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Replica field theory for composite media
M. Barthélémy, Henri Orland
To cite this version:
M. Barthélémy, Henri Orland. Replica field theory for composite media. Journal de Physique I, EDP
Sciences, 1993, 3 (11), pp.2171-2177. �10.1051/jp1:1993239�. �jpa-00246861�
Classification
Physics
Abstracts02.50-43.50D-77.00
Replica field theory for composite media
M.
Barth414my(~>*)
and H.Orland(~>*)
(~)
CEA-Centre d'6tudes deLimeil-Valenton,
Service Th60rie et EtudesNouvelles,
94195ViUeneuve-St-Georges Cedex,
France(~)
CEA-Centre d'6tudes deSaclay,
Service dePhysique Th60rique,
91191 Gif-sur-YvetteCedex,
France
(Received
28 June 1993, accepted 21 July1993)
Abstract. In this paper, we use the
replica
trick in order to compute the effective per-mittivity
of a medium where the localpermittivity
is a randombinary
variable. A Gaussian variational treatment leadsus to self-consistent equations which are solved and
yield
areplica diagonal
solution(no replica
symmetrybreaking).
We obtainan effective-medium formula pre-
viously
derived by a cumulantexpansion.
This formula issatisfactory
from manypoints
of views(Hashin
and Shtrikmanbounds,
lowdensity
expansion,etc) showing
that thereplica
method does not violate some basicprinciples.
1 Introduction.
One
speaks
about effective medium when one can describe aheterogeneous
material asquasi- homogeneous (on
observationlength
muchgreater
thetypical
size ofinhomogeneities).
Determining
the effective-mediumproperties
of disordered materials(such
ascomposite, suspensions,
etc. is a very difficultproblem,
even if one knowsexactly
themicroscopic
prop-erties of the medium. From a theoretical
point
ofview,
thisproblem
is verygeneral
since itamounts to
determining
the average of apropagator,
a very commonproblem
in thephysics
ofdisordered
systems.
Thisproblem
is also ofgreat importance
inEngineering
Science because of itslarge
number ofpractical applications.
We will concentrate here on the
problem
of the effectivepermittivity
of abinary mixture,
but all the resultspresented
here hold for otherphysical quantities
such as electrical and thermalconductivity,
diffusion constant andmagnetic permeability.
There is alarge
number of effective-medium results available for thisproblem (see
the reviewsill
and [2] dud Refs.therein).
Beside theseapproximate theories,
there exist exact bounds which should be satisfied(*)
Also at:Groupe
dePhysique Statistique,
Universit6 deCergy-Pontoise,
47-49 Av. desGenottes,
BP. 8428, 95806Cergy-Pontoise Cedex,
France2172 JOURNAL DE
PHYSIQUE
I N°11by
all effectivequantities (Hashin
and Shtrikman[3],
see also[4]).
In recent years, there have also been numerical studies about thisproblem [5, 6].
We propose here a new
approach
based on the use of thereplica
trick. It was first introduced within the framework ofspin glasses
[7] where it was used in order tocompute
the average of the free energy. Thevalidity
of thisapproach
relies on the existence of ananalytic
continuation when the number ofreplicas
goes to zero.Unfortunately,
in most cases, it is out of reach todemonstrate the existence of such a continuation and we will not address this
problem
in this paper.The
replica
method usedtogether
with a variational method was introducedby
Muthukumar and Edwards [8](see
also[9-11]). Here,
we use a Gaussian ansatz and solve the self-consistentequations
derived from the variationalprinciple.
In
part
2 we introduce the model. Inpart 3,
we introduce thereplica
trick in order to obtainan effective hamiltonian
coupling
thereplicas.
Tostudy
thisHamiltonian,
we use a variational ansatz whichyields
self-consistentequations.
We discuss the solution of theseequations
and conclude inpart
4.2. The model : definition.
We assume that a d-dimensional
microscopically isotropic
medium iscomposed
of local scalarpermittivities e(r)
atpoint
r which are randomindependent (from
site tosite)
variables dis- tributedaccording
to abinary
law:P(E)
=Pb
(E Ei +(I P)b
(E E2)The mean value of
e(r)
will be denotedby
eo. Note that the average medium isisotropic
andhomogeneous.
We define the effective
permittivity
e* of the mediumthrough
thefollowing
relation:(E(T)E(T)I
=E*(E(T)I (1)
where E is the electric field and r a d-dimensional vector and the brackets denote the
quenched averaged
overe(r).
We want here to solve the Maxwellequation
satisfiedby
the electric field:div(e(r)E(r))
= p~~~
where p~~~ creates the external field
applied
to thesample.
Writing e(r)
= eo +be(r)
where be is thefluctuating part off,
one caneasily
show that the variations of the electric field aregoverned by
thefollowing equation [12]:
E, (ri)
" Eo>
(ri)
+~j / dr2G,j (r12)
be(r2) Ej (r2) (2)
~
~
where
G~
is thedipolar
tensor and where thequantity Eo depends only
on theboundary
conditions and is assumed to be uniform. Let us note that the model has to be considered as the continuous limit of a discretized one in order to avoid short-distance
singularities.
Thereexists an
underlying
cut-off(denoted by a)
which is of order of the size of theinhomogeneities.
We will use the Fourier transform of
G~(r) given by:
~
_(~)
~~l~j
(~)
lJ ~ ~2
the value of which is
equal
to~~
at k
= 0.
deo
Averaging equation (2)
over the disorder(the averaged
fields do notdepend
onspace),
oneobtains:
~~~
~l
+~i
~~~where be*
= e* eo.
Before
averaging, equation (2)
can be written in thefollowing
way:E,(r)
=
dr' M,j(r, r')Eoj(r') (5)
(we
sum overrepeated indices)
where the kernel M isgiven
as the inverse of the operator:Mj~(r, r')
=b,jb(r r') G,j(r r')be(r') (6)
After
averaging, equation (5)
reads:(E~)
m/ dr'im,~ jr,
r'))j Eo~ (7)
From obvious translational invariance of the
averaged medium, (M) depends only
on r r' and isdiagonal
in I indices. We are thus interested in the k= 0 limit of the Fourier transform of
(M)
im~-o (M~ (k)j
=~i~, (8)
1 + m
3.
Replicas
and the variational treatment.3. I REPLICA TRICK. We can write M
using auxiliary
scalar fields:M~(r, ri~
=' IIil~>i >i(T)>i(T') e-1'
~~~/L,>
',~~) Mi~i~>~~>4>(~~)j IIivjj
e-I f
d~d~'L,,
4,(~)Mji(~,~,)i,(~,) (9)
In order to
compute
the average of thisquantity,
we write the denominator as the limit whenn goes to zero of:
j
~ p~ ~~ l f
d~d~'L,,
4,(~)Mj~
(~,~')4>~')j
~ ~i i
We thus introduce n
replicas
of the fieldsii
which will be denotedby ii (a
=I,
...,
n).
We first consider n as aninteger
and then take the limit ngoing
to zero at the end of the calculation.We can now write M as:
Mzj(T, T')
"/ nz,aD#1(~) ~f
~x e-
i J
d~d~'L,,,~
Ii (~) lb,> 6(~-~')-G,>(~-/)6~(~')l '1(~'> lo)
where the limit n - 0 is
implicitly
taken and where41
=
(#], if,
,
#/)
2174 JOURNAL DE
PHYSIQUE
I N°11It is now easy to average the
operator
M over the disorder. We obtain thefollowing
result:M~j
(T,
T'))
"/ IIi,aD#I(T) ~f~ ~~~"
~&)where the effective Han~iltonian is:
~in
=I /
dT~j (#I(T))~ (~ A~ / dTdT' ~j II
(T)G>j
(TT')#](T')
i,a i,j,a
(lib)
-Ad dro log
I + Ae%f
~~£,,>,a
~~~~°'~"~~°~~'~~~~~'
where A is a cut-off in the Fourier space of order I
la.
In thefollowing,
we will take Aequal
tounity (this just
renormalizes thepermittivities).
A isequal
tobe2 bei
and =(I p)/p.
As usual in the
replica method,
theaveraging
over the disorder introduces acoupling
between differentreplicas.
In order tostudy
thiscomplicated Hamiltonian,
we will use a variationalmethod.
3. 2 VARIATIONAL METHOD. For the sake of
simplicity
we shall assume areplica symmetric
solution. We address theproblem
ofreplica symmetry breaking
at the end of this section. We therefore assume adiagonal
Gaussian ansatz inreplica
space, but we shall make no furtherassumption concerning
other indices:Zo
"/ fl,aD#]e~ I f
~~~~£,,>,a ~~~~~i> ~~~~~'~f~~'~ (12)
As mentioned
previously,
we are interested in the k= 0 limit of the Fourier transform of
K;j (r).
The variational energy is:
F[K]
= const +(7in)o
+Fo (13)
where
)o
denotes an averageusing Zo
and whereFo
=-log Zo.
The variational free energy can be written as:
~
~ / ~~~d
~
~°~ ~~~~
~~ / ~~~d ~~~~~
~~
~~~/ ~~~d ~~~~~~~~~
/ dro
~~~~(log I
+
Ae% f ~~'£,,>,a ~~~°~~"~~°~~'~~~~~'~j
o
where fl is the volume of the
sample.
The calculation of this last term(denoted by
I in thefollowing)
is the maindifficulty
here.Expanding
thelogarithm
in powers of andaveraging
over
Zo,
leads tocompute
terms like:lfii j
d~'£
41(m)G,,(m-~')4i(~"
e '"'"
0
where is an
integer running
from I toinfinity.
One caneasily
see that this term isequal
to:] Tr
log(6,,6(~-~'>-16 £~
K,k(~-m'Gk,(m-~'))
e
We can
expand
theexponential because,
as n goes to zero, weonly
need the termproportional
to n. Thus we can write I as:
Note
thatthe
trace has
here
to be understood as the raceover
I
ndicesand r
Expanding the
logarithm
inthis
pression, one caneasily see that it is of
To so
that
the
for I
:
_)i+i -
- j
2 ~_ l
d~
ia/ dr(K(r)G(r) j~ (16)
the variational free energy
(per
unit volume and perreplica)
is thus:~ / ~~~d
~~°~ ~~~~
~/ ~~~d
~~~~~
~~~l / $
~
G(~)~(~) (17)
+1 l~~~
>~Tr1°~ biJ
iA
/ I KG)iJ)
We now have to minimize this free energy. This
yields
thefollowing
variationalequation:
b)k)
~~J~
~~~
~~~~"
~~~d
~~~ i
(18)
~~
l
~~
~~~~ ~
~~@
~~mj
which can be rewritten as:
K[~
=b~ (GA)ij(k) (19)
where
~" ~~~~~
~ ~(~
~~~~ ~~l
Al
/@KG~
~~~~v
From the last
equation,
it is seen that A isindependent
of k. Thus we can use the limit for kgoing
to 0 inequation (19)
whichtogether
with(8) yields:
A~
=be*b~ (21)
Introducing
theprojector P,j
=kikj /k~,
it is easy to invertK~~
inequation (19).
One obtains:K,j
#b,j ~[ P,j
E
2176 JOURNAL DE
PHYSIQUE
I N°11and therefore
/ ~~~d~~~~~ ~*
~~
Using
=
/~
due~"~x o
in
equation (20),
the self-consistentequation
for e* can be written asco
~-u6/d~°
~~~ ~~~ ~ ~~ ~~~ ~
l +
Ae~"~/d~°
~~~~which can be recast in a more
symmetric
form as1
j~ ~~/d~°j
~~
/
~~
(~~/d~°j
~~~~(where
the brackets denoteagain
the average over the distribution ofe). Equation (23)
is the ma"n result of our paper.We have tried to break the
replica symmetry by using
the usualone-step replica symmetry
ansatz
[13, 14]
where each element is a d x d matrixdepending
on k and,
~ ~~i~(
'~(o)
K
~(i)
'~
~
~
'
"., K(i)
K(o) k
~~~ ~
~ "
where the blocks are of size m. The variational
equations
lead to theunique
solution:K(o)
~
~(i)
~ ~
and the
remaining equation
fork
is identical toequation (18). Therefore,
we conclude that there is noreplica symmetry breaking
in thisproblem.
4. Discussion.
Formula
(23)
was first obtainedby
Hori[12] through
a cumulantexpansion.
The calculations involved are rather tedious and our method issimpler.
This solution was studied in
great
detailby
Hori and Yonezawa [15] and we refer the reader to this paper. Wejust
note that it is not verygood
in one dimension(where
the exact solution isknown)
but it isexpected
that the variational methodgets
better inhigher
dimensions.Note that the
duality property
in d = 2 is not satisfiedby equation (23).
Theexpansion
in powers of IId
agrees with the exact result [16] up to the third order included. For d >2,
the solution verifies the Hashin-Strikhman bounds(which
is a crucial test for all effective-mediumtheories). Moreover,
at smallconcentration,
this effective-medium formula satisfies ageneral condition,
based ongeneral principles [17].
Beside these crucial
criteria,
the solutionpredicts
apercolation
thresholdgiven by
p~ =I
e~~/~ (which
is the mean-field result forpercolation)
and exponents s = t = I(which
is the usual effective-medium resultill ).
We end this paper
by noting
that this method can be extended to the case of localanisotropic permittivities
and to theimportant problem
of the effective-mediumproperties
at finite fre- quency.Moreover,
this kind of calculation(replicas
+ variationaltreatment)
could beapplied
to a wide class of other
physical problems,
since it amountsessentially
tocomputing
the aver- age of apropagator,
a very commonproblem
in thephysics
of disorderedsystems (localization,
random
matrices,
etc.).
Acknowledgements.
One of us,
MB,
is indebted to Dr. J.-P. Bouchaud forhaving suggested
this kind ofapproach
to this
problem
and also to Dr. P.-G. Zdrah for a carefulreading
of themanuscript
and forhelpful
discussions.References
ill
ClercJ-P-,
GiraudG., Lauder
J-M- and Luck J-M-, Adv. Phys. 39(1990)
191.[2] Bergman D-J- and Stroud D., Solid State Phys. 46
(1992)
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Appl. Phys.
33(1962)
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Bergman
D-J-, Ann.Phys.,
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