A NNALES DE L ’I. H. P., SECTION B
S ERGUEI M. K OZLOV
A NDREI L. P IATNITSKI
Degeneration of effective diffusion in the presence of periodic potential
Annales de l’I. H. P., section B, tome 32, n
o5 (1996), p. 571-587
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Degeneration of effective diffusion
in the presence of periodic potential
Serguei
M. KOZLOV ~Andrei L. PIATNITSKI U.F.R. M.I.M., U.R.A. 225 C.N.R.S., Universite de Provence Aix-Marseille-1, 3, place Victor-Hugo, 13331 Marseille Cedex, France
Lebedev Physical Institute,
Leninski prospect 53, Moscow 117333, Russia
Vol. 32, n° 5, 1996, p. 571-587 ProbabiUtés et Statistiques
ABSTRACT. - The
asymptotic
behaviour of effective diffusion for aparabolic
operator in Rn with smoothperiodic potential
and smallperiodic
initial diffusion is studied. We obtain
logarithmic asymptotics
of effectivediffusion with respect to the initial diffusion. The answer is
given
in termsof
auxiliary
variationalproblem
on the torus, which consists inminimizing
a
length
in certain metric of the curvespassing through
the maximalpoint
of the
potential
andhaving given homological
class. The papergeneralizes
our
previous
result[3]
where the case ofpiecewise
constantpotential
wasinvestigated.
Key words: Homogenization, large deviations, effective diffusion.
On considere le comportement
asymptotique
de la diffusioneffective pour une
equation parabolique
avec unpotentiel periodique,
A.M.S. (M.O.S.) Subject Classification: 35 B 27.
Annales de l’Institut Henri Poincaré - Probabilités et Statistiques - 0246-0203
Vol. 32/96/05/$
572 S. M. KOZLOV AND A. L. PIATNITSKI
lorsque
le coefficient de diffusion initial tend vers zero. On trouve cetasymptotique
au senslogarithmique
en termes deproblemes
variationnels lies aupotentiel
donne.INTRODUCTION
In the paper we
study
a diffusion model ofbiological particles assuming
that the life conditions and diffusive
properties
of the medium are describedby periodic
functions. Toinvestigate
the behaviour of apopulation
ofsuch
particles
forlarge
time one canapply
the methods of automodelhomogenization theory
ofparabolic equations.
As it follows from[1], [2],
the
long
time behaviour of thepopulation
could be described in terms of so-called effective diffusion which in our case
depends
on the initialdiffusivity
and the
potential.
Thegoal
of this work is to obtain theasymptotics
ofthe effective diffusion as the initial diffusion goes to zero. Here we
adopt
the
terminology
and the main notations from[3]
where the similarproblem
was solved for
special
case when thepotential
ispiecewise
constant andthe initial diffusion doesn’t
depend
on thepoint
of medium.The
corresponding parabolic equation
for thedensity u (x, t)
of theparticles
has thefollowing
formwhere vo
(x)
is the initialdensity and /1
is smallpositive
parametercharacterizing
the initial diffusion of theparticle,
summation overrepeated
indices is omitted. From now on we suppose that the matrix
(x))
isperiodic symmetric
anduniformly elliptic
and thepotential v (x)
isperiodic
and has
only
oneglobal
maximumpoint
on eachperiod.
To describe the behaviour of
u (x, t)
forlarge
time let’s introduce thefollowing eigenvalue problem
and denote the first
eigenvalue
andeigenfunction
of thisproblem simply by
A and p
(x) respectively.
We fix the choice of p(x) by
the normalisationAnnales de l ’lnstitut Henri Poincaré - Probabilités et Statistiques
condition
(p)
= 1, where( . )
means the average of aperiodic
function overthe
period.
Thenaccording
to[2]
for anypositive
~c theasymptotic
relationholds in the
region { (~, t) ~~2
as t -~ oo. The functiondescribing
the diffusionproperties
of the solutionu (x, t)
satisfiesthe
homogenized parabolic equation
whose matrix of constant coefficients
(~i~) _ ((J’ij (~c))
is called the effective diffusion matrix. For reader convenience we outline here the method forconstructing
ofNamely
let k =1, 2,
..., n, beperiodic
solutionsof the
equations
where xk is k-th
independent
variable. Then the effective diffusion matrix is definedby
the formulaI is the unit matrix and the
symbol
meanstransposition
of thematrix, a
=The
expression
in theright
hand side of(0.6) depends
on J-tinexplicitly
thus the
studying
of thisexpression
for small /1 is acomplicated problem involving
resolution of thesingularly perturbed
PDE. So we use anotherapproach
to find theasymptotics
of a(~c)
0.Namely
we’ll transformequation (0.1)
to anequation
withoutpotential
and thenapplying
therough
estimates for effective diffusion
replace
thisequation by
another one ofdivergence
form orequivalently
withpotential
drift andisotropic
diffusion.To that end we must control the
ground
state p(x)
all over the torus asp goes to zero, we find it to be of order in
logarithmic
sense where W
(x)
is a distance from thepoint x
to the maximumpoint
in the certain metric on the torus. Here our
analysis
relies on Freidlin-Wentzel results
[12]
whereanalogues problem
for the invariant measure fordiffusion operator was considered. After that
using
the result of[4]
we’llshow
(and
this is the main result of thepaper)
that effective diffusion a satisfies thefollowing limiting
relationVol.
574 S. M. KOZLOV AND A. L. PIATNITSKI
where e is a
positive matrix,
whose coefficients will begiven
in terms ofauxiliary
variationalproblems.
Here wepoint
out that each itseigenvalue
isthe minimal
length
of the closed curvepassing through
the maximumpoint
of the
potential
andhaving
fixedhomological class,
in the metric constructed in terms of thepotential
andquadratic
form of theprincipal
part of the operator. These curves also define a sequence of invariantsubspaces
of e.Detailed construction of
limiting
matrix ispresented
in Section 3.Similar
problem
for a diffusiveparticle
in the presence of a vector field waslargely
discussed in thephysical
and mathematical literature(see [5], [6]
forincompressible
vectorfield, [7]
forgeneral
discussion and[8]
where different from[4] approach
to the case ofpotential
vector fieldis
presented).
We also mention paper[10]
where more realistic case of Fokker-Plankequation
was treated.1. THE ASYMPTOTIC PROPERTIES OF PERIODIC EIGENVALUE PROBLEM
In this
paragraph
westudy
theasymptotic
behaviour of the firsteigenvalue
andeigenfunction
of(0.2)
for small ~c. Without loss ofgenerality
we’ll suppose that max v
(x)
= 0 and the set of its maximumpoints {x
ERn Iv (x)
=0 }
coincides withinteger
lattice Z".PROPOSITION 1. - The
first eigenvalues 03BB satisfies
the estimateswhere the constant c doesn’t
depend
on ~c.Proof. -
The firstinequality ( 1.1 )
issimple
consequence of thefollowing
variational
representation
for Awhere T" = is standard n-dimensional torus. To prove the
inequality
from above let us introduce the test functionAnnales de l ’lnstitut Henri Poincaré - Probabilités et Statistiques
where the
normalizing
constant c is used tosatisfy
the relation (Tn) = 1 and x is smoothpositive cutoff,
x = 1 for|x| I G g
and X
= 0 forIxl ] > 4.
Under such choiceof X
the constant c isuniformly in positive
and bounded. Wehave, substituting
this test function into(1.2)
The second and third
integrals
here are bounded becausecorresponding
derivatives of are
equal
to zero in thedomain { x : Ix I g ) .
Then
taking
into account ourassumptions
weobtain
theinequality
Then
taking
into account ourassumptions
weobtain
theinequality
|v(x)| ~ c1|x|2
for somepositive
constant ci. Thisyields
Now let’s establish the main
properties
of theeigenfunction
uo(x)
whichsolves
(1.2).
PROPOSITION 2. - For any > 0
Proof -
The leftinequality immediately
follows from the relation (Tn ) > = 1. Theright
one can be derived from standard estimates for576 S. M. KOZLOV AND A. L. PIATNITSKI
elliptic equations. Indeed,
in rescaledcoordinates ~/ = -
theequation (0.2)
takes the
sight
~’~while
L2-norm
of uo over theperiod
isequal
to~-"~2. According
to
Proposition
1 the coefficients of(1.4)
areuniformly
in /1 bounded soby
the internal estimates for the solutions of
elliptic equations [11] we
obtainthe second
inequality (1.3).
Denote
by x°
the maximumpoint
of uo(x).
PROPOSITION 3. - The maximum
point ~°
goes to zero as ~c -> 0.Proof. - According
to maximumprinciple [11] ~°
is located inside the domain{x
E T" :v (x) - A
>0 }. By Proposition
1 we find-v (:c° )
-A C J-t andrequired
statement is the consequence of ourassumption
aboutuniquiness
of maximumpoint
of v(x)
on Tn.Now let 03B4 be an
arbitrary positive
number. We setQ03B4 = { x : Ixl ] 03B4 }.
Our next aim is to estimate uo
(x)
at theboundary 03B8Q03B4
from below.PROPOSITION 4. - There exist
positive
co and cl such thatProof. - Applying
Harnackinequality [11]
to the solution u~of
(1.4)
one can obtain thatfor any yi, y2 such that
~2 (
1, where the constant c > 1 doesn’tdepend
on ~c. In coordinates x = /1 Y we findfor any xl, x2 such that
~2! ( By Proposition
3x°
EQ$
forsufficiently small p
therefore the distance betweenx°
and anypoint x
ofis less than 2 8.
Connecting x°
with anarbitrary point
ofby
thesequence of
~2 b/~c~ points ([ . ]
is theinteger part) lying
on the same lineand
iterating (1.6)
we findfor any x E
~Qb .
Tocomplete
theproof
it suffices to note that Uo(x° ) >
1.Annales de l’Institut Henri Poincaré - Probabilités et Statistiques
Remark 1. - One can
easily
establish the exactasymptotics
of~,
whichis A = c J-t
(1
+ 0(~) )
for thepotential
withnondegenerate
maximumpoint,
but the result of the
Proposition
1 is sufficient for our purposes.Now from
Propositions 2,
4 we haveso for
we have the
following
PROPOSITION 5. - The
function
p(x) satisfies
the estimates:Now we are
going
to describe thelogarithmic asymptotics of p (x).
Forthis purpose we define the function
W (x)
as the solution of thefollowing
variational
problem
where
(x)) = (aij (~))-1
and inf is taken over all smoothpaths connecting x
with 0. We will also use the function W(x)
=W (x)/2
which is more convenient in
probabilistic interpretation.
Proof. -
Let’s fixarbitrary 6
> 0 and devide theequation (0.1) by
thefunction
(-~v(x))
in the domainDenote the diffusion process
issuing
from thepoint x
andcorresponding
to the operator32, n°
578 S. M. KOZLOV AND A. L. PIATNITSKI
Let T
(x)
be the exit time from Then the solution p(.r), ~
Ecan be
represented
in thefollowing probabilistic
form(see [12]):
The last
equality
here follows fromProposition
1 which states that isbounded. We also use the fact
~S
E for s T(x)
anduniquiness
of the maximum
point.
The function 0(/~) depends
on 6.By Proposition
5Therefore
for x E Now let
61
bepositive sufficiently
small number. Weset
60
= infW (x)
and suppose that 8 satisfies the relation 685.
For8Q{jl
x E we define the function
W6 (x)
as followsAccording
to the definitions of W(x)
andWb (x)
and relation for 6 and61
we have for x EFirst we are
going
to estimateMe
(1+O( )) from below. For this purpose let’s construct the smoothpath (~(0)
= ~ eI
=~/2,
such thatAnnales de l ’lnstitut Henri Poincaré - Probabilités et Statistiques
Then the
function
p(t)
=cp ( ~~) l 1
satisfies thefollowing
relations: °According
to[12, chapter 3]
thisimplies
where
cp(t))
= sup~~t -
Hencetaking
intoOtW ~~~
account the
implication { 03C1o,
yv (x)(çf,
cp(t)) 6/4 }
C{ T (x)
W(x)}
we have
At last
by Chebysheff inequality
To prove a similar upper bound we rewrite the
quantity
(1+0 M)in the
following
form32, n°
580 S. M. KOZLOV AND A. L. PIATNITSKI
where
0 (s)
is the distribution function ofT (~).
Let’s devide the lastintegral
into three parts:The last term in brackets is
evidently
less then exp(-2
W(~)/~).
Thenfrom
[12, chapter 4]
it follows thatuniformly
in s E~60,
2 maxW~
andx E
where we also use
(1.8).
Thus for any s W(x)/2
W
(x)-c6So the first
integral
in(1.11)
is not greater thenc ( 8) e - 2
~ . Let’sestimate the second one
Annales de l’Institut Henri Poincaré - Probabilités et Statistiques
Combining
the estimates for all terms in(1.11)
we find thatuniformly
in x EBy (1.9), (1.10)
and lastinequality
we obtainfor x E
uniformly
over this set. Thenaccording
to the definition ofW (x)
andPropositions
5 thefollowing
relationshold
uniformly
in x E HenceWith
(1.122
thisimplies
--61 - W (x) liminf
~-~o lim~-~o
sup ~cIn p (x) 61 -
W(~) uniformly
on Tn and since61
isarbitrary
number the lemma isproved.
2. REDUCTION TO THE
EQUATION
WITHOUT POTENTIAL This section is devoted to a transformation of(0.1)
to theequation
without
potential.
For this aim we introduce new unknownfunction q (x, t) by
the relation u(x, t)
=(x)
q(x, t). Substituting
thisexpression
into(0.1)
instead of u(x, t)
andtaking
into accountequation (0.2)
we find theequation
for the functionq (x, t):
Let’s
multiply
the lastequation by
p(x):
Vol. 32, nO 5-1996.
582 S. M. KOZLOV AND A. L. PIATNITSKI
After
simple
transformation we haveThis
equation
can be studiedby
the methods ofhomogenization theory.
The
homogenized equation
takes thesight (see [2])
where
ai3
is effective diffusion matrix for theelliptic
part of theequations.
This matrix differs from
only by factor (p2) [see (0.4)-(0.6)]. Using
the
equality (p)
= 1 andProposition
5 it is easy to see thatThus it is
enough
tostudy
theasymptotic
behaviour of the effective diffusion matrix for theelliptic
operator of theform a8 p2 (x)
aij3. ASYMPTOTICS OF EFFECTIVE DIFFUSION
In order to
study
theproperties
of the functionW (x)
morecarefully
wedefine the function
W (x, 6)
as followsThe
following
statement is asimple
consequence of the definitions forW (x)
andW (:c, 8).
PROPOSITION 6. -
Uniformly
in x E T"PROPOSITION 7. - W
(x )
isLipschitz function
on T n .Annales de l’Institut Henri Poincaré - Probabilités et Statistiques
Proof. -
Forany 6
> 0 the function W(x, 6)
is the distance of x from 0 in the riemannien metrics((-v (x)
+6)
aij(~))
on Tn. Therefore W(x, 6)
isLiphisch
function andby triangle
axiom~W (x, 6)-W (y, 6) [
+
03B4)v(x))|x- y|
where the notationv (x)
is used for the maximaleigenvalue
of the matrix(x). Passing
to the limit in both sides of thisinequality
as 6 -> 0 andconsidering Proposition
6 we obtainPROPOSITION 8. - The
only
local minimumpoint of
W(x)
on Tn is theorigin.
Proof. -
Let’s suppose that there exists another local minimumpoint
say 0 of on T n . Then for some p > 0 the
inequality
W
(xo ) min W (x)
holds.According
toProposition
6 forsufficiently
I=p
small 8 the same
inequality
holds for the functions W(x, 8).
This contradicts thetriangle
axiom. Theproposition
isproved.
Now
having
the functionW (z)
continuedby periodicity
to allRn,
weconstruct the matrix
Aw
as follows. Let,~l
be the solution of thefollowing
variational
problem
where inf is taken over all smooth
paths connecting
0 with i E Forevery
sequence {ik}~k=1,ik
denoteby ^ ({ik)}
the set of thelimiting points
for the normalizedsequence ~ 2 ~ / ~ 2 ~ ~ ~ .
Then we defineA/31
as a union of A
( ~ i~ ~ )
over all thesequences { satisfying
the relation limF (ik) = According
to the definition of131
and compactness of the unitsphere
the set^03B21
is closed and notempty.
We also seth,~~ _ ~ x
E Rn : E~y ~~
PROPOSITION 9. - linear
subspace of
Rn .Proof. - By periodicity
of W it is easy to see that issymmetric
with respect to the
origin. Suppose
that11,~1
contains twolinearly independent
vectors zl and z2. Then there exist twosequences {i1k}
F (il)
-> =1,
2, such that --~ zj. Theinequality
F
(11 ii -f - L 2 Z 2 )
max( F ( i 1 ) ,
F( z 2 ) )
isevidently
true for anyinteger l 1
and 12, ~~ ( + l ~ ~ > o,
therefore any sequence of the form(lk i ~ i ~ ) ,
Ilk ]
+(
> 0, satisfies the relation lim +l2k i2k)
=131.
At last584 S. M. KOZLOV AND A. L. PIATNITSKI
arbitrary
unit vector from the span of zi and z2 can beapproximated by
thesequence of the form
+ lf i ~ ) ~ )
withinteger
andlf .
PROPOSITION 10. - There exists
bo
> 0 such that theinequality F (i) > ,~1
+80
holdsfor
all i EProof -
Let us suppose that the statement is false. Then one can find thesequence { i k }, ik
EZnB039303B21,
tosatisfy
theequality lim
F(ik) =
Denote
by i’k
theprojection of ik
onto039303B21. By
definition of039303B21
foreach k there exists the
sequence {ikm }~m=1
ofinteger
vectors such thatF
(ikm)
~03B21
and ~(i’k/|i’k|)
as m ~ oo. Thisimplies
theconvergence
(ik - |i’k |ikm| ikm ) (ik- i’k) .,
as m ~ oo.Approximating by
the rational numbers we obtain thejkm E satisfying
thefollowing
relations F F(ik)
andlim =
(ik -
Under the proper choice ofm =
m(k)
anylimiting point
of the isorthogonal
tor~l .
On the other hand --~ so thislimiting point
lies inI‘,~1.
PROPOSITION 11. - In
T~1
there exists a basisof integer
vectors.Proof -
It isenough
to choosearbitrary
orthonormal basis ... , zk inT,~1, 1~
= dimr,~l ,
andapproximate each Zi by
thesequence { ( ~
such that F
(Zim)
--~,Ql
as m --~ oo. Indeed forsufficiently large
m vectorszim, ..., zkm are
linearly independent
andby Proposition
10 lie inh~1.
The
proposition
isproved.
Now we set
,~2
= inf F(i). According
toProposition
10,~2
>Like
A(31
above11,~2
is defined as a union of1~ ( ~ i~ ~ )
over allthe
sequences {ik}, ik
EZnB0,
such thatlim sup F (ik) ~ 03B22.
Let0393~03B22 = x
E03B22 r
and let039303B22
be theorthocomplement
to039303B21
in0393~03B22.
Thefollowing
assertion can beproved
in the same way asPropositions 9,
10 and 11.PROPOSITION 12. - linear
subspace of
Rn. There existsbo
> 0such that
F (i)
>~32
+80 for any i E Z’~BT~,~2. In r/?2
there exists the basisof integer
vectors.The next step
gives ,C33,
and and so on.Continuing
the processwe find ..., and
r~x ,
...,r,~S , h,~1
C ... C = Rn, where1 s
n. Let zi , ..., zn be the orthonormal basis in Rnconsisting
of thebasises of
r,~l ,
...,T,~S .
We introduce thesymmetric operator Aw
to beAnnales de l ’lnstitut Henri Poincaré - Probabilités et Statistiques
diagonal
in the basis zi , ..., zn witheigenvalues {3i
in thecorresponding subspaces r {3i .
Let us now consider the matrix
Aw
as a function of W( ~ ) .
LEMMA 2. -
Aw is
the continuous monotonicfunction of
W in thefunctional
space C(Tn).
Proof. -
To provecontinuity
let us fixarbitrary
continuous functionWo (x)
on Tn and constructcorresponding
... ,,~S
andI‘~1,
...,If we set k
= 1 min
then for anyW ( ) x
E{ W ( ) x
E10
C
(T n ) : ~ Wo -
> b~ ~
and for any i EZn B0
weevidently have IFwo ( i ) - Fw (i) I
b where indexes WandWo
are used to indicatethe function F
(i)
defined as above for W andWo respectively.
Now let72
~ ~ ~ ~yn
and ei, ..., en be theeigenvalue
andeigenvectors
of
Aw respectively.
It is easy to see that( lim sup Fw (ik) -
bfor any sequence
{ik} satisfying
the relation limFyvo (ik)
=03B21
and that(i) -
> 2 k for i E This means that03B21|
b fori =
1, 2,
... ,ki, I~1
= dimr~l ,
and a span of ei, ..., ekl coincides withr~i . Similarly -,Ci2 ~
b for i =1, 2,
...,k2 , k2
= dimT,~2
anda span of e~l +1, ... , e~l +~2 coincides with
I‘,~2
and so on. As a result weobtain Aw| I
b inappropriate
matrix norm.Monotonicity
can beproved
in the similar way.The next statement is the main result of the paper.
THEOREM 1. -
Effective diffusion
matrix ~(~c) satisfies
thefollowing
limiting
relationProof. -
As was mentionend in Section 2 it suffices to find theasymptotics
of
homogenized
matrix for theoperator a8 p2 (x)
aij(x) 03B8 03B8xj.
For thispurpose we
approximate W (X)
on Tnby
the smooth functionW8 (x)
withfinite number of
degenerate points
and with theonly global
minimumpoint
at the
origin
in such a way that the estimateW03B4|c(Tn
>8/3
holds.Under this choice of
W8
we have forsufficiently small ~
thefollowing
matrix
inequality
586 S. M. KOZLOV AND A. L. PIATNITSKI
Further the
homogenized
operatorskeep
the order relation oforiginal operators [1]
hence(3.1) implies
theinequality
__ ~ _W~)
ghere
~.
is thehomogenized
matrix of theoperator £ 20142014
e ~-2014. d~
The
properties
ofW5 (~)
allow us toapply
the results of[8], [4]
to findthe
asymptotics
of Thisyields
thefollowing
relationTaking
into account(3.2)
we haveAt last
by
Lemma 2 and choice ofW8 (x)
the matrix tends toAw
as 6 -~ 0 thus
In conclusion let us derive some consequences from Theorem 1. Consider the
symmetrical
case when the matrix aij(x)
and thepotential v (x)
areinvariant with respect to any motion of R"
preserving
theinvariant with Then the matrix
respect
to any motion of R"preserving
the cube[-1 2, 1 2]n.
aw takes the form aw = where I is the unit matrix and
regarding
Theorem 1 states that isequal
to the distance of 0 from
Zn/0
in the metric(v (x) (x)).
This metricdegenerates
in thepoints
of ZT‘.In our
previous
work[3]
the similarasymptotics
was found for the effective diffusion of theoperator (~,2
A + v(x))
withpiecewise
constantpotential.
The methodsdeveloped
here allow these results to begeneralized.
Namely
let us consider theequation
of the form(0.1)
with v(x) given by
the formula
where
Q
issimply
connected domain withpiecewise
smoothboundary
such that
Q
and(Q + j)
don’t intersect forany j
E Without loss ofgenerality
we can assume that 0 EQ.
Then under the sameassumption
as above we have
Annales de l’lnstitut Henri Poincaré - Probabilités et Statistiques
THEOREM
2. - lim (J-t) _ -2 Ayv
whereW (x) is equal
to thedistance
of
xfrom Q
on Tn in the metric(x)).
With
appropriate simplifications
theproof
of the theorem isquite
similarto the
proof
of Theorem 1(see
also[3]).
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(Manuscript accepted January 21, 1994.)
Vol. 32, n°