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Structure and Thermodynamics of Solutions of Colloids interacting
through Yukawa or Lu- Marlow Potentials using Computer
Simulation
K. Elhasnaoui*
, A. Maaroouf *
Abstract
In this article, we used an expression described by Lu and Marlow, which
takes into account the finite size of the particles. To test this potential, we have
calculated the structure factor. As a method, we use the variational method
based on the Gibbs-Bogoliubov inequality. The resulting theoretical structure
factors obtained are found to be in a good agreement with the experimental
data of Grüner and Lehmann, which justified the interest in introducing such
a potential.
Keywords: Computer simulations, colloids, pair potential, structure factor,
Structure, Thermodynamics variational method.
Introduction
A common and basic representation of a
suspension of colloid is that of charged
polystyrene latex spheres immersed in an aqueous
medium.1
Many studies have been devoted to the
study of the structure of these colloids. The
associated structure factor is similar to those of the
simple liquids, with a pronounced peak first,
which is becoming increasingly important and
moves to a larger values of the wave vector
transfer, when the concentration increases. This
similarity with atomic systems allows the physical
colloidal suspensions to be treated in terms of
effective pair potential. In very dilute suspensions
colloidal, particle interactions are absent, whereas
in more concentrated solutions, interaction effects
become significant and therefore, can be treated
using the approximation of a modified Debye-
Hückel.2
In order to study the structure, we used a
traditional repulsive potential Verwey and an
Overbeek, which came from the mutual interaction
of electrical double layers surrounding each
particle, and a new form of the attractive van der
Waals potential described by Lu and Marlow.3
The main advantage of this attractive potential is
that it is proportional to the inverse sixth power of
the distance, for large separations, and in addition,
it involves the size of the particles, which justifies
its importance.
Interparticle potential
Before considering the interparticle potential, we
first define the system to be studied. These
polystyrene spheres are immersed in an aqueous
medium. The sulfonic acid groups are ionized by
contact with water and then produce negative
charges which are located on the surface of the
spheres. The interactions between these spheres
are foiled against by the presence of positively
charged ions in the solution. This is identical to the
shielding of impurities in an electron gas
processed in the Thomas-Fermi approximation. If
the solution is very dilute, interactions between
colloids can be treated by the Debye-Huckel
approximation. By contrast, the suspensions of
polystyrene spheres of finite size, the electrostatic
repulsion between the electrical double layers
around these areas are so high that the linear
approximation of the Debye-Hückel theory
becomes inadequate and must be changed. Thus,
the potential for these electrostatic interactions of
colloidal systems can be described by the
following expression-
r
e
ka
eeZ
rU
krka
DH









2
0
22
1
)(

(1)
Where r is the distance between the centers of two
spheres interaction (common load Ze , e is the
elementary charge of an electron),
*
LPPPC, Sciences Faculty Ben M’sik, P.O.Box 7955, Casablanca, (Morocco)
Correspondence to: Mr. K. Elhasnaoui, LPPPC, Sciences Faculty Ben M’sik, P.O.Box 7955, Casablanca, (Morocco).
E- mail: elhasnaouikhalid@gmail.com
5 Elhasnaoui K et al.
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
2
0
2
2 4
i
i
i
B
Zn
Tk
e
k 


(2)
Here T is the absolute temperature,
Bk is the Boltzmann constant,
 is the relative dielectric constant of the water,
and
in is the number density of particles
participating in the common Zi load screening.
So, this model involves several parameters
 anZT ii ,,,, that control the interaction
force between particles. In fact, these parameters
do not have the same importance. If the
temperature T and  dielectric constant of
aqueous media are readily determined, T the
product was not a relevant amount, because it
slowly decreases when T is increasing. The
charge of the spheres Z increases with the area
of the surface of the spheres, and varies
according to the preparation of these spheres.
Although the load is usually of the order of
1000, it is not measured accurately, but
determined by adjusting certain properties of the
measured system. In some cases, the smaller
particles have the largest effective charge. The
most critical parameters are the radius of the
spheres a and the number density in . If they are
not added to the electrolyte solution, the
solutions of ions are the only ones against the
hydrogen ions H+. To simplify the model, we
assumed that all areas are the same. Thus, the
only components of the system are the spheres
against the negatively charged ions and
positively charged, respectively density Sn and
cn number. The condition of electro neutrality
is:
0S Cn Z n  (3)
Where Z is the charge of the spheres.
When this charge is very important 1Z the
screening parameter Debye-Huckel k will be
given by:
2
2 2
0
4
S
B
e
k n Z
k T


 (4)
Increasing the density of the spheres or the
addition of an electrolyte (or salt) results in a
significant electrostatic shielding, and thus the
attractive van der Waals forces become dominant
in a large and intermediate interparticle distances.
These dispersion forces can play a major role in
many phenomena, such as irreversible
coagulation. Here, we used a new expression for
the potential of van der Waals proposed given by
Lu and Marlow, 3
and that takes into account the
effect of finite particle size. This potential has all
the characteristics of a semi-empirical potential
Van der Waals. Even if it was applied only to
ordinary molecules, it can be used universally in
the following form:
)()( 66
6
rf
r
C
rU LM
 (5)
where 6C is a frequency integration of the
polarization density function and the so- called
nonretarded distance damping function 6 ( )f r is:4
(6)
Here 1a and 2a are two parameters that
characterize the atomic or molecular size in
the case of atoms or small molecules. In this
article, 1a and 2a are set equal since the
considered condensed bodies are always
composed of the same kind of molecules.
For simplicity, let a1 = a2 = a
(7)
2
2
1 1
1 1
3 2
( ) ,6 2
2 3
2 1 1
1 1
3 2 4
r
r r ae
a a
f r
r
r r r ae
a a a
   

   
                
 
       
              
 
2
2
6
1
2 3
2
1
1 1
, 1 1
3 2
2 1 1
1 1 .
3 2 4
j
j
r
a
j
j j j
r
a
j j j j
r r
f r a e
a a
r r r
e
a a a




   
             
     
                  


Elhasnaoui K et al. 6
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
When the distance r tends to infinity, the
function )(6 rf tends to 1 and )(rU LM
tends
asymptotically to 6
6
r
c
 according to plan, but
6
6
72
)0(
a
C
rU LM
 , which shows that
the potential is finite for any long distance, while
for extremely short distance, it is larger than the
electrostatic repulsion. The grouping together of
the two potentials of interaction leads to a
minimum adjacent at the point ar 2 .
Figure 1.The allure of potential Lu and Marlow depending on the distance renormalized x r 
Figure 2.Correlation function with a Lu- Marlow potential using integral equation theory with
8 3
  0.3795.10n nm
 

Variational method
The variational method of Mansoori et al. has
proven that it can be a fruitful way to estimate the
thermodynamic properties of fluids. 5, 6
Let us write
the Hamiltonian of the particles, H, as the sum of:
HHH R  (8)
where RH is the Hamiltonian of a system of
reference, and H is the difference
RHHH  .
7 Elhasnaoui K et al.
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
The Gibbs-Bogoliubov inequality associated with
the variational method, in terms of the Helmholtz
free energy F of the real system, is written as:
RRR HHFF  (9)
Here, F is the actual free energy of colloidal
system under investigation,
RF is the free energy of a reference system, and
RRHH  contribution accounts for the mean
interaction potential difference between the real
and the reference system.
In this work, we have chosen a reference system
for which the Helmholtz free energy is easy to
determine which is close enough to the real
system, to provide a good estimate of .This free
energy system F is the system of hard spheres
(HS) with diameter . What constitutes a good
approximation for the thermodynamic and
structural properties. Under these conditions, the
above inequality takes the following explicit form:
      drrrUr
HS
gn
HS
FF 2;2  
Where  rU is the sum of the repulsive
electrostatic  rU DH
potential and the attractive
potential of van der Waals or Lu-Malow potential
 rU LM
, previously defined in the inequality (9)
represents the correlation function of HS pair. The
above integral is calculable numerically, using the
classical algorithm by Throop and Bearman,
including corrections given by Verlet and Weis.
Moreover, the free energy of the system HS, has
an analytical expression: 7
      
 2
1
2
2
3
1ln





 TkF BHS (11)
Here,  denotes the packing fraction, which is
related to the diameter  of the HS and the
number n density by the relationship:
3
6
1
 n (12)
Note that the number density n is that of
polystyrene spheres. However and  are
parameters of the reference system HS, different
from the actual colloidal system, having the
effective volume fraction  given by the
following equation as the parameter:
3
3
4
na  (13)
The diameter  of the HS is selected as a
variational parameter. The upper bound of the free
energy can be obtained by simply varying ,
to obtain the minimum of the right side of
inequality Gibbs-Bogolyubov, relation (9). The
kinetic energy and the entropy term of polystyrene
spheres are neglected in the expression for the free
energy as they are constant.
The variational method can be applied in such a
simple way for liquids. While for charged
colloidal suspensions, a significant change in
potential must be done to get the smallest upper
bound of the Helmholtz free energy. Different
approaches have been used to fix the potential. In
this work, we have adopted the process of
rescheduling. It is established that the structure
factors determined with the MSA (Mean Spherical
Approximation)8
: This is an amendment proposed
by Lebowitz and Percus closure. It treats the fluids
spherical particles acting on each other by a
potential which contains both a strongly repelling
portion short- range and low long- range attractive
part. MSA are in a good agreement with
experimental results for concentrated micellar
solutions, as they are not for systems of low
density, such as polystyrene spheres loaded.
However, to implement the MSA to colloidal
suspensions, Hayter and Hansen 9, 10
proposed a
rescheduling process, which is a generalization of
prescription introduced by Gillan for the plasma
component, based on the following argument:
 Increased electrostatic repulsion at very short
distances between the particles is virtual,
since it never gets at closer distances.
 The  diameter is much larger than the
actual diameter of polystyrene spheres a2 ,
and the correlation function is zero for
r , so the pair remains substantially
small for  the closest distance.
This means that the hard polystyrene spheres have
no significant role in determining the structure.
For this reason, Hansen and Hayter have suggested
increasing the diameter of the spheres from its real
value a2 to the effective diameter , keeping the
potential constant. The rescaled diameter increases
the effective, which is a complicated function
F
 10
Elhasnaoui K et al. 8
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
depending on an, et Z , and which is expressed as
volume fraction, and the MSA becomes more
accurate. The rescheduling process is
characterized by the potential parameters and with
a parameter, which is a complicated function
depending on an, et Z , and expressed as:
   n
Z
s
1
(14)
Where  and  are two constants.
The useful expression of the Gibbs-Bogolyubov
inequality for colloidal systems thus becomes:
      drrrUrgnFF T
HSHS
2
;;2  
with
     srUsrUsrU LMDH
;;; 
The solution of this inequality is that the
minimization of the free energy with the respect to
the diameter is made numerically. Thus, one
gets all the thermodynamic and the structural
properties of the system in question.
Results and Discussion
Before presenting the model parameters and the
results, we briefly review the experimental results
of Grüner and Lehmann (GL).11
The experiments
were conducted at the room temperature
 KT 298 , with polystyrene spheres of radius
nma 45 , disposed in the dielectric constant of
water . The values T and were
known with good accuracy, and the variation of
the radius of the spheres is estimated at 5%, but
the values of the density and the charge are not
accurate. The five densities for the sample to be
studied are known precisely. It must be treated
with caution, because the densities that are
measured by GL are higher than those announced
by the manufacturer by a factor of nearly 1.5. In
our work, we used those which were used by GL,
for which our results coincide with those of
experiments.
Concerning the charge, it was assessed to be
1501000 , using the pH , but it is well known
that the surface charge of the spheres must be
renormalized around 200 or 300. In our
calculations, we used a linear variation of the
effective charge Z varies 180 for the less dense
280 for denser suspensions, as has been suggested
by Grimson.12
This brief analysis of the
experimental conditions allowed us to see the role
of each parameter for characterizing the
electrostatic repulsion. Now to count the attractive
van der Waals interaction, we need to choose a
value for the parameter, 6C which is not easy to
determine as it depends on the properties of the
particles and the medium of dispersion. At this
stage of our study, we found for all densities
studied  67
6 105.1 JnmC 
 , so that the depth
of the potential well either 0.5 BK T . In table
1, we have presented the main characteristics of
structure factors calculated with the systems of
hard spheres as a reference system. We have found
that there is good agreement between the
experimental structure factors and those
calculated, in position maxq and the height
 maxqS of the first peak, for different values of
density. But there is a disagreement  0S between
the experimental value and calculated value. To
solve this, we use the random phase approximation
of the Random Phase Approximation (RPA),
which is an approximation method in condensed
matter and nuclear physics. It was introduced by
David Bohm and David Pines as an important
outcome in a series of 1952 and 1953 founding.
For decades, physicists have tried to incorporate
the effect of the microscopic quantum mechanical
interactions between electrons in the theory of
material, of which the results are shown in table 2.
The results with the RPA are in good agreement
with the experimental results, for low values of the
wave vector transfer.
 38
/10 m
n

  nm  maxS q
HS
 maxS q
Exp
 15
10 
cm
qHS
 15
10 
cm
qEXP
 HS
S 0  EXP
S 0
0.3795 0.328 548.6 1.63 1.62 1.17 1.16 0.07 0.30
0.7590 0.374 454.9 1.87 1.87 1.45 1.37 0.05 0.23
1.1385 0.398 405.7 2.03 2.03 1.63 1.63 0.04 0.14
1.5180 0.430 378.2 2.30 2.30 1.78 1.73 0.03 0.11
1.8975 0.481 364.5 2.92 2.9 1.89 1.91 0.02 0.07
Table 1.Characteristics of structure factors with HS for five densities compared with experimental results

54.78
9 Elhasnaoui K et al.
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
Table 2.Characteristics of structure factors with the RPA for the five densities compared with
experimental results
The comparison between theoretical and
experimental data of the structure factors for the
five densities studied is shown in fig. [3-7].Avec
HS we played well the first peak  qS , in
position and height, and this for all densities
studied. But for small values of the wave vector
transfer q , the results obtained with the RPA are
close to the experience as those of HS.
Figure 3.Comparison between the experimental structure factors (OOO) those determined with HS (-)
and with RPA (- - -), for the density:
8 3
0.3795 10n nm

 
Figure 4.Comparison between the experimental structure factors (OOO) and those determined with HS
(-) and with RPA (- - -), for the density:
8 3
0.7590 10n nm

 
 38
/10 m
n

  nm  maxS q
RPA
 ExpS q
Max  15
10
RPA
cm
q

 15
10
EXP
cm
q

 RPA
S 0  EXP
S 0
0.3795 0.263 509.4 1.57 1.62 1.21 1.16 0.30 0.30
0.7590 0.320 431.7 2.11 1.87 1.46 1.37 0.23 0.23
1.1385 0.346 387.2 2.60 2.03 1.63 1.63 0.14 0.14
1.5180 0.375 361.3 3.34 2.30 1.78 1.73 0.11 0.11
1.8975 0.378 364.5 3.62 2.9 1.92 1.91 0.06 0.07
Elhasnaoui K et al. 10
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
Figure 5.Comparison between the experimental structure factors (OOO) and those determined with HS
(-) and with RPA (- - -), for the density:
8 3
0.7590 10n nm

 
Figure 6.Comparison between the experimental structure factors (OOO) and those determined with HS
(-) and with RPA (- - -), for the density:
8 3
1.1385 10n nm

 
Figure 7.Comparison between the experimental structure factors (OOO) and those determined with HS
(-) and with RPA (- - -), for the density:
8 3
1.1385 10n nm

 
11 Elhasnaoui K et al.
J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11.
Conclusions
In this work, we are interested in studying the
stability of a colloidal solution. The stability of
such a solution results from the balance between
attractive and repulsive interactions exerted on the
particles by preventing the aggregation of particles
of the dispersed phase. The two main mechanisms
of stabilization are steric stabilization and
electrostatic stabilization in the case that we had in
hand. In this study, we have used a new expression
for the potential of Van der Waals described by Lu
and Marlow, which takes into account the finite
size of the particles. To test this potential, we have
calculated the structure factor. As a method, we
have used the variational method based on the
Gibbs-Bogoliubov inequality. The resulting
theoretical structure factors obtained are found to
be in a good agreement with the experimental data
of Grüner and Lehmann, which justified the
interest in introducing such potential.
Acknowledgment
We are much indebted to Prof. J.-L. Bretonnet,
Prof. J.-M. Bomont and Prof. N.Jakse for the
helpful discussions. We would like to thank the
Laboratory of Condensed Matter Theory (Metz
University) for their kind hospitality during the
regular visits.
References
1. Chen W, Tan S, Huang Z et al. Measured
long-ranged attractive interaction between
charged polystyrene latex spheres at a
water-air interface. Phys Rev E 2006; 74:
021406.
2. Debye P, Hiikel E. Zur Theorie der
Electrolyte. Phys Z 1923; 24: 185.
3. Lu JX, Marlow WH. Nonsingular van der
Waals potentials. Phys Rev A 1995; 52: 2141.
4. Hamad EZ, Mansoori GA. Variational
theory of mixtures. Fluid Phase
Equilibria 1987; 37: 255-85.
5. Mansoori GA, Canfield FB. Variational
approach to the equilibrium thermodynamic
properties of simple liquids.I. J Chem Phys
1969; 51: 4958-67.
6. Lu JX, Marlow WH. Universal non-
singular van der Waals potentials. Phys
Rev Lett 1995; 74: 1724-27.
7. Bretonnet JL, Jakse N. Phys Rev B 1986; 46:
5717.
8. Blum L, Hoye JS. Solution of the Ornstein-
Zernike equation with Yukawa closure for a
mixture. J Stat Phys 1978; 19: 317-24.
9. Hansen JP, Hayter JB. Molec Phys 1983;
46: 651.
10. Hayter JB, Hansen JP. A Rescaled Mean
Spherical Approximation Structure Factor
for Dilute Charged Colloidal Dispersion.
Molecular Physics 1982; 46: 651- 56.
Available at:
http://dx.doi.org/10.1080/0026897820010
1471.
11. Grüner F, Lehmann WP. Dynamics of
colloidal crystals and colloidal liquids. J
Phys A 1982; 15: 2847-63.
12. Grimson MJ. J Chem Phys 1983; 79: 5070.

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  • 1. © ADR Journals 2014. All Rights Reserved. Structure and Thermodynamics of Solutions of Colloids interacting through Yukawa or Lu- Marlow Potentials using Computer Simulation K. Elhasnaoui* , A. Maaroouf * Abstract In this article, we used an expression described by Lu and Marlow, which takes into account the finite size of the particles. To test this potential, we have calculated the structure factor. As a method, we use the variational method based on the Gibbs-Bogoliubov inequality. The resulting theoretical structure factors obtained are found to be in a good agreement with the experimental data of Grüner and Lehmann, which justified the interest in introducing such a potential. Keywords: Computer simulations, colloids, pair potential, structure factor, Structure, Thermodynamics variational method. Introduction A common and basic representation of a suspension of colloid is that of charged polystyrene latex spheres immersed in an aqueous medium.1 Many studies have been devoted to the study of the structure of these colloids. The associated structure factor is similar to those of the simple liquids, with a pronounced peak first, which is becoming increasingly important and moves to a larger values of the wave vector transfer, when the concentration increases. This similarity with atomic systems allows the physical colloidal suspensions to be treated in terms of effective pair potential. In very dilute suspensions colloidal, particle interactions are absent, whereas in more concentrated solutions, interaction effects become significant and therefore, can be treated using the approximation of a modified Debye- Hückel.2 In order to study the structure, we used a traditional repulsive potential Verwey and an Overbeek, which came from the mutual interaction of electrical double layers surrounding each particle, and a new form of the attractive van der Waals potential described by Lu and Marlow.3 The main advantage of this attractive potential is that it is proportional to the inverse sixth power of the distance, for large separations, and in addition, it involves the size of the particles, which justifies its importance. Interparticle potential Before considering the interparticle potential, we first define the system to be studied. These polystyrene spheres are immersed in an aqueous medium. The sulfonic acid groups are ionized by contact with water and then produce negative charges which are located on the surface of the spheres. The interactions between these spheres are foiled against by the presence of positively charged ions in the solution. This is identical to the shielding of impurities in an electron gas processed in the Thomas-Fermi approximation. If the solution is very dilute, interactions between colloids can be treated by the Debye-Huckel approximation. By contrast, the suspensions of polystyrene spheres of finite size, the electrostatic repulsion between the electrical double layers around these areas are so high that the linear approximation of the Debye-Hückel theory becomes inadequate and must be changed. Thus, the potential for these electrostatic interactions of colloidal systems can be described by the following expression- r e ka eeZ rU krka DH          2 0 22 1 )(  (1) Where r is the distance between the centers of two spheres interaction (common load Ze , e is the elementary charge of an electron), * LPPPC, Sciences Faculty Ben M’sik, P.O.Box 7955, Casablanca, (Morocco) Correspondence to: Mr. K. Elhasnaoui, LPPPC, Sciences Faculty Ben M’sik, P.O.Box 7955, Casablanca, (Morocco). E- mail: elhasnaouikhalid@gmail.com
  • 2. 5 Elhasnaoui K et al. J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. 2 0 2 2 4 i i i B Zn Tk e k    (2) Here T is the absolute temperature, Bk is the Boltzmann constant,  is the relative dielectric constant of the water, and in is the number density of particles participating in the common Zi load screening. So, this model involves several parameters  anZT ii ,,,, that control the interaction force between particles. In fact, these parameters do not have the same importance. If the temperature T and  dielectric constant of aqueous media are readily determined, T the product was not a relevant amount, because it slowly decreases when T is increasing. The charge of the spheres Z increases with the area of the surface of the spheres, and varies according to the preparation of these spheres. Although the load is usually of the order of 1000, it is not measured accurately, but determined by adjusting certain properties of the measured system. In some cases, the smaller particles have the largest effective charge. The most critical parameters are the radius of the spheres a and the number density in . If they are not added to the electrolyte solution, the solutions of ions are the only ones against the hydrogen ions H+. To simplify the model, we assumed that all areas are the same. Thus, the only components of the system are the spheres against the negatively charged ions and positively charged, respectively density Sn and cn number. The condition of electro neutrality is: 0S Cn Z n  (3) Where Z is the charge of the spheres. When this charge is very important 1Z the screening parameter Debye-Huckel k will be given by: 2 2 2 0 4 S B e k n Z k T    (4) Increasing the density of the spheres or the addition of an electrolyte (or salt) results in a significant electrostatic shielding, and thus the attractive van der Waals forces become dominant in a large and intermediate interparticle distances. These dispersion forces can play a major role in many phenomena, such as irreversible coagulation. Here, we used a new expression for the potential of van der Waals proposed given by Lu and Marlow, 3 and that takes into account the effect of finite particle size. This potential has all the characteristics of a semi-empirical potential Van der Waals. Even if it was applied only to ordinary molecules, it can be used universally in the following form: )()( 66 6 rf r C rU LM  (5) where 6C is a frequency integration of the polarization density function and the so- called nonretarded distance damping function 6 ( )f r is:4 (6) Here 1a and 2a are two parameters that characterize the atomic or molecular size in the case of atoms or small molecules. In this article, 1a and 2a are set equal since the considered condensed bodies are always composed of the same kind of molecules. For simplicity, let a1 = a2 = a (7) 2 2 1 1 1 1 3 2 ( ) ,6 2 2 3 2 1 1 1 1 3 2 4 r r r ae a a f r r r r r ae a a a                                                      2 2 6 1 2 3 2 1 1 1 , 1 1 3 2 2 1 1 1 1 . 3 2 4 j j r a j j j j r a j j j j r r f r a e a a r r r e a a a                                                 
  • 3. Elhasnaoui K et al. 6 J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. When the distance r tends to infinity, the function )(6 rf tends to 1 and )(rU LM tends asymptotically to 6 6 r c  according to plan, but 6 6 72 )0( a C rU LM  , which shows that the potential is finite for any long distance, while for extremely short distance, it is larger than the electrostatic repulsion. The grouping together of the two potentials of interaction leads to a minimum adjacent at the point ar 2 . Figure 1.The allure of potential Lu and Marlow depending on the distance renormalized x r  Figure 2.Correlation function with a Lu- Marlow potential using integral equation theory with 8 3   0.3795.10n nm    Variational method The variational method of Mansoori et al. has proven that it can be a fruitful way to estimate the thermodynamic properties of fluids. 5, 6 Let us write the Hamiltonian of the particles, H, as the sum of: HHH R  (8) where RH is the Hamiltonian of a system of reference, and H is the difference RHHH  .
  • 4. 7 Elhasnaoui K et al. J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. The Gibbs-Bogoliubov inequality associated with the variational method, in terms of the Helmholtz free energy F of the real system, is written as: RRR HHFF  (9) Here, F is the actual free energy of colloidal system under investigation, RF is the free energy of a reference system, and RRHH  contribution accounts for the mean interaction potential difference between the real and the reference system. In this work, we have chosen a reference system for which the Helmholtz free energy is easy to determine which is close enough to the real system, to provide a good estimate of .This free energy system F is the system of hard spheres (HS) with diameter . What constitutes a good approximation for the thermodynamic and structural properties. Under these conditions, the above inequality takes the following explicit form:       drrrUr HS gn HS FF 2;2   Where  rU is the sum of the repulsive electrostatic  rU DH potential and the attractive potential of van der Waals or Lu-Malow potential  rU LM , previously defined in the inequality (9) represents the correlation function of HS pair. The above integral is calculable numerically, using the classical algorithm by Throop and Bearman, including corrections given by Verlet and Weis. Moreover, the free energy of the system HS, has an analytical expression: 7         2 1 2 2 3 1ln       TkF BHS (11) Here,  denotes the packing fraction, which is related to the diameter  of the HS and the number n density by the relationship: 3 6 1  n (12) Note that the number density n is that of polystyrene spheres. However and  are parameters of the reference system HS, different from the actual colloidal system, having the effective volume fraction  given by the following equation as the parameter: 3 3 4 na  (13) The diameter  of the HS is selected as a variational parameter. The upper bound of the free energy can be obtained by simply varying , to obtain the minimum of the right side of inequality Gibbs-Bogolyubov, relation (9). The kinetic energy and the entropy term of polystyrene spheres are neglected in the expression for the free energy as they are constant. The variational method can be applied in such a simple way for liquids. While for charged colloidal suspensions, a significant change in potential must be done to get the smallest upper bound of the Helmholtz free energy. Different approaches have been used to fix the potential. In this work, we have adopted the process of rescheduling. It is established that the structure factors determined with the MSA (Mean Spherical Approximation)8 : This is an amendment proposed by Lebowitz and Percus closure. It treats the fluids spherical particles acting on each other by a potential which contains both a strongly repelling portion short- range and low long- range attractive part. MSA are in a good agreement with experimental results for concentrated micellar solutions, as they are not for systems of low density, such as polystyrene spheres loaded. However, to implement the MSA to colloidal suspensions, Hayter and Hansen 9, 10 proposed a rescheduling process, which is a generalization of prescription introduced by Gillan for the plasma component, based on the following argument:  Increased electrostatic repulsion at very short distances between the particles is virtual, since it never gets at closer distances.  The  diameter is much larger than the actual diameter of polystyrene spheres a2 , and the correlation function is zero for r , so the pair remains substantially small for  the closest distance. This means that the hard polystyrene spheres have no significant role in determining the structure. For this reason, Hansen and Hayter have suggested increasing the diameter of the spheres from its real value a2 to the effective diameter , keeping the potential constant. The rescaled diameter increases the effective, which is a complicated function F  10
  • 5. Elhasnaoui K et al. 8 J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. depending on an, et Z , and which is expressed as volume fraction, and the MSA becomes more accurate. The rescheduling process is characterized by the potential parameters and with a parameter, which is a complicated function depending on an, et Z , and expressed as:    n Z s 1 (14) Where  and  are two constants. The useful expression of the Gibbs-Bogolyubov inequality for colloidal systems thus becomes:       drrrUrgnFF T HSHS 2 ;;2   with      srUsrUsrU LMDH ;;;  The solution of this inequality is that the minimization of the free energy with the respect to the diameter is made numerically. Thus, one gets all the thermodynamic and the structural properties of the system in question. Results and Discussion Before presenting the model parameters and the results, we briefly review the experimental results of Grüner and Lehmann (GL).11 The experiments were conducted at the room temperature  KT 298 , with polystyrene spheres of radius nma 45 , disposed in the dielectric constant of water . The values T and were known with good accuracy, and the variation of the radius of the spheres is estimated at 5%, but the values of the density and the charge are not accurate. The five densities for the sample to be studied are known precisely. It must be treated with caution, because the densities that are measured by GL are higher than those announced by the manufacturer by a factor of nearly 1.5. In our work, we used those which were used by GL, for which our results coincide with those of experiments. Concerning the charge, it was assessed to be 1501000 , using the pH , but it is well known that the surface charge of the spheres must be renormalized around 200 or 300. In our calculations, we used a linear variation of the effective charge Z varies 180 for the less dense 280 for denser suspensions, as has been suggested by Grimson.12 This brief analysis of the experimental conditions allowed us to see the role of each parameter for characterizing the electrostatic repulsion. Now to count the attractive van der Waals interaction, we need to choose a value for the parameter, 6C which is not easy to determine as it depends on the properties of the particles and the medium of dispersion. At this stage of our study, we found for all densities studied  67 6 105.1 JnmC   , so that the depth of the potential well either 0.5 BK T . In table 1, we have presented the main characteristics of structure factors calculated with the systems of hard spheres as a reference system. We have found that there is good agreement between the experimental structure factors and those calculated, in position maxq and the height  maxqS of the first peak, for different values of density. But there is a disagreement  0S between the experimental value and calculated value. To solve this, we use the random phase approximation of the Random Phase Approximation (RPA), which is an approximation method in condensed matter and nuclear physics. It was introduced by David Bohm and David Pines as an important outcome in a series of 1952 and 1953 founding. For decades, physicists have tried to incorporate the effect of the microscopic quantum mechanical interactions between electrons in the theory of material, of which the results are shown in table 2. The results with the RPA are in good agreement with the experimental results, for low values of the wave vector transfer.  38 /10 m n    nm  maxS q HS  maxS q Exp  15 10  cm qHS  15 10  cm qEXP  HS S 0  EXP S 0 0.3795 0.328 548.6 1.63 1.62 1.17 1.16 0.07 0.30 0.7590 0.374 454.9 1.87 1.87 1.45 1.37 0.05 0.23 1.1385 0.398 405.7 2.03 2.03 1.63 1.63 0.04 0.14 1.5180 0.430 378.2 2.30 2.30 1.78 1.73 0.03 0.11 1.8975 0.481 364.5 2.92 2.9 1.89 1.91 0.02 0.07 Table 1.Characteristics of structure factors with HS for five densities compared with experimental results  54.78
  • 6. 9 Elhasnaoui K et al. J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. Table 2.Characteristics of structure factors with the RPA for the five densities compared with experimental results The comparison between theoretical and experimental data of the structure factors for the five densities studied is shown in fig. [3-7].Avec HS we played well the first peak  qS , in position and height, and this for all densities studied. But for small values of the wave vector transfer q , the results obtained with the RPA are close to the experience as those of HS. Figure 3.Comparison between the experimental structure factors (OOO) those determined with HS (-) and with RPA (- - -), for the density: 8 3 0.3795 10n nm    Figure 4.Comparison between the experimental structure factors (OOO) and those determined with HS (-) and with RPA (- - -), for the density: 8 3 0.7590 10n nm     38 /10 m n    nm  maxS q RPA  ExpS q Max  15 10 RPA cm q   15 10 EXP cm q   RPA S 0  EXP S 0 0.3795 0.263 509.4 1.57 1.62 1.21 1.16 0.30 0.30 0.7590 0.320 431.7 2.11 1.87 1.46 1.37 0.23 0.23 1.1385 0.346 387.2 2.60 2.03 1.63 1.63 0.14 0.14 1.5180 0.375 361.3 3.34 2.30 1.78 1.73 0.11 0.11 1.8975 0.378 364.5 3.62 2.9 1.92 1.91 0.06 0.07
  • 7. Elhasnaoui K et al. 10 J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. Figure 5.Comparison between the experimental structure factors (OOO) and those determined with HS (-) and with RPA (- - -), for the density: 8 3 0.7590 10n nm    Figure 6.Comparison between the experimental structure factors (OOO) and those determined with HS (-) and with RPA (- - -), for the density: 8 3 1.1385 10n nm    Figure 7.Comparison between the experimental structure factors (OOO) and those determined with HS (-) and with RPA (- - -), for the density: 8 3 1.1385 10n nm   
  • 8. 11 Elhasnaoui K et al. J. Adv. Res. Appl. Phy. Appl. 2014; 1(2): 4- 11. Conclusions In this work, we are interested in studying the stability of a colloidal solution. The stability of such a solution results from the balance between attractive and repulsive interactions exerted on the particles by preventing the aggregation of particles of the dispersed phase. The two main mechanisms of stabilization are steric stabilization and electrostatic stabilization in the case that we had in hand. In this study, we have used a new expression for the potential of Van der Waals described by Lu and Marlow, which takes into account the finite size of the particles. To test this potential, we have calculated the structure factor. As a method, we have used the variational method based on the Gibbs-Bogoliubov inequality. The resulting theoretical structure factors obtained are found to be in a good agreement with the experimental data of Grüner and Lehmann, which justified the interest in introducing such potential. Acknowledgment We are much indebted to Prof. J.-L. Bretonnet, Prof. J.-M. Bomont and Prof. N.Jakse for the helpful discussions. We would like to thank the Laboratory of Condensed Matter Theory (Metz University) for their kind hospitality during the regular visits. References 1. Chen W, Tan S, Huang Z et al. Measured long-ranged attractive interaction between charged polystyrene latex spheres at a water-air interface. Phys Rev E 2006; 74: 021406. 2. Debye P, Hiikel E. Zur Theorie der Electrolyte. Phys Z 1923; 24: 185. 3. Lu JX, Marlow WH. Nonsingular van der Waals potentials. Phys Rev A 1995; 52: 2141. 4. Hamad EZ, Mansoori GA. Variational theory of mixtures. Fluid Phase Equilibria 1987; 37: 255-85. 5. Mansoori GA, Canfield FB. Variational approach to the equilibrium thermodynamic properties of simple liquids.I. J Chem Phys 1969; 51: 4958-67. 6. Lu JX, Marlow WH. Universal non- singular van der Waals potentials. Phys Rev Lett 1995; 74: 1724-27. 7. Bretonnet JL, Jakse N. Phys Rev B 1986; 46: 5717. 8. Blum L, Hoye JS. Solution of the Ornstein- Zernike equation with Yukawa closure for a mixture. J Stat Phys 1978; 19: 317-24. 9. Hansen JP, Hayter JB. Molec Phys 1983; 46: 651. 10. Hayter JB, Hansen JP. A Rescaled Mean Spherical Approximation Structure Factor for Dilute Charged Colloidal Dispersion. Molecular Physics 1982; 46: 651- 56. Available at: http://dx.doi.org/10.1080/0026897820010 1471. 11. Grüner F, Lehmann WP. Dynamics of colloidal crystals and colloidal liquids. J Phys A 1982; 15: 2847-63. 12. Grimson MJ. J Chem Phys 1983; 79: 5070.