Estimation of Fractal Dimension in Colloidal Gels
Marco Lattuada, Hua Wu, Anwar Hasmy,
†
and Massimo Morbidelli*
Swiss Federal Institute of Technology Zurich, Institute for Chemical- and Bioengineering,
ETH-Ho ¨ nggerberg/HCI, CH-8093 Zurich, Switzerland, and Laboratorio de Fı ´sica Estadı ´stica
de Sistemas Desordenados, Centro de Fı ´sica, IVIC, Apartado 21827,
Caracas 1020A, Venezuela
Received January 9, 2003. In Final Form: May 5, 2003
Gels are complex structures that can be described in terms of the fractal dimension, df, of the clusters
that constitute them. Classical techniques, based on the structure factor obtained through scattering
measurements, provide erroneous values of d
f, which differ from the values estimated from the corresponding
particle-density correlation function. The source of this error is identified in this work, and a procedure
to get the correct value of d
f from experimental scattering data is indicated.
Introduction
Colloidal systems, when aggregating at relatively large
particle volume fractions, may form a continuous three-
dimensional network, usually referred to as a gel. Although
the structure of a gel is highly disordered and complex,
as a first approximation it can be described as a connection
of clusters regarded as fractal objects
1
and therefore
characterized only by one parameter, i.e., the fractal
dimension, d
f
.
Light, X-ray, and neutron scattering are still the most
widely used techniques to determine the fractal dimension
in various systems such as colloidal gels, aerogels, rock,
clay, polymer, and micellar solutions,
2-8
even though other
alternative experimental methods have been proposed,
like microscopy,
9
rheology,
10
permeability measure-
ments.
11
However, the application of scattering techniques
to concentrated systems is still challenging, because of
high turbidity and multiple scattering. In these cases,
one often needs to use a very small sample thickness
3,5-7
or to apply some special techniques to eliminate multiple
scattering.
12
Recently, Lattuada et al.
13
have shown
experimentally that multiple scattering affects only the
magnitude of the scattered light intensity but not the slope
of the log-log plot of the intensity curve. Since d
f
is
estimated from this slope, it can be concluded that multiple
scattering does not affect the estimated d
f
value.
However, besides these practical problems, some evi-
dence has been reported that question whether the fractal
dimension obtained from the scattering structure factor
S(q), which is the only experimentally measurable quan-
tity, is really representative of the cluster structure.
Hasmy et al.
14,15
have recently performed Monte Carlo
(MC) simulations of colloidal gelation inside cubic boxes,
under diffusion-limited cluster aggregation (DLCA) con-
ditions. They obtained the particle-density correlation
function of gels and from this estimated the “true” d
f
value
of the clusters that constitute the gels. The d
f
values
obtained as a function of the particle volume fraction are
shown by the closed squares in Figure 1a. However, when
computing the structure factor through Fourier trans-
formation of the particle-density correlation function and
estimating the d
f
value from the slope of the log-log plot
of the structure factor, values of d
f
substantially smaller
than the “true” ones are obtained. In addition, the so
obtained values, as shown (open squares) in Figure 1a,
decrease as the particle volume fraction increases.
It should be pointed out that since the gel blobs are not
rigorous fractal objects, we actually refer here to effective
fractal dimensions. The fractal dimension estimated from
the particle density correlation function was considered
by Hasmy et al.
14,15
as “true”, because the particle density
correlation function gives the most direct information
about the microstructure of a system. It is also reasonable
on physical grounds that the d
f
value increases with the
particle volume fraction, since it must eventually approach
3 when the particle volume fraction becomes close to the
closest packing threshold (∼0.72).
To verify if the same phenomenon occurs for gels formed
in reaction-limited conditions (RLCA), we have performed
MC simulations under RLCA conditions at several particle
volume fractions and have determined the d
f
values of the
generated gels from both the structure factor and the
particle density correlation function. The results are shown
in Figure 1b, where it can be seen that the situation is
similar to that reported in the case of DLCA gels, i.e. the
d
f
value determined from the particle density correlation
function increases with the particle volume fraction, while
the one determined from the structure factor decreases
as the particle volume fraction increases. In the same
figure are also shown two d
f
values of RLCA gels (closed
circles), determined experimentally from the slope of the
* To whom correspondence should be addressed. Tel: 0041-1-
6323034. E-mail: morbidelli@tech.chem.ethz.ch.
†
IVIC.
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10.1021/la034043f CCC: $25.00 © 2003 American Chemical Society
Published on Web 06/17/2003