A NNALES DE L ’I. H. P., SECTION A
F. D ELYON P. F OULON
Complex entropy for dynamical systems
Annales de l’I. H. P., section A, tome 55, n
o4 (1991), p. 891-902
<http://www.numdam.org/item?id=AIHPA_1991__55_4_891_0>
© Gauthier-Villars, 1991, tous droits réservés.
L’accès aux archives de la revue « Annales de l’I. H. P., section A » implique l’accord avec les conditions générales d’utilisation (http://www.numdam.
org/conditions). Toute utilisation commerciale ou impression systématique est constitutive d’une infraction pénale. Toute copie ou impression de ce fichier doit contenir la présente mention de copyright.
Article numérisé dans le cadre du programme Numérisation de documents anciens mathématiques
http://www.numdam.org/
891
Complex entropy for dynamical systems
F. DELYON P. FOULON
Centre de Physique
Théorique,
Laboratoire Propre du C.N.R.S. 014;École Polytechnique, 91128 Palaiseau Cedex, France
Vol.55,n°4,1991,j Physique théorique
ABSTRACT. - This paper introduces a notion of
complex entropy
in aquite
intrinsic way. This number can be attached to afamily
of linearsymplectic
transforms but also to alarge
class ofdynamical systems.
Cet article introduit une notion
d’entropie complexe
d’unefaçon intrinseque.
Ce nombrepeut
etre attache a une famille de transfor- mations lineairessymplectiques
mats aussi a unegrande
classe desystemes dynamiques.
1. INTRODUCTION
This paper contains a new effective
approach
to the rotation numberof a
family
of linearsymplectic
transforms. The rotation number appearsto
be,
in a natural way, theimaginary part
of acomplex
number that wecall since its real
part
is related to the usualentropy.
This
approach
isquite intrinsic,
and we extend it to thegeneral
frameworkof second order
differential equations
attached to variationalproblems
ona manifold.
A rotation number can be attached to a continuous
family
ofsymplectic
transforms. In order to do that one has to deal with
symplectic geometry.
Annales de l’Institut Henri Poincaré - Physique theorique - 0246-02 H
892 F. DELYON AND P. FOULON
Before
going
into moredetails,
let us say that before us several authors gave agood
definition of the rotation number[7]
but in aslightly
differentway.
They
use the fact that the fundamental group of the linearsymplectic
group
S1 (2 n, R)
is Z and that anysymplectic
transform S has agood polar decompose.
To be more intrinsic than is
generally
done(to
avoid trivial fibrations in the case ofmanifolds),
we observe that in addition to asymplectic
2-form we suppose that we are
given
apositive complex
structure(not necessarily integrable
ingeneral).
Let us notice that this additional struc- ture exists for alarge
class ofdynamical systems including geodesic
flowsof Riemannian
metrics,
and moregenerally
for allsystems
whose evolution isgoverned by
a convex variationalproblem (in particular,
Hamiltonainsystems admitting
aLegendre transform).
Our
approach
deals with the set X ofLagrangian subspaces.
This sethas been
extensively studied,
and is known to be thehomogeneous
spaceU(~)/0(~).
The famous Maslov class shows that its fundamental group is also Z.In
part 2,
westudy
the linearsymplectic transport
of aLagrangian
space. We first show that for any
Lagrangian subspace
L and a referenceLagrangian
space Vbeing given
we can build aunitary symmetric
opera- tor. Thisprovides
a nicerepresentation
ofU(~)/0(~), leaving
aside theproblem
oftransversality
encountered in the definition of the Maslov index.Then,
to afamily St,
and toL,
we associate acomplex family Zt
ofoperators. Using
thisoperator,
we define what we call thecomplex
entropyof a
Lagrangian
space L. In the linear case, thiscomplex entropy
isgiven
when it exists is defined
by:
In
proposition 1,
we show that theimaginary part 03B1 of 03B3
does notdepend
on L. We call a the rotation number of the
family St. Proposition
2explains why
this number is the same as the one definedby
D.Ruelle,
and in fact more
generally
shows that there isonly
onepossible
rotationnumber. At this
stage
we observe that forexplicit computations,
the useof
Lagrangian
spaces inducessimpler
calculations. In a recent paper[ 1 ], using
thisapproach
we have been able to obtain estimates on thecomplex entropy
forquadratic
Hamiltonians in the adiabatic limit. For aprobabil- ity
space theergodic
subadditive theorem shows the almost sure existence of a.Then,
we observe that the realpart
h of y is related[5], [6] through ergodic theory
to the sum of theLyapunov exponents,
hence our terminol- ogy.In
part 3,
we deal with manifolds.Using
thegeometric properties
ofsecond order differential
equation, especially
the one,coming
from acle l’Institut Poincaré - Physique theorique
convex variationnal
problem,
we show that we can extend the notion ofcomplex entropy
to alarge
class ofdynamical systems.
Forcompact manifolds,
we relate the realpart
of thecomplex entropy
to the classic metricentropy
of aflow,
and thisjustifies
ourterminology.
The relevantdynamical systems
include inparticular
thegeodesic
flows on Riemannianmanifolds. Theorem 3 shows
that,
in this context, the rotation number(divided by 7t)
is the average number ofconjugate points
counted withtheir
multiplicities.
Thisprovides
the extension of Sturm-Liouvilletheory.
2. COMPLEX ENTROPY FOR CONTINUOUS PATHS IN
Sp (2 n, R)
2.1.
Symplectic
vector spaces withcompatible positive complex
structuresLet
(E, co)
be a realsymplectic
vector space with dim E = 2 n. Inaddition,
we suppose we have chosen a
complex
structureJ,
and a linearautomorph-
ism of E
satisfying:
This
complex
structure is assumed to becompatible (or symplectic)
andpositive
that is forevery ç and ~
in E:and the scalar
product
g definedby:
is
positive
definite(Riemannian).
Such a structure is calledpositive
tible
complex.
Thepossibility
of such a choice on a vector space is insuredby
the existence ofsymplectic
bases.2.2.
Lagrangian
spaces andcomplexifications
A
Lagrangian
space L is a maximalisotropic
vector space for co, i. e.co (ç, 11) = 0
forevery ç and ~
in L. These spacesplay a particular
rulebecause if V is
Lagrangian
then:with the
corresponding projectors.
One
easily
checks that theprojectors satisfy:
894 F. DELYON AND P. FOULON
This
gives
acomplexification
of E that we will write V~: anyvector ç
in Ecan be
split
into:Thus, ~
can berepresented
as an element z of Vby:
Let us remark that there is a natural Hilbertian inner
product
on V:Furthermore,
= v1 + J v2and ~
= ui + J u2, we can alsoexpress gc
as:which is the standard
complexification
ofLagrangian
spaces. TwoLagran- gian
spaces, L andV, give
rise to twopossible complexifications
of E andso induce an
isomorphism
U : V.Using
the twopossible decomposi- tions ç = /1
+ J/2
= v1+
J v2 and(6), (7)
we see that:and
thus vl + iv2
=(P" - (/1
+il2).
Notice that we useonly
the restric- tion ofQ"
andP"
to L.So,
U : L’ -+ V isprovided by:
For the sake of
brevity
we will denoteP"/L
-+ Vby
P andQ"/L :
L ---~ JVby Q.
LEMMA 1. - The operator U : Lc ~ yc
defined
above is that iswhere the
transposed operator
is defined withrespect
to themetric g given by (3). Hence,
The real
part
isclearly
theidentity,
and theimaginary part
is the wellk-nown Wronskian which vanishes because L is
Lagrangian.
The map U : LC is a
unitary symmetric operator
for which thecomplex
determinant is well-defined. This numberbelongs
to the unit
circle,
and we call itsargument
the between Land V.2.3.
Complex entropy
Let us consider a
given
continuousfamily St
of linearsymplectic
transforms
(with respect
toro)
and a fixedLagrangian
space V.Through St,
aLagrangian
space L ismapped
onto aLagrangian
spaceLt.
LetAnnales de l’Institut Henri Poincaré - Physique theorique
be the
complexified
of the restrictionSt/L :
L --+Lt. Now,
let usdefine the
operator 2t :
L~ --+ VCby:
where U
(LJ : L~
--+- V is theunitary operator
associated to thepair (Lt, V)
as above. The
family
ofoperators Zt
can be written aswhere
(the superscript
c denotes the naturalcomplexification), Pt, Qt
are theprojectors
ofLt
ontoV Q+ JV.
DEFINITION. - Consider a continuous
family St
of linearsymplectics
transforms of a space E endowed with a
compatible positive complex
structure J. Let V be a fixed
Lagrangian
space. To agiven Lagrangian
space
L,
we associate the number y(L) given by:
when it exists the number will be called the
complex
entropy of L.Remark. -
only
the determinant ofZt Zt
is relevant since it is anendomorphism
of LC(in
fact anautomorphism).
PROPOSITION 1. - When it
exists,
the number0152=Im(y(L))
does notdepend
on the chosenLagrangian
spaces Land v. This number will be called the rotation numberof
thefamily St.
Proof of proposition
1. - SinceZt
= U we have:log (det (Zt Zt))
=log (det (St/L)‘)
+log (det (U (Lt)T
U(Lt)), ( 14)
4
and the first term is real.
Thus,
we have to provethat,
when itexists,
thenumber:
does not
depend
on L. We shallstudy
the relative"angle"
betweenVt = St (V)
andLt = St (L). Thus,
we use theunitary operator Ut : t
defined as in
(10).
Thefollowing diagram
isobviously
commutative:896 F. DELYON AND P. FOULON
Thus we have:
log (det [UT (Lt)
U(Lt)]) -log (det [UT (Vt)
U(Vt)])
=log (det [Ui Ut]). (16) Now,
let us suppose that theargument
of det[Ui Ut]
variesby
more than2 ~ ~.
Then, necessarily
one of theeigenvalues
of thesymmetric unitary operator UTtUt (they
can be followedcontinuously)
should have crossed1 at a certain
time,
say ’toSo,
thereexists ç
inL~
such thatWriting
thecongugated equation
andnoticing
that(U~ Ut)* = (U; Ut)-1
we see that
ç*
also satisfies the samerelation,
thus admits a realeigenvector ~
witheigenvalue
1. Let us remarkthat, by construction,
we have:where p03C4 and q03C4
are defined as in( 10)
with thepair (L’t’ V-r). ( 17) yields:
which
implies
that~(~)==0. Thus ç
lies in The intersection is invariantby St.
ThusS-r- 1 (ç)
was in and so still aeigenvector
associated with the
eigenvalue
1.Consequently,
theeigenvalue
1 and itsmultiplicity
are invariant. This shows that either aneigenvalue
is different from1,
and then it can never cross 1 or isequal
to 1 and then remains 1.Thus,
theargument
of det[Ur Ut]
cannot vary in timeby
more than 2 n 7c.Therefore,
the difference in( 16)
is boundedby
2n n which ends theproof
of
Proposition
1.Let us now discuss the existence of the limit
( 15)
in the framework ofprobability theory.
Let(Q, P, Tt)
be aprobability
space with a continuousP-preserving
shift Tt. And let S(t, co)
be a continuous(in t)
and measurable(in ro) family
of linearsymplectic
transformssatisfying:
Then,
it is well-known that for anyLagrangian
spaceL,
the realpart
ofy(L)
exists withprobability
one.Now,
if we consider anyabsolutely
continuous measure v on the set of
Lagrangian
spaces, then v-a. s. this limit isequal
to the sum of thepositive Lyapunov exponents. Furthermore,
this limit is invariant under the shift and thus a. s. constant in theergodic
case. The situation issimpler
for the rotation number since it does notdepend
on L: if we set:we have:
Annales de ’ l’Institut Henri Poincare - Physique theorique
since
( 16)
was shown to be boundedby 2 ~ n.
And the subadditiveergodic
theorem ensures that 03B103C9 exists with
probability
one and does notdepend
on L
by Proposition
1. Aspreviously
is invariant under the shift and thus is a. s. constant in theergodic
case.2.4.
Properties
of the rotation numberPROPOSITION 2. - Let
Sl (t)
andS2 (t)
be two continuousfamily o.f’
linearsymplectic transforms satisfying S1 (o)
=S2 (o)
= Id. We suppose that the rotation numbers 03B11 and a2 exist.Then,
the rotation number aof the family S2 (t)° S1 (t)
exists and isequal
to 03B11 + a2.Proof -
Let L be aLagrangian
space andLt=S1 (t) L.
LetU1 (t) : L~ ~
LC andU2 (t) : (S2 (t)
~Lt
be theunitary operators
defined as in( 10). Then, setting
U =U 2
0 U 1 we have:By definition,
the second term in(23)
is al. Thus we have to prove that the first term is C’t2’ Thedifficulty
is that the initialLagrangian
spaceLt depend
on t so that this limit is not, a the rotation number ofS2 (t).
Thefollowing
lemma ends theproof
ofProposition
2.LEMMA 2. - Let
St
be acontinuous family of linear symplectic trans, f ’orms [satis, f ’ying
S(0)
=Id]
andLt
be acontinuous , family of Lagrangian
spaces.Then the rotation number a
St
isequal to
the relative rotation numberof ’ S(LJ
with respect toLt.
Proo. f : -
Let usstudy
the motion on the interval[0, T].
Letbe defined as in
(10),
then thewinding
numberw (T) =
up to time T modulo 27r is theangle
beetweenand
Lp,
that is theargument
of det(UT (T) U (T)).
Let usconsider now the continuous
family Lt, ~ = L~t + ~ 1- a,~ T (which
verifiesLt, 1 = Lt, Lt, o==Lr
andL~ ~=L~).
Thewinding WÀ (T)
does notdepend
on À modulo modulo
2 ~)
and is acontinuous function function of
À,
hence is constant withrespect
to À. Inparticular,
thewinding
number is the same for thefamily Lt
and for theLagrangian
spaceLp.
The limit T -~ oo ends theproof
of the Lemma 2.898 F. DELYON AND P. FOULON
Proposition
2 shows that the rotation number definedby
D. Ruelle is the same than ours. Let us recall that his rotation number for afamily St
is the rotation number associated with the
unitary
transformUt
of thepolar decomposition
inSt = St|Ut.
Thus we know that the rotation num-ber of
St
is the sum of the rotation numbers of the twofamilies St|
andUt.
We need thefollowing
lemma:LEMMA 3. - The rotation number of a
continuous family St of symmetric positive symplectic transforms
is zero.Proof -
IfSt
issymmetric positive
definite forevery ç
in V we haveg (Ç, S~(Q)>0.
Thus never lies in JV and so never vanishes.Then formula
(17)
shows that -1 can never be aneigenvalue
of theunitary operator
associated with thepair (St (V), V).
Thus thewinding
number is bounded This ends the
proof.
Consequently
the rotation number of a continuousfamily
ofsymplectic
transforms is
equal
to the rotation number of theunitary family
ofoperators
associated to thepolar decomposition (left
orright).
Forexplicit calculations,
ourapproach
is easier since it avoids the difficultproblem
of effective
polar decomposition
ofsymplectic
transforms.Moreover,
in the case where thefamily St
isgiven by
a differentialequation,
it issimpler
to follow the evolution of a
Lagrangian
space(only
for an n-dimensionalspace)
rather thansolving
theproblem
for all theoperator St.
3. COMPLEX ENTROPY FOR SECOND ORDER DIFFERENTIAL
EQUATIONS
3.1. Geometric
properties
of second order differentialequations
Let M be an n-dimensional manifold and F : TM -~ IR a
Lagrangian (F
is
positively homogeneous
ofdegree
1 on thefibres).
This function definesa variational
problem
when we want to extremize the action:It is well-known that any
Lagrangian
can bemapped
onto anhomogen-
eous variational
problem.
Thegeometrical
structure of theseproblem
hasbeen tackled in
[2]
and wejust
recall there some basic results withoutproofs.
The convenient space tostudy
the variationalproblem
is not thetangent
bundle TM but rather thehomogeneous
fibre bundle HM(the
fibre of the
tangent half-lines).
TheEuler-Lagrange
solution is a vectorfield X on HM. This vector field is of
particular type
and is called asecond order differential
equation.
This second order differentialequation
Annales cle l’Institut Henri Poincaré - Physique theorique
indues a
splitting
of THM into the 3supplementary
bundles:with the associated
projectors,
The bundle VHM is the vertical e., made of spaces
tangent
to the fibres of HM(it
does notdepends
onX).
The bundlehX HM
is calledthe harizontal bundle associated with X. There exists an
almost-complex
structure
IX
onVHM~hXHM.
If we assume that theLagrangian
is convexon the fibres
(then
onespeaks
of a Finsler structureand,
this includesRiemannian
geometry),
then there exists a 1-form A on HM which is acontact
form,
that is a volume form. The volume form is invariant under X and dA induces asymplectic
structure onVHM~hXHM. Furthermore,
thecomplex
structureIX
ispositive
compa- tible[the
metric defined as in(3)
ispositive definite],
andVHM, hXHM
are
Lagrangian
and relatedby /~x
HM =IX (VHM).
3.2.
Complex entropy
Let cpt the
one-parameter pseudo-group
associated with X and its linearisation. The bundleVHM~hXHM
is invariant under and furthermore the action of T cpt on it issymplectic.
In order toapply
theresults of the first
part,
we need aparallel transport
toidentify
the spaces at differentpoints.
It is proven in[2]
thatalong
any orbit r of X onHM,
there exists such a
parallel transport
i~leaving
VHM andh~
HM invariant.Now, being given
apoint
z in HM and aLagrangian
spaceLZ
inVHMz~hXHMz,
we define theoperator Zt : Lcz~03C4t(Vz)c by:
We thus define the
complex entropy
for anyLagrangian
space L at thepoint
z as in( 13).
Let us remarkthat, by construction,
thisentropy
isinvariant,
that is:for every t in IR and z in HM.
Now, everything
works as inpart
1. Inparticular, Proposition
1 is in forceand, following
theprevious remark,
the rotation number is a
dynamical
invariant.By (22),
the realpart
of theentropy
h(L, z)
is determinedby:
Now,
we suppose that M iscompact
withoutboundary.
A convexLagrangian
isgiven,
and we normalize the diffuse measure fl.Following
900 F. DELYON AND P. FOULON
Oseledec,
for aC 1 flow,
cp : [R x HM ---+HM,
there exists a subset Q in HM of full measure, invariantby
(p, and suchthat,
for any z inQ,
thereexists a
unique splitting satisfying:
Furthermore,
the limit hz)
in(22)
exists for anysubspace LZ satisfying
does not
depend
onLZ,
and is the sumx(z)
of theLyapunov exponents.
D. Ruelle[6]
has proventhat, if Jl
is an invariantprobability
measure, the metricentropy h~ (p)
satisfies:if cp is
C2 and absolutely
continuous.Then, following
Pesin[5]:
This
justifies
the name"complex entropy".
As in the linear case, the
ergodic
subadditive Theoremprovides
asimple proof
of the existence withprobability
one of the rotation number0152 (z).
3.3.
Conjugate points: generalized
Sturm-Liouvilletheory
The
conjugate points naturally
appear in the framework ofgeodesic
flows on Riemannian manifolds and this notion can be
easily
extended[3]
to the case ofLagrangian systems.
Let z be apoint
in HM and r theorbit of z under the flow defined
by
theEuler-Lagrange equation.
Thepoints conjugate
to z in HM are thepoints
cpt(z)
such that:One can evaluate the number of
z-conjugate points
for t > 0taking
intoaccount their
multiplicities (the
dimension of theintersection).
Their timeaverage number is linked to the rotation number
through
thefollowing
theorem:
THEOREM 3. - For the
Euler-Lagrange equation
Xof
a convex variationalproblem,
the average numbero, f’ conjugate points (counted
with theirmultipli- cities)
to agiven point
z in HM isequal
to where a is the rotationnumber
of
z(whenever
itexists).
. Annales de I’Institut Henri Poincare - Physique theorique
Remark. -
According
to theprecedent paragraph,
when M iscompact
the limit ofProposition 3,
exists on a set of full measure.Proo. f ’ of
the theorem. - Beforestarting
theproof
we need to recall(without proofs),
some facts[2]relative
to thespecial
case of second order differentialequations.
To a second order differentialequation
on HM isattached a a first order differential
operator
yX calleddynamical
derivationsatisfying
for every vectorfield ç
over HM an any differentiablefunction f
the relation
(iii )
Yx leaves thesplitting RX~VHM~hXHM invariant;
(iv)
thedynamical
derivation yX commutes with the almostcomplex
structure
IX
onVHM~hXHM.
Theparallel displacement
is donerelatively to 03B3X.
If X is the Euler
Lagrange
of a convex variationnalproblem
then yX iscompatible
with the metric g, that is for two vector fieldsç, 11
on HMLet z be a
point
inHM, ç
any vector inTz HM
withdecomposition 03B6=aX+Y+h
relative to thesplitting RX~VHM~hXHM,
for the vectorfield 03B6t
= T cpt(Q
thefollowing
relations[2] (known
as the Jacobiequation
in the Riemannain
context)
are satisfiedRelation
(28)
and(29)
are essential to understand theparticular properties
of second order differential
equations.
We will not discuss here theseequations,
let usjust
say thatex
is a field of linearendomorphisms
ofVHM,
and is called the Jacobiendomorphism of the
second orderdifferential equation.
Proof of theorem
3. - Choose apoint
z inHM,
aLagrangian
space Lover z and suppose that there exists Y in Then
using ( 10)
and
observing
thatQ(Y)=0, P (Y) = Y,
we see that Y is aneigenvector
with
eigenvalue
1.Thus,
the result follows the fact that for second order differentialequations,
anyeigenvalue
1necessarily
moves in thepositive
sense on the unit circle.
Indeed,
let £ be a smalltime,
on theeigenspace
associated with theeigenvalue
1 the evolution(after parallel displacement)
isprovided [using
(28), (29)
up to order£2] by Noticing
that for any vertical vector Y the2-space generated by
Y andIX (Y)
is invariantby
P andQ
(this
is also true for any restriction of this twooperators
to anyLagrangian
902 F. DELYON AND P. FOULON
space)
weget:
for Y in the
previous eigenspace.
Thus theeigenvalues 1
behave for smalltime 8 like
By continuity
we can follow the set G of theeigenvalues
ofU~ U~
onthe universal
covering
and build n continuousfunction fi, n~i~1 by labeling
the set G with theconvention
Ourprecedent argument
showsthat f (t}
can never decrease of more than 203C0 so there is a monotonousincreasing integer
function such that27r~~/~27r(~+ 1) and ki
is the number oftimes ~
has crossed 1.Thus,
on the interval
[0, T]
thewinding
number(15) satisfies,
This ends the
proof.
[1] F. DELYON and P. FOULON, Adiabatic Theory, Lyapunov Exponents and Rotation
Number for Quadratic Hamiltonians, J. Stat. Phys., Vol. 49, 3/4, 1987, pp. 829-840.
[2] P. FOULON, Géométrie des équations différentielles du second ordre, Ann. Inst. Henri Poincaré, 45, 1986, pp. 1-28.
[3] P. FOULON, Estimation de l’entropie des systèmes lagrangiens sans points conjugués, Preprint, 1985.
[4] Ya. B. PESIN, Geodesic Flows with Hyperbolic Behavior of the Trajectories and Objects
Connected with Them, Russian Math. Surveys, Vol. 36, 4, 1981, pp. 1-59.
[5] Ya. B. PESIN, Formulae for the Entropy of a Geodesic Flow on a Compact Riemannian
Manifold Without Conjugate Points, Mat. Zametki, Vol. 24, 1978, pp. 553-570, Math.
Notes, Vol. 24, 1978, pp. 796-805.
[6] D. RUELLE, Ergodic Theory of Differentiable dynamical Systems, Publ. Math. I.H.E.S., Vol. 50, 1979, pp. 27-58.
[7] D. RUELLE, Rotation Number for Diffeomorphisms and Flows, Ann. Inst. Henri Poincaré, Phys. Théor., Vol. 42, 1985, pp. 109-115.
(Manuseript received October 1st, 1990, revised version received January 14, I 99 ~ .)
Annales de i’Institut Henri Poir2care - Physique theorique