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random structures: a unified spectral approach
Didier Sornette
To cite this version:
Didier Sornette. Decay of long-ranlye field fluctuations induced by random structures: a uni- fied spectral approach. Journal de Physique I, EDP Sciences, 1993, 3 (11), pp.2161-2170.
�10.1051/jp1:1993238�. �jpa-00246860�
J. Phys. I IFance 3
(1993)
2161-2170 NOVEMBER1993, PAGE 2161Classification Physics Abstracts
02.90 41.10D 47.15 61.70
Decay of long-range field fluctuations induced by random structures:
aunified spectral approach
Didier Sornette
Laboratoire de Physique de la Matibre
Condens6e(*),
Universit6 de Nice-Sophia Antipolis,B-P- 71, Parc Valrose, 06108 Nice Cedex 2, France
(Received
14 June 1993, revised 9 August 1993, accepted 23 August1993)
Abstract The problem of the determination of the powerlaw decay of the standard deviation
a~
+~ z~" of the fluctuations of the field generated by a random array of elements
(multipoles,
ensemble of dislocations,
etc.)
as a function of the distance z from the array is reduced tothe determination of two quantities:
I)
the spectral power of the disorder in the low k limitand 2) the structure of the Green function, as a function of wavenumber and distance, for a
periodic array of the constituting elements. We thus
recover straightforwardly all results known
previously and derive
new ones for more general constitutive elements. The general expression of the decay exponent is found to be
o = 3 fl + 2(b
c),
where fl characterizes the self-affinestructure of the disorder (fl = 2 : strong disorder and fl
= 0 : weak
disorder)
and the exponents b and c are the exponents of the algebraic powerlaw corrections, in wavenumber and distancerespectively, to the dominating exponential decay of the Green function for a periodic array
of the constituting elements. The proposed spectral method solves automatically the generally
difficult problem of renormalization and screening in arbitrary random structures.
1 Introduction.
"Self-screening"
ofperiodic
assemblies of elements whose individual influence islong-range
is well-known. Consider for instance aperiodic
column orplane
of electricdipoles.
Eventhough
the field of each individualdipole decays
as I/(distance)~,
the total fielddecays exponentially.
This is due to the almost exact cancellation between the
angular
structure of thedipole
fields.This effect is also well-known for
periodic
arrays of dislocationsiii
and forperiodic boundary
conditions [2].
Recently,
a number of papers have addressed theproblem
of the robustness of this cancellation in presence of disorder[3-7].
Thehighlight
of these works is as follows: for weak disorder around an averageperiodicity,
the ensemble average field stilldecays
exponen-tially.
However, the standard deviation a~or second moment of the
field,
whichquantifies
the(*) CNRS URA190
amplitude
of itsfluctuations, decays only algebraically
as(distance)~~
a ~-< b2
>1/2 z-3/2, (1)
where < b~ > is the mean square
amplitude
of the fluctuations. This slow power lawdecay (I)
of the field fluctuations is due to the breakdown of the almost exact cancellation of the sources at all
multipole
orders. An alternative view point [5] is that Fourier components ofarbitrary large wavelengths
in the power spectrum of the source array appear and areresponsible
forthe slow
decay
of the field fluctuations.Since small random fluctuations around a
periodic
modulation arealways
present in na-ture, the slow
decay
as(distance)~~/~
of thetypical
field fluctuations must beubiquitous
innature. For instance, this has been
proposed
to be the case for dislocations in Ti-Y-Oalloys,
in order to
explain
theexperimental
observations of attraction and dissolution ofprecipitates by migrating grain
boundaries [8]. In electro- andmagneto-rheological
fluids [9], chains are found to interact morestrongly
thanpredicted
from a naiveprediction
based on aregular periodic
necklace structure. A smallpolydispersity
of colloid size isenough
toproduce
somedisorder around the
periodic
structure. As a consequence, the above mechanism must appear andgive
rise to strongerlong-range
interactions.Similarly,
theproblem
of the intermediatewavelength magnetic
anomalies measured at variousheights
above the ocean crust hasrecently
been
proposed
to arise from the random structure ofgeological polarity
reversals [10]. Anotherinteresting
domain ofapplication
is theproblem
of sedimentation of suspensions and perme-ability
of porous media. Forinstance,
one is interested incharacterizing
the sedimentation ofa cloud of
heavy particles
in a fluidII Ii.
The fluctuations ofparticle speed
around the averagespeed
of thesedimenting
cloud involvestaking
into accountcorrectly
the renormalization andscreening
effects of all otherparticles
on agiven
testparticle,
aproblem
which is still unsolved ingeneral.
Note however that the formalismpresented
in this paper allows one to obtain thevelocity
fluctuations once theconfiguration
of theparticles
is known(through
thespectral
power of the
disorder,
seebelow).
Theproblem
of the renormalization andscreening
effects of allparticles
on agiven
testparticle
isautomatically
solvedby decomposing
the randomconfiguration
ofparticles
as asuperposition
ofperiodic
components(Fourier theorem),
sincescreening
at all orders iscompletely
described for eachperiodic configuration.
Asimple
ex-ample
similar to the electrostatic cases considered below consists in the flow of an irrotationalinviscid
low-Reynold
number fluidthrough
an array of holes in aplate,
or an array ofspheres
or other elements.
Many
studies have addressed the determination of the flow in suchperiodic
structures,notably
in connection with thedevelopment
of thetheory
of porous media[12].
Forour purpose,
simply
consider the case of holes which are small incomparison
with their distance A.Then,
one has to solve theLaplace equation
for thevelocity potential
# with the additionalboundary
condition3#/3z (z=o= Vob(x nA) (dipole sources),
which isequivalent
to one of the electrostaticprobleqsjjtudied
below. For the moregeneral
case,knowledge
of thevelocity
potential
field for aperiidic
array of elementsgiven by
the methodspreviously developed
[12]allows one in
principle
to get the characteristic of the fluctuations of the fluidvelocity
for anarbitrary quenched
randomconfiguration, using
thespectral decomposition
described below.Very recently,
thequestion
of thevalidity
of the law(I)
in the presence of strong disorder has been addressed [13], with the conclusion that it is modified into, ~
~-l/2 (~)
in the limit of very
large
disorder. Thequestion
arises about theuniversality
of these results(are
thereonly
twoclasses?)
and thedependence
of thedecay
ofa(z)
for various types ofN°11 LONG-RANGE FIELD FLUCTUATIONS 2163
constituting
elements:dislocations, dipoles, quadrupoles
or morecomplex
entities. In the pre- viousstudies,
three different mathematical methods have been used: aperturbation approach
in
conjunction
with the Poisson summation formula [4, 5, 7], brute force calculations of the standard deviation of the fieldexpressed
as an infinite series [3,6,
13] and aspectral
method [5]. All of them are consistent in the weak disorderregime
and confirm thevalidity
of(I).
In the strong disorder
regime,
the first method in terms of the Poisson summation formula does not hold anymore since it relies upon aperturbative development
of the disorder around theperfect periodic
structure. The other two methods are inprinciple applicable
toarbitrary
situations, thespectral
methodbeing
however moregeneral
andpowerful
as we wish now todemonstrate.
In this paper, we first summarize
briefly
howexpression (I)
is obtained andspecify
themeaning
of "weak" disorder.Then,
we present the verygeneral
form of the solution of ageneral problem
within thespectral
method framework. This allows us to recoversimply
allprevious
resultsincluding
the result(2)
for thelarge
disorderregime
and furthermore to derivea new series of results for various types of constitutive elements. We find that the value of the exponent of the power law
controlling
thedecay
of the standard deviation a~ of thefield,
which thus determines the"universality class",
is controlledby
twoproperties: I)
the powerspectrum of the disorder at low wavenumber and
2)
the structure of the constitutive elements.2. Derivation of
expression (I)
andmeaning
of "weak disorder"Consider the
simplest problem, illustrating
thegeneral
question addressed in this paper, of aLaplacian
field Vobeying Laplace's equation (i7~V
=0)
in a semi-infinite medium boundedby
a frontier38,
withimposed boundary
values or sources at 38. We take 38 to be theplane (0x, 0y).
The semi-infinite medium extends from z= 0 to +cc. An alternate distribution of
sources
(+)
and(-)
ofstrength
~ So arearranged spatially
in theplane (0x, 0y).
We firststudy
a two-dimensional version of theproblem
and shall return to the three-dimensional case later. The set of sources(+)
and(-)
are assumed to bespatially
disordered around an averageperiodic
modulation:(+) xl
='l~ +d$ (3a)
(-) xi
=(2n
+1)A/2
+bk (3b)
where
d$
andb$
are random variables which areindependent
from site to site, have zero average <b)
>= 0 and have a variance <b)b)
>= 0 if n#
n' and =< b~ > for n= n'. is
the average
period
of the modulation. We assume furthermore thatV(x,
z -+cc)
- 0. Theproblem
is thus to solve+co
i7~V
= -47r So
b(z) ~j
[b(x xi)
b(x
xi)] (4)
n=-co
where b is Dirac's function. Note that this formulation
incorporates
differentboundary
condi- tions, for instance the cases when the distribution of sources isreplaced by
theknowledge
of the field V at theboundary
38. This mathematicalformulation,
which has theadvantage
ofsimplicity, already
describes variousproblems
ofgravity, magnetic,
temperature and resistivityanomalies and will constitute the backbone of our derivation.
When disorder is absent
(b)
= 0 for all
n),
wereplace
the set of sourcesby
theboundary
condition
V(x, z)
=>So cos(27rx/A)
and use the method ofseparation
of variablesV(x, z)
=Z(z)cos(27rx/A)
in order tosatisfy
theboundary
condition. Substitution ini7~V
= 0 then
yields d~Z/dz~ (47r~/A~)
Z = 0 whose solutionobeying V(x,
z -+cc)
- 0 isV(x, z)
=
>So
Vcos(27rx/A)e~~"
~/~(5)
The field disturbance introduced
by
theboundary
condition(I) decays exponentially
withdepth
in a distanceproportional
to the horizontalwavelength
A.When disorder is present, we use the Green function method. In
2D,
the solution ofequation i7~V
= -47r b
(x xo)
b(z zo)
withV(x,
z -+cc)
- 0 is [15]G(~,
Z)"
~L°g ((~ ~0)~
+ (Z20)~j (6)
Using
thisexpression
for the Greenfunction,
thegeneral
solution ofequation (4)
readsformally
+co +co
-V(x, z) /So
=~ f~ (n
+b$ IA) ~j f~ (n
+bill) (7)
n=-co n=-co
where
f+(t)
=
Log [(x tA)~
+ z~](8a)
f~(t)
=
Log [(x (2t +1)A/2)~
+ z~](8b)
Note that for
b)
= 0 for all n, the series can be summed up
using
thetheory
ofanalytical
functions[Ref.
[15] Tome II(1963)
p.1236]
andyields -V(x, z)/So
=
(Log[tan(27r(x+iz)/A)](~
which reduces to
V(x, z)
= >So V
cos(27rx/A)e~~"
~/~ forlarge z(»
A).In order to estimate
V(x, z) given by
equation(7),
wedevelop
each termf~ (n
+b) IA)
upto second order in
b) IA,
since the disorder is assumed to be small:i~ (n
+bill)
=
i~(n)
+jbj IA) di~(n)/dn
+(1/2) jbj /A)~ d~f~(n)/dn~
+(9)
The average <
V(x, z)
> over the disorder reduces to<
V(x, z)
>/So
"
f f(n) + (1/2) <
(b/A)~
>f
d~(n)/dn~j
+..
(10)
n=-co n=-co
with
f(n)
=f+(n) f~(n) (ii)
using
<b) IA
>= 0, and <b)b$
>= 0 if n#
n'and <(b$ /A)~
>=<(bj /A)~
>+<(b/A)~
>Using
Poisson's summation rule:+m +c~ +m
~j f(n)
=
~j / f(t) e~"~~dt, (12)
n=-co k=-co ~"
one can write
equation (10)
as<
V(x, z)
>/So
"
/
dt[f(t)+
<
(b/A)~
> d~f/dt~
+.. +~~
+2
f j~"
ji(1)+
<(~/>)2
>d21/d12
+..cos(2~rki)
di.(13)
~=i -co
N°11 LONG-RANGE FIELD FLUCTUATIONS 2165
Averaging
theLaplacian
field amountsessentially
torecovering
theperiodic
case with a smallperturbation _proportional
to the second moment(< (b/A)~
>«l)
of the disorder. Forf(t) given by equation (II
with(8),
the firstintegral
in the r-h-s- ofequation (13)
isidentically
zero since
f+(t)
andf~(t)
cancelexactly.
Theleading
behavior ofV(x, z)
is thusgiven by
the first
(k
=
I)
term in equation(13)
which can be shown, after some tediouscalculations,
to recover
expression (5).
The fact that the k= 0 contribution vanishes in this case is the mathematical translation of the mutual
screening
at allmultipole
orders of the fieldproduced
by
each source in theperiodic
case.Thus, averaging
theLaplacian
field would seem toimply
that the effect of fluctuations isnegligible.
Infact,
it isquantified by
the second moment bV~ ofV(x, z)
definedby
bV~
+j< jV(x, z)j~
> <V(x, z) >~j /Sj
=<(b/A)~
>f id I(n)/dnj~
+(14)
The k
= 0 term in Poisson's summation rule
(12) applied
to the sum in the r-h-s- of equation(14)
is nowproportional
to(< [V(x, z)]~
> <V(x, z) >~) /S(
=<(d/A)~
>/
id
f(t)/dt]~
dt +..(15)
which cannot be
equal
to zero since df(t) /dt
is non zero. The remarkable fact is that this termproduces
along-range powerlaw decay
as a function of z.Using
the substitution T= At x,
the
integral
in the r-h-s- of equation(15)
reads/ id f(t) /dt]~ dt
=
/
dT[T/ (T~
+
z~)] [(T
+A/2) / ((T
+A/2)~
+z~)] )~ (16)
which
yields
dv/so
aj< jv(z, z)j2
> <v(z, z) >2j~/~ /so
= c <
(d/>)2 >1/2 (z/>)-3/2
+ ojz-2)
(17)
where C is a numerical factor of order
unity. Expression (17)
exhibits the announced slowalgebraic decay
of theLaplacian
field fluctuations inducedby
the disorder. It is remarkable that anynon-vanishing
disorder as weak as can be generates the "universal"z~3/~ decay
ofthe r-m-s- fluctuations of the
Laplacian
field. Thestrength
of the disorder affectsonly
theprefactor
of the power lawdecay.
3. General
spectral
formulation and solution of the random source problem.We now consider a
general problem,
electric, elastic or other, characterizedby
the value of the Green functionG(x x', z) giving
the field atposition (x, z)
createdby
a unit elementplaced
at
(x', 0). Here,
the x-coordinates denotes theposition
of a sourcetransversally
to the axis z.The Green function
G(x x', z) fully
characterizes thegiven problem.
The element can be asingle
source, adipole,
amultipole,
a dislocation... For instance, for the electrostaticproblem
in which the
potential
as well as the fieldobeys Laplace's equation (i7~V
=0)
,
G(x x', z)
=
-Log [(x x')~
+ z~] for thepotential
in 2D and minus itsgradient
for the electricfield,
if the elements aremonopoles.
The distribution of element sources in the
plane
z = 0 is describedby
the functionp(x').
We do not need here to
specify
if it isperiodic, weakly
random or otherwise.Then,
the formal solution of the field isgiven by
V(x, z)
=
p(x') G(x x', z)
dx'.(18)
This
expression
consists of a convolution between the distribution of sources and the Green function whichdepends
on thedepth
z of the sourcelayer
beneath the observationplane.
Convolution in the space domain becomes a
multiplication
in the Fourier domain, so that we havev(k,z)
mp(k) G(k,z), (19)
where k is the wavenumber in the
x-plane.
Note that the Fourier transformG(k,z)
of the Green function isnothing
but the field V createdby
aperiodic
array of elements withperiods 27r/k~
and27r/ky
in the x and y directionsrespectively.
For suitableelements,
such asdipoles,
dislocations,
etc.,G(k, z) decays exponentially
with z as [2,5](see
also Sect.2) G(k,z)
r~
e~~~, (20)
where k
=
(k(,
thusrecovering
thegeneral "self-Screening"
property ofperiodic
systems ofdipoles
or dislocations discussed above.By
inverse Fouriertransform, expression (19)
trans- forms intoV(x,z)
=
/ p(k) G(k,z) e~~~ dk. (21)
The ensemble average field and the second moment of the field are
given respectively by
<
V(x, z)
>=/
<
p(k)
>G(k, z)
e~~~dk, (22)
and
a~
+<[V(x, z)]~
> <V(x,z) >~= / /
<
p(k) p*(k')
>G(k, z) G*(k', z) e~~~~~'~~dkdk', (23)
where the
symbol
* stands for thecomplex conjugate.
Consideration of these two equations allows us to recoverprevious
resultsrapidly.
Inperiodic
systems or weak disordered system,<
p(k)
>= po d(k ko),
whichtogether
with(20) yields
theexponential decay
<V(x, z)
>r~e~~°~e~~°~,
characteristic of the"self-creening"
property. Note that we exclude here the case where thespatial
averageyields
a non-zero contribution at k= 0,
implying
anon-vanishing
source
density
in the continuous limit. Our discussionapplies only
to the contributions atfinite wavevectors, the k = 0 contribution
being easily
taken into account in the continuous limit. For weak disorder such that the power spectrum <p(k)p(k')
> of the distributionp(x')
is
given by
<p(k) p(k')
>r~k~b(k k')
[5, 14], we obtain a~r~
z~3 at distances
z »
kp~,
which recovers
(I).
Note that the z
dependence
of the field and of its fluctuations atlarge
distances z is controlledby
the behavior of theseintegrals (21-23)
in the low k domain. As a consequence, we canneglect
thex-dependence
in theseintegrals,
since theexponential
e~~~ in equation(21)
becomes unity for k « x~~.Anyway,
thex-dependence
is washed outby
the ensembleaveraging yielding ,2 since,
ingeneral,
<p(k) p(k')
>r~b(k k')
due to the property of average translationinvariance
(average
uniformspatially
distributeddisorder)
in an infinite system.N°11 LONG-RANGE FIELD FLUCTUATIONS 2167
These considerations allow us to
give
thegeneral
rulescontrolling
thedecay
of the standard deviation a~ of the field fluctuations. If agiven physical problem
is such that the power spectrum of the disorder isgiven by
<
p(k) p(k')
>mkab(k k'), (24)
and the field created
by
aperiodic
array of elements of wavevector k isgiven by
G(k, z)
csk~z~e~~~, (25)
where a, b and c are in
general positive
butpossibly negative
exponents, then from expression(23)
weimmediately
get from powercounting
a~
r~
z~°, (26)
(27)
where
~ = i + a +
2(b
C).Several comments are in order.
First,
expression(27)
shows that theuniversality
class of the standard deviationdecay problem
isentirely
determinedby
three exponents a, b and c,defined
by I)
thespectral
content of the disorder at low wavenumbergiven by expression (24)
which
gives
the value of exponent "a" and2)
the structure of the constitutive elements and thenature of the
physical problem,
which determines the kernel structuregiven by equation (25)
and which
gives
the exponents "b" and "c". It is clear fromexpression (25)
or(20)
that the characteristicdecay length
of aspectral
component of wavenumber k is of the order of k~~Thus,
thepowerlaw decay
of a~can be traced back to the existence of very low wavenumbers in the power spectrum of the disorder. Disorder destroys the exact cancellation of all
multipoles
and introduces a continuous spectrum down to k - 0.Second,
agiven
value of a does not need tocorrespond
to the samephysics,
since there are many combinations of a, b and c for agiven
value of thedecay
exponent a. Forinstance,
thecase a = 3 discussed in sections I and 2 is recovered for a
= 2 and b = c
= 0, which was the
case studied in reference [5] for a system of
planar dipoles
in electrostatics. The same valuea = 3 is also obtained for a
planar
lattice of dislocations in theelasticity problem
[4, 7] for which a= 2 and b
= c = I. More
generally,
we expect that thedecay
exponent a may be modified either due to acl~ange
of thespectral
content of the disorder or due to themultipole
nature of the constitutive element in the source array.
4. Limit of
large
disorder and other cases.The strong disorder case considered in [13]
corresponds
toassuming
that each constitutive element(in
this case, adislocation)
can have anyposition
within theplane.
Thiscorresponds
to a
complete
decorrelation of the position of the dislocations. In this case, the power spectrum of the disorder reads<
p(k) p(k')
>r~ En Em < e~~~" e~~'~m >,(28)
where xz~ is the position of the nth element in the source
plane (z
=
0).
For uncorrelated positions of theelements,
all the "interference" terms in the double sum such that n#
maverage to zero since < e~~X» e~~'Xm >=< e~~X» > < e'~'Xm >= 0 if m
#
n.Expression (28)
reduces to
<
p(k) p(k')
>r~ En < e~~~~~'~~» >,
(29)
~ ll ~
~i(k-k')x
~(~~)
due to the
independence
of thepositions
of the elements and the fact that we assume thatthey
are
identically spatially
distributed. N is the number of elements per unitlength.
In an infinitedomain,
< e~(~~~'~~ >=b(k k'), leading
to a value a= 0 for the disorder exponent defined in
equation (24).
As a consequence, for the samephysical problem (same
b and cexponents),
wefind that the
decay
exponent a for the standard deviation a~ of the field fluctuations is reducedby
2 in thelarge
disorder limit, in comparison to the weak disordered case. Inparticular,
forb c
= 0
(electrostatic dipoles
ordislocations),
we recover the announced result [13]given by expression (2):
a~ r~ z~~ Note that the presentspectral
method also allows us to addressthe more
general
case of anarbitrary
disorder and toquantify
the cross over from weak tostrong disorder.
Mathematically,
this is doneby computing expression (28)
for the case at hand characterizedby
thecorresponding spatial
distribution of xz~.It is
maybe
useful to list a fewproblem archetypes
and theircorresponding decay
laws. The firstsimplest problem
is that of aplanar
array ofmonopole
sources. The case of aperiodic
array with
alternating signs yields
the well-knownexponential decay V(x,z)
r~
e~k°z
e~k°~For a weak disorder around this
periodic
structure, a = 2 and b= c = 0 which
yields
a = 3.For a strong disorder with a = 0, we obtain a
= I.
Suppose
now that themonopoles
aregrouped
in pairs so as to constitutedipoles lying parallel
to theplane
to whichthey belong.
Summing
thedipole
field over aperiodic
array ofdislocation, using
for instance the Poisson summation formula,yields again
b = c = 0. The same result holds for verticaldipoles
whichare
perpendicular
to theplane
to whichthey belong.
Thedecay
exponent o is thusuniquely given
in terms of the exponent "a" determined from the nature of the disorder. Weagain
recover a = 3 and a
= I for the weak and strong disorder cases,
respectively.
Let us consider now an array of electric
quadrupoles.
Agiven quadrupole
can be constitutedby approaching
two horizontaldipoles
ofopposite
direction to within a closedistance,
sayd,
in the z-vertical direction. The kernel
Gquadrupoie(k, z)
for theperiodic
array ofquadrupoles
is then
given by
Gquadrupole(k,
Z) =Gdipole(k,Z
+d) Gdipole(k,
Z)* kd
3Gdipole(k,
Z)/32. (31)
This
expression (31)
shows that b = I and c= 0 for the system of
quadrupoles.
Then thisyields
o= 5 and a
= 3 for the weak and strong disorder cases,
respectively. Generalizing
this
reasoning
toarbitrary multipoles
of orderp(p
= 0 :
monopole,
p = I :dipole,
p = 2quadrupole,
etc.),
we obtain b=
Max(p
-1,0)
and thus o= 3 +
2(p I)
and a = 1+2(p I)
respectively
for the weak and strong disorder cases, for p > 1.5. Conclusion.
The
problem
of the determination of thedecay
law for the standard deviation of the fluctuations of the fieldgenerated by
a random array of elements(multipoles,
ensemble ofdislocations,
etc.has been reduced to the determination of two quantities:
I)
thespectral
power [14] of disorder in the low k limit and2)
the structure of the Green function[15],
as a function of wavenumberand
distance,
for aperiodic
array of theconstituting
elements. In turn, this Green function can be evaluatedeasily
from theknowledge
of the Green function for asingle
element and from theuse of the Poisson summation formula
allowing
the discreteperiodic
sum to be transformed into a continuousintegral
over theplane,
or moregenerally
over the manifold,containing
the sources. In
general,
this continuousintegral
has the form of a Fourier transform whichgenerically yields
a spatialdependence given by equation (25),
controlledby
anexponential
decay
decoratedby algebraic
corrections in powers of k and z.N°11 LONG-RANGE FIELD FLUCTUATIONS 2169
This formulation is
completely general
andquite powerful technically
since it has allowedus to recover
straightforwardly
all results knownpreviously
and to derive new ones for moregeneral constituting
elements. It can beeasily adapted
to anyphysical problem,
aslong
asthe Green function for a
single
source is known. Its second interest is in theparticularly
clear
physical picture
that itprovides
in order to understand theorigin
of the slowalgebraic
powerlawdecay
of the field fluctuations. In thisframework,
it stems from the creationby
disorder of very low wavenumber components which
provide
thedominating
contribution to thedecaying
field atlarge
distances. In the weak disorder case, the appearance of such low wavenumber components in the disorder spectrum results from theprogressive
destruction of the cancellation of the fieldoccurring
in theperiodic
case.However,
thepicture
is not restrictive to this limit andfully
characterizes theproblem
from theknowledge
of the disorder spectrum.An
interesting
consequence is theanalysis
of a differentc(ass
ofdisorder, exhibiting long
range"fractal-like" power law correlations in space and characterized
by
a spectrumb(k k')
k~~~for small k with 0 <
fl
<2,
I-e- a= 2
fl, yielding
adecay
exponent a =(3 fl)/2
[5]. To summarize, thegeneral expression
of thedecay
exponent a for the standard deviation a~ of the fluctuations of the fieldgenerated by
a random array of elements is a~r~ z~" with
a = 3
fl
+2(b c), (32)
where
fl
characterizes the self-affine structure of the disorder and exponents b and c are definedby expression (25).
The domain ofvalidity
ofexpression (26)
with(32)
istypically
for distancesz
larger
than the averageperiod
in the weak disorder case around an averageperiodicity.
In the strong disorder case, it is valid in an ensemble average sense over many disorderconfigurations.
It is
possible
that asimple
spaceintegral (or
spaceaverage)
over thein-plane
coordinate x fora
single
disorderconfiguration
issufficient, implying
some kind ofergodic
property. This iscurrently being
checkedby
numerical simulations [10].Acknowledgements.
Stimulating
conversations with E.Bouchaud,
J.-P.Bouchaud,
G. Saada and A-A- Nazarov areacknowledged.
I amgrateful
to D. Stauffer as the editor forsuggesting
the sedimentation andpermeability problems
and for useful comments.References
ill
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