation and sedi-
mentation processes by means of simulations. For this pur-
pose, a large prism with no periodic boundary conditions for
the sedimentation direction was considered, and P as well as
Pe were introduced as free parameters.
II. SIMULATIONS
The simulations were performed off-lattice and on a
square section prism of side L and height H. Inside the prism
volume, N
0
identical particles of radius a were randomly
placed avoiding particle overlap. Two contributions to the
particle movement were considered: a random Brownian mo-
tion and a vertical sedimentation velocity. The time step was
defined by t
0
5l
B
2
/6D
1
, where D
1
5 k
B
T /(6 p h a ) is the
monomer diffusion coefficient, k
B
T is the thermal energy, h
is the solvent viscosity, and l
B
is the Brownian step length.
The monomeric particles are always moved a fixed distance
l
B
in a random direction plus an additional vertical Stokes
contribution due to sedimentation. The step length for the
latter contribution is given by l
S
5v
S
t
0
5l
B
2
Pe/6a , where v
S
52( r 2r
0
) ga
2
/(9 h ) is the Stokes velocity for the mono-
meric particles, r is the particle mass density, r
0
is the fluid
density, g is the gravitational acceleration, and Pe54 p a
4
( r
2r
0
) g /3k
B
T is the Pe
´
clet number. For further details see
Ref. @20#.
When a collision takes place, a random number j uni-
formly distributed in @0,1# is generated and compared with
the given P. The cluster collision is considered effective only
when j , P is verified. Periodic boundary conditions were
imposed for the horizontal directions, x and y. In the settling *Email address: rhidalgo@ugr.es
PHYSICAL REVIEW E 67, 031401 ~2003!
1063-651X/2003/67~3!/031401~5!/$20.00 ©2003 The American Physical Society 67 031401-1