On the $C^1$ and $C^2$-convergence to weak K.A.M. solutions
Marie-Claude Arnaud, Xifeng Su

TL;DR
This paper studies the convergence of solutions to the Lax-Oleinik semi-group towards weak K.A.M. solutions, establishing weak $C^2$ convergence and providing examples illustrating different convergence behaviors.
Contribution
It introduces upper Green regular solutions and proves weak $C^2$ convergence for various approximations, advancing understanding of second derivative convergence in Hamilton-Jacobi theory.
Findings
Weak $C^2$ convergence holds for several classes of approximated solutions.
Convergence in measure of second derivatives is achieved under certain conditions.
An example shows $C^1$ convergence without second derivative convergence in measure.
Abstract
We introduce a notion of upper Green regular solutions to the Lax-Oleinik semi-group that is defined on the set of functions of a closed manifold via a Tonelli Lagrangian. Then we prove some weak convergence results to such a solution for a large class of approximated solutions as (1) the discounted solution (see [DFIZ16]); (2) the image of a function by the Lax-Oleinik semi-group; (3) the weak K.A.M. solutions for perturbed cohomology class. This kind of convergence implies the convergence in measure of the second derivatives. Moreover, we provide an example that is not upper Green regular and to which we have convergence but not convergence in measure of the second derivatives.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
On the and -convergence to weak K.A.M. solutions
Marie-Claude Arnaud
Avignon Université
Laboratoire de Mathématiques d’Avignon (EA 2151)
F-84018 Avignon, France
and
Xifeng Su
School of Mathematical Sciences
Beijing Normal University
No. 19, XinJieKouWai St.,HaiDian District
Beijing 100875, P. R. China
[email protected], [email protected]
Abstract.
We introduce a notion of upper Green regular solutions to the Lax-Oleinik semi-group that is defined on the set of functions of a closed manifold via a Tonelli Lagrangian. Then we prove some weak convergence results to such a solution for a large class of approximated solutions as
- (1)
the discounted solution (see [DFIZ16]); 2. (2)
the image of a function by the Lax-Oleinik semi-group; 3. (3)
the weak K.A.M. solutions for perturbed cohomology class.
This kind of convergence implies the convergence in measure of the second derivatives.
Moreover, we provide an example that is not upper Green regular and to which we have convergence but not convergence in measure of the second derivatives.
member of the Institut universitaire de France.
1. Introduction
This article focuses on some weak solutions of the stationary Hamilton-Jacobi equation on some closed manifold . Classical solutions of this equation are generating functions of Lagrangian submanifolds that are invariant by the Hamiltonian flow, but it often happens that such classical solutions don’t exist.
The viscosity solutions were then introduced by P.-L. Lions and M.G. Crandall (see [CL83]) and provide generalized solutions under very weak hypotheses for . In 1997 and in a convex setting, A. Fathi proved his weak K.A.M. theorem (see [Fat97]) that provides weak K.A.M. solutions and also proved (see [Fat08]) that these solutions coincide with the viscosity solutions. The weak K.A.M. solutions are fixed points of the so-called Lax-Oleinik semi-group and Fathi proved in [Fat98] the convergence of the Lax-Oleinik semi-group to weak K.A.M. solutions in -topology.
Here we consider various problems of and convergence, that correspond to a convergence of graphs of discontinuous Lagrangian submanifolds of . Before our results, only results concerning the -convergence were known.
We study the problem of the or convergence of approximated solutions for the Lax-Oleinik semi-group defined on a closed manifold . More precisely, we will consider the following three problems:
- (1)
the dependence of the weak K.A.M. solution on the cohomology class; 2. (2)
the convergence of the so-called discounted solution (see [DFIZ16]); 3. (3)
the convergence of the Lax-Oleinik semi-group to a weak K.A.M. solution.
The problem of convergence for Point (3) was partially solved in [Arn05]. The Dynamics that we will consider are Hamiltonian or conformally Hamiltonian on and are all convex in the fiber, which means the following.
Definition 1**.**
*A function is -convex in the fiber direction if for every , the Hessian in the fiber direction , denoted by for short, is positive definite as a quadratic form.
The function is superlinear in the fiber direction if for any Riemannian metric on , for any , there exists such that*
[TABLE]
A Tonelli Hamiltonian is a function that is superlinear and -convex in the fiber direction.
We will be interested in conformally Hamiltonian flows associated to a Tonelli Hamiltonian, defined by the following equations (see [MS17]) with .
[TABLE]
Observe that the case is the Hamiltonian case.
Definition 2** (Hausdorff distance).**
Let be a metric space. For any non-empty compact subsets of , the Hausdorff distance between and is defined by
[TABLE]
where .
Notation.
- •
Choosing a Riemannian metric, we will denote by the associated Hausdorff distance in ;
- •
if is a section of , its graph is denoted by
[TABLE]
- •
at every , the vertical subspace at is ;
- •
if is a subset of a topological space, we denote its closure by .
Theorem 1**.**
Let be a Tonelli Hamiltonian. Let be the solutions to the associated discounted problem (see [DFIZ16] ) and let be their limit . Then
[TABLE]
Corollary 1**.**
With the same hypotheses as in Theorem 1, if is , then converges to for the uniform topology when .
To give a similar statement in the case of varying cohomology classes, we introduce some notations.
Notation. For every in the linear space , we choose in a continuous way a smooth closed 1-form with cohomology class . When , we can identify with the set of constant 1-forms.
Theorem 2**.**
Let be a Tonelli Hamiltonian. For every , we consider the modified Lax-Oleinik semi-group that corresponds to the closed -form , defined by
[TABLE]
*where the infimum is taken over all the absolutely continuous curves such that 111 is Mañé critical value for the cohomology class , see [Fat08]..
Assume that is a family of fixed points of that uniformly converge to when tends to [math].
Then,*
[TABLE]
Corollary 2**.**
With the same hypotheses as in Theorem 2, if is , then converges to for the uniform topology when .
We will now focus on the case of topology when and the considered limit solution satisfies some regularity assumption that we will detail.
For Dynamics that are defined with a Tonelli Hamiltonian, the pieces of orbit with no conjugate points play a special role; for example, in a Lagrangian setting, they correspond to locally minimizing orbits.
Definition 3**.**
*Let be a flow on .
- •
a piece of orbit with interval has no conjugate points if
[TABLE]
- •
for such a piece of orbit, for every , we define
[TABLE]
For such a piece of orbit with no conjugate points, observe that all the Lagrangian subspaces with are transverse to the vertical and then are graphs of some symmetric matrix in the usual coordinates.
Notations.
- •
We denote the set of symmetric matrices with size by .
- •
Let be a Lagrangian subspace that is transverse to the vertical subspace. Its height is the symmetric matrix such that
[TABLE]
In fact, we will identify with a quadratic form.
The set of symmetric matrices is endowed with a natural order, the one of the corresponding quadratic forms. The following proposition is proved in [Arn08] for the Hamiltonian case and we will prove in Section 3 that it is also true for conformal Hamiltonian flows.
Proposition 1**.**
If is a conformal Hamiltonian flow on that is associated to a -convex in the fiber Hamiltonian and if is a piece of orbit with no conjugate points, then
- •
if , the map is increasing and the map is increasing;
- •
for every and , then ;
- •
when , the limit exists and when , the limit exists;
- •
when , we have .
and are then called Green bundles.
As said before, we will consider some special weak K.A.M. solutions of some Hamiltonians. These solutions are always semi-concave222See Section 2 for the definition., and then
- •
they are Lipschitz and Lebesgue almost everywhere differentiable by Rademacher Theorem (see [EG15]);
- •
if converges to and if 333 See Section 2 for the notation. converges to a vector , then (see [CS04])444 Here denotes the set of super-differentials of at , see Section 2 for the definition.;
- •
by Alexandrov Theorem (see [NP06]), they admit a second derivative at Lebesgue almost every .
It can be proved (see [Fat08]) that at every point where the weak K.A.M. solution is differentiable, the negative orbit has no conjugate points and thus the Green bundle exists.
Definition 4**.**
A weak K.A.M. solution is upper Green regular if at Lebesgue almost every , we have
[TABLE]
A weak K.A.M. solution is lower Green regular if at Lebesgue almost every , we have
[TABLE]
We will prove in Section 4 that the following examples of restricted Dynamics to invariant Lagrangian graphs correspond to a , upper and lower Green regular weak K.A.M. solution
- •
the restricted Dynamics is Lipschitz conjugated to the one of a rotation flow;
- •
the restricted Dynamics is Kupka-Smale;
- •
the degree of freedom is .
In particular, the K.A.M. tori are graphs of derivatives of weak K.A.M. solutions that are upper and lower Green regular. Hence we can apply our results of convergence to the K.A.M. tori case.
We will now estimate a kind of distance between any and upper (resp. lower) Green regular weak K.A.M. solution and its approximated solutions. The quantity that we will estimate is described below.
Notation.
- •
We denote by Leb the Lebesgue measure on .
- •
If is a symmetric matrix on , its norm is defined by
[TABLE]
where is the standard Euclidean norm we take on .
- •
Let be two semi-concave functions. Then they admit a second derivative Lebesgue almost everywhere and we can define
[TABLE]
Theorem 3**.**
Let be a Tonelli Hamiltonian. Let be the solutions of the associated discounted problem and let be their limit, i.e. . Then, if is and upper Green regular, is a weak K.A.M. solution that satisfies
[TABLE]
Theorem 4**.**
Let be a Tonelli Hamiltonian with associated Lax-Oleinik semi-group . Let and let us use the notation and 555The existence of the limit is due to weak K.A.M. theorem, see [Fat08]. . Then, if is and upper Green regular, is a weak K.A.M. solution that satisfies
[TABLE]
Theorem 5**.**
*Let be a Tonelli Hamiltonian. For every , we consider the modified Lax-Oleinik semi-group that corresponds to the cohomology class . Assume that is a family of fixed points of that uniformly converge to when tends to [math].
Then, if is and upper Green regular, is a weak K.A.M. solution that satisfies*
[TABLE]
In [Fat08], the symmetrical Lagrangian is introduced and the symmetrical Lax-Oleinik semi-group is defined. More precisely, if we just here adopt the notation for the Lax-Oleinik semi-group for and for the discounted semi-group for , we define
- •
the symmetrical Lax-Oleinik semi-group is defined by
- •
the symmetrical discounted semi-group is defined by .
Using its definition, we deduce easily for and lower Green regular solutions to the symmetrical semi-group the convergence of
- •
the symmetrical discounted solutions;
- •
the image of an initial condition by the symmetrical Lax-Oleinik semi-group;
- •
the symmetrical solutions depending on the cohomology class.
Remarks.
- •
For Theorems 3, 4 and 5, the fact that is not fundamental. But to give some correct statements on any closed manifold, we would need to choose a “horizontal” subspace at any point by using a connection. We preferred to avoid this, but a similar proof (in charts) could be given for any closed manifold.
- •
Observe that this kind of convergence implies the convergence to [math] in (Lebesgue) measure of the -distances to the limit, for instance, in the case of Theorem 5, i.e.
[TABLE]
- •
We will see in Subsection 4.2 by providing some example that we cannot improve this convergence in a uniform one for the -distance .
Moreover, we will build in Subsection 4.3 an example on a weak K.A.M. solution that is not upper Green regular nor lower Green regular and we will prove for this example that the conclusion of Theorem 4 is not valid. Note that for this example, we will not work on a torus .
We end this introduction by asking some question.
Question. Does there exist an example of which a weak K.A.M. solution is , upper Green regular but not lower Green regular?
1.1. Notations
As said before, is the canonical projection and the vertical subspace at is .
We recall that if are coordinates in , we define dual coordinates as follows: if is an element of , it can be written in the basis as , and then the coordinates of are .
The usual symplectic form on is chosen in such a way that all these coordinates are symplectic. In other words, we have in dual coordinates
[TABLE]
and then are endowed with a Riemannian metric and we denote by the open ball with center and radius .
2. Basic facts about discounted equation
2.1. Semi-concave functions
Definition 5**.**
A function defined on an open subset of is semi-concave if there exists some constant such that
[TABLE]
*We also say that is -semi-concave.
Then is a super-differential of at and we denote by the set of super-differentials of at .*
If is a closed manifold, we fix a finite atlas . A function is said to be -semi-concave if every is -semi-concave and means that (x).
A good reference for semi-concave functions is [CS04]. We recall that a semi-concave function is always locally the sum of a concave function and a smooth function. We recalled in the introduction the following properties of the semi-concave functions.
- •
They are Lipschitz and Lebesgue almost everywhere differentiable by Rademacher Theorem (see [EG15]);
- •
if converges to and if converges to some , then (see [CS04]);
- •
by Alexandrov Theorem (see [NP06]), they admit a second derivative at Lebesgue almost every .
Let be a Tonelli Hamiltonian and be its associated Lagrangian via the Legendre transformation. is the Mañé critical value of .
Definition 6**.**
A function is called a weak K.A.M. solution of negative type of Hamilton-Jacobi equation
[TABLE]
if
- (i)
for each continuous piecewise curve with , we have
[TABLE]
- (ii)
for any , there exists a curve with such that for any , we have
[TABLE]
A discounted version of (2) is the equation
[TABLE]
where . Note that the viscosity solution of (3) is unique and denoted by . We call the discounted solutions of (2) and it can be represented by the following formula
[TABLE]
where the infimum is taken over all absolutely continuous curves with .
2.2. Discounted Dynamics
We assume that is a Tonelli Hamiltonian. Let be the Lagrangian associated to .
We denote by the flow that solves Equation (1) that we recall:
[TABLE]
Recall that the Legendre map is a diffeomorphism that is defined by
[TABLE]
and we have
[TABLE]
Then the flow solves the discounted Euler-Lagrange equation
[TABLE]
For any and , we define the following action on
[TABLE]
where the infimum is taken on all the absolutely continuous curves such that and .
Then the infimum in Equality (5) is a minimum and every where this minimum is reached corresponds to a solution of the -discounted Euler-Lagrange equation, i.e. satisfies
[TABLE]
Then is a minimizing curve and the corresponding orbits for the Euler-Lagrange and Hamiltonian flows are said to be minimizing.
Proposition 2**.**
Any minimizing orbit has no conjugate points.
Proof.
Observe that if we define , Equation (4) is nothing else than the classical Euler-Lagrange equation for the time-dependent Lagrangian . For such an equation, it is well-known that along any minimizing orbit, there are no conjugate points. Using Legendre map, there are also no conjugate points for the corresponding Hamiltonian orbit. ∎
2.3. Discounted Lax-Oleinik semi-groups
Using methods similar to the ones used in [Ber08], it can be proved that
- •
every function is semi-concave;
- •
for every minimizing curve in (5), is a super-differential of at and is a super-differential of at ;
- •
at , admits a derivative with respect to the first variable if and only if it admits a derivative with respect to the second variable if and only if there is only one minimizing curve between and . Then in this case, we have
[TABLE]
The discounted Lax-Oleinik semi-group is defined on the set of continuous functions by
[TABLE]
where the infimum is taken on all the absolutely continuous curves such that . Then is semi-concave for any . This infimum is always a minimum and when is minimizing in Equation (6), then is a solution for (4), is a sub-differential of at and is a super-differential of at .
Moreover, when is semi-concave, then is differentiable at . In this case, we have
[TABLE]
As every is semi-concave, it is Lipschitz and differentiable on a subset that has full Lebesgue measure. Then if , there is only one minimizing curve in Equality (6), that is given by for any .
Observe that \big{(}q_{s},p_{s})_{s\in[-t,0]}=(\varphi_{s}^{\lambda}(q_{0},dT^{\lambda}_{t}u(q_{0}))\big{)}_{s\in[-t,0]} is a piece of orbit for the discounted Hamiltonian flow that joins a point of to a point of and then
- •
for every , is differentiable at ;
- •
for every ,
[TABLE]
Observe that this implies that
[TABLE]
2.4. A priori compactness results
Proposition 3** (A priori compactness).**
Let be a Tonelli Lagrangian, and . There exist a neighborhood of in the compact-open topology and a compact set such that if with Tonelli and and if is a minimizing orbit for , then
[TABLE]
Proof.
We fix .
Step 1. Fix a Riemannian metric on and . Let be a geodesic for the metric joining and . We have
[TABLE]
Consequently, the compact set
[TABLE]
contains all the points for .
Let .
[TABLE]
where the infimum is taken over all the absolutely continuous curves such that and .
By the superlinearity of , there exists such that if we have
[TABLE]
We introduce the notation
[TABLE]
Step 2. We consider any Tonelli Lagrangian satisfying and any satisfying .
We deduce from the definition of and and the inequality that that if , we have
[TABLE]
For every with , let . By the convexity of , we have
[TABLE]
So
[TABLE]
We have then proven that
[TABLE]
Because , we have and we deduce from (9) that . That is, if is minimizing for between and [math], we have
[TABLE]
Hence, there exists such that
[TABLE]
We deduce from Equation (10) that .
Hence, if is minimizing for between and [math], we have
[TABLE]
To conclude, note that the set
[TABLE]
is relatively compact in because of the continuous dependence of the solutions of a differential equation from the parameters (see e.g. [HW95]). ∎
Using Legendre duality, we deduce a similar statement for Tonelli Hamiltonians.
Corollary 3**.**
Let be a Tonelli Hamiltonian, and . There exist a neighborhood of in the compact-open topology and a compact set such that if with Tonelli and and if is a minimizing piece of orbit for , then
[TABLE]
3. Green bundles
Green bundles will be the main ingredient to prove the results of convergence. Here we state some of their properties.
3.1. Proof of Proposition 1
The first goal of this section is to prove Proposition 1. The proof is very similar to the one given in [Arn08] for Tonelli Hamiltonian flows. With the notations of Proposition 1, we use and .
Because there are no conjugate points on , we have for every in
[TABLE]
and then by taking their images by ,
[TABLE]
is always a non-degenerate symmetric matrix. As this continuously depends on , , we deduce that its signature is constant on each connected set
[TABLE]
To determine these three signatures, we only consider the case where and are small. We use the notation in usual coordinates for
[TABLE]
Then we have and and we deduce from linearized discounted equations that and then , the being uniform in . This implies that
[TABLE]
We deduce for small enough that
[TABLE]
[TABLE]
[TABLE]
This finishes the proof of Proposition 1.
3.2. Continuity of and semi-continuity of the two Green bundles
Notation.
- •
We consider a map defined on some metric space that is continuous for the open-compact topology and such that every is a -convex in the fiber Hamiltonian. We will denote by the flow associated to the -discounted equation for .
- •
then we use the notation .
Observe that the map
[TABLE]
is continuous.
Notation. We then define as being the set of the such that there is no conjugate points for on the piece of orbit of between and .
Moreover and .
Because is continuous, is open and the map is continuous. We deduce from Proposition 1 that is increasing in the first variable on (resp. ) and that if and , we have
[TABLE]
Notation. We are interested in infinite time interval, so we introduce
[TABLE]
and
[TABLE]
We deduce from the continuity of that and are closed. Moreover, we can define
- •
for the Green bundle ;
- •
for the Green bundle .
Then we have
- •
;
- •
.
Observe that because of Equation (11), we have
[TABLE]
We deduce from the fact that the considered functions are continuous and -increasing the following proposition about semi-continuity.
Proposition 4**.**
Let us fix and . Then there exist a neighborhood of in and such that
- •
for every with , we have
[TABLE]
- •
for every , we have
[TABLE]
Proof.
The second point comes from the first point by taking the limit for . Now we prove the first point.
Because , there exists some such that
[TABLE]
By continuity of , there exists a neighborhood of in such that
[TABLE]
Because is increasing in , we have
[TABLE]
∎
We have of course in a similar way a statement for the positive times.
Proposition 5**.**
Let us fix (x,c_{0},\lambda_{0})\in{\mathcal{U}}^{\infty}_{\color[rgb]{0,0,1}-} and . Then there exists a neighborhood of in and such that
- •
for every with , we have
[TABLE]
- •
for every , we have
[TABLE]
3.3. Comparison between Green bundles and second derivatives
Proposition 6**.**
Let and . Then for every point where is twice differentiable
- •
* has no conjugate points;*
- •
.
Proof.
Let us now consider a point where is twice differentiable. Then the infimum in Equation (6) is attained at a unique solution for (4) and we have
[TABLE]
As is minimizing, has no conjugate points.
Because of the definition of the semi-group in (6), we have
[TABLE]
and
[TABLE]
Subtracting these two equations, we deduce
[TABLE]
These two functions vanish for and have the same derivative at . If we succeed in proving that
[TABLE]
we will deduce that
[TABLE]
The arguments that we use to prove Equality (12) are similar to the ones given in [Arn12].
Lemma 1**.**
For every and every , the function is semi-concave, and satisfies
[TABLE]
Proof.
Because is semi-concave, the function is semi-concave and then Lipschitz. By Rademacher’s theorem is differentiable almost everywhere.
Moreover, if is a point where is differentiable, then has exactly one super-differential at this point, there is only one minimizing arc joining to , and we have:
; 2.
; 3.
.
Then we have proved that: . Hence, we have selected a pseudograph in the image of the vertical. ∎
We come back to the point where is twice differentiable and recall that has no conjugate point because it is minimizing and that is the unique minimizing arc joining to .
Lemma 2**.**
There exists a neighborhood of in such that is as regular as is (then at least ) and then
[TABLE]
Proof.
Lemma 1 proves that . Let us now prove that is smooth near .
We use now the so-called “a priori compactness lemma” (see Corollary 3) that says to us that there exists a constant such that the velocities of any minimizing arc between any points and are bounded by ; hence if we denote by the set of the minimizing arcs that are parametrized by , is a compact set for the topology because it is the image by the projection of a closed set of bounded orbits. Let us denote by the set of such that ; then is compact. Let us introduce another notation: . Then and hence, because is closed, for close enough to , all the elements of are close to .
Moreover, is a submanifold of that contains
[TABLE]
Its tangent space at is , which is transverse to the vertical because has no conjugate vectors. Hence, the manifold is, in a neighborhood of , the graph of a section of defined on a neighborhood of in . Moreover, because this submanifold is Lagrangian (indeed, is Lagrangian and is conformally symplectic), it is the graph of where is a function.
Now, if is close enough to , we know that all the elements of are close to , and then that belongs to the neighborhood of and to . Because is a graph, this element is unique: has only one element and is differentiable at , with . We deduce that near , on the set of differentiability of , is equal to ; because and are Lipschitz on and their differentials are equal almost everywhere, we deduce that on , is constant. Hence, on a neighborhood of , is and
[TABLE]
∎
3.4. On the dynamical criterion in the Hamiltonian case
We recall here two dynamical criteria concerning the Green bundles that are proven in [Arn08].
Proposition 7**.**
(Proposition 3.12 in [Arn08])* Let be a point whose negative orbit under the Tonelli Hamiltonian flow has no conjugate points and let be a tangent vector. Then, if , we have*
[TABLE]
When moreover we pay attention to points that are far from the critical points of , we can use a symplectic reduction on the level of in a neighborhood of such points by using the canonical projection . The following statement can be deduced from Proposition 3.17 in [Arn08].
Proposition 8**.**
*Let be a point whose negative orbit under the Tonelli Hamiltonian flow has no conjugate points and let be a tangent vector. We assume that is a sequence of positive real numbers tending to such that the angle of with
is uniformly bounded from below by some positive constant. Then, if , we have*
[TABLE]
4. Examples and counter-examples
4.1. Examples of upper and lower Green regular weak K.A.M. solutions
The following proposition is proven in [Arn14]. It can also be deduced from the dynamical criterion and Proposition 4.12 of [Arn08].
Proposition 9**.**
Assume that is a Tonelli Hamiltonian that has a weak K.A.M. solution666Observe that it is proved in [Fat08] (Theorem 4.11.5) that every weak K.A.M. solution is in fact . such that there exists for which is bi-Lipschitz conjugate to some rotation of . Then is upper and lower Green regular.
The ideas of the proof of the following proposition are contained in [Arn14]. Let us recall that a vector field is Kupka-Smale if all its periodic and fixed points are hyperbolic.
Proposition 10**.**
Assume that is a Tonelli Hamiltonian that has a weak K.A.M. solution such that is Kupka-Smale. Then is upper and lower Green regular.
Proof.
We denote by the periodic (eventually critical) orbits that are contained in and by and their stable and unstable manifolds.
Because the non-wandering set of is , then
[TABLE]
If is not an attractive orbit for then is an immersed manifold whose dimension is less that and then has zero Lebesgue measure. We deduce that there is a dense set in such that for all , tends to a repulsive periodic orbit when tends to and tends to an attractive periodic orbit when tends to .
Let us consider .
We assume that tends to a critical attractive fixed point when tends to . We can choose and a Riemannian metric such that in a neighborhood of : . If is great enough, belongs to and . We deduce:
[TABLE]
hence the sequence is bounded.
If tends to a true attractive periodic orbit , then is a normally hyperbolic (attractive) submanifold for . Then there exists such that (see for example [HPS77]). Any vector of can be written as the sum of where is the Hamiltonian vector field and a vector tangent to . Then is bounded and tends to [math] when tends to . Finally, the family is bounded. By the dynamical criterion, this implies that
[TABLE]
and then is upper Green regular. ∎
The following result is more or less proven in [Arn08] (see Proposition 4.18, the statement is different but the proof is similar).
Proposition 11**.**
Assume that is a Tonelli Hamiltonian that has a weak K.A.M. solution such that all the critical points of that are contained in the graph of are hyperbolic for the Hamiltonian flow. Then is upper Green regular.
Proof.
As the critical points of contained in are hyperbolic for the Hamiltonian flow, their set is finite.
We denote by the union of the unstable sets of the critical points of in
[TABLE]
Observe that and are measurable sets. The strategy is then to show that at Lebesgue almost every in and , we have . We will conclude that is upper Green regular.
Case of . For every , we construct a decreasing sequence of open discs that are centered at and denote by its lift to . We denote by the time -1 flow. We also use the notations and . For every and , we introduce the notation
[TABLE]
and when . Then, for every , there exists such that the are defined for every and every . Hence, if is the set of elements of for which is defined for every , we have
[TABLE]
We know by [Fat03] that is Lipschitz and then differentiable Lebesgue almost everywhere by Rademacher Theorem. Then if we use the notations and , we know that has full Lebesgue measure into .
We have then
[TABLE]
and so
[TABLE]
We deduce from Fatou lemma that at Lebesgue almost everywhere point in , we have
[TABLE]
Using the definition of , let us note that there exists a constant such that
[TABLE]
We then use a symplectic reduction on the energy level of by as explained in Subsection 3.4.
Let us denote by a Lipschitz constant for . Observe that
[TABLE]
We deduce from equations (13), (14) and (15) that
[TABLE]
Using Proposition 8, we deduce that and then .
Case of . We denote by the intersection of with the union of the local unstable submanifolds of the . If , there exists a positive such that . Then we have two cases.
-
We say that is simple if there exists a neighborhood of in such that the only points of are on the orbit of . Observe that the set of simple orbits is countable and thus the projection of the set of simple points has zero Lebesgue measure.
-
Let be the set of non simple points of at which has a tangent subspace. The projection of this set has full Lebesgue measure in . If , then for some we have and because is not simple, we deduce that . As , we obtain the wanted result. ∎
4.2. An example where the convergence is not -uniform
We will show that for the pendulum, the dependance on the cohomology class is not continuous for the uniform topology. The Hamiltonian is given by
[TABLE]
We use the notation . Then the map
defined by
[TABLE]
is a homeomorphism and even a diffeomorphism when restricted to .
For every , the function
[TABLE]
is the unique (up to the addition of a constant) weak K.A.M. solution for . Observe that every is .
Moreover, is smooth on and because of the dynamical criterion in Proposition 7, we have for every
[TABLE]
Hence is upper Green regular (and also Green lower regular).
There exists such that for every , we have
[TABLE]
For , is smooth and attains its minimum at where . Hence there exists such that
[TABLE]
We then deduce
[TABLE]
We don’t have continuous dependence of on for the uniform distance.
4.3. Examples of weak K.A.M. solutions that are not upper Green regular nor lower Green regular and to which the Lax-Oleinik semi-group doesn’t -converge.
Let be a closed surface with negative curvature. Let us denote by its unitary tangent bundle and by the geodesic vector field. We then consider the Mañé Lagrangian (see [Mn92]) that is defined by
[TABLE]
The corresponding Hamiltonian is given by
[TABLE]
Observe that the critical level is because this level contains an exact Lagrangian graph (see [Fat08]).
Then [math] is a weak K.A.M. solution. We denote by the zero section in . The set is hyperbolic for the restriction of to the energy level . We denote by , the 3-dimensional stable and unstable bundles along : they contain the vector field direction and also the strong stable (unstable) bundle. By [Arn12], we have and . As is Anosov, the intersection of (resp. ) with is 2-dimensional and then we have
[TABLE]
So is nowhere upper Green regular.
Let us now prove that is the only weak K.A.M. solution (up to the addition of a constant).
As the flow of is transitive, the projected Aubry set for is the whole . To prove that, we use the characterization of the projected Aubry set that is given in [Fat08]. Let be any point. As is transitive, for every neighborhood of and any , there exist and such that . Let be the closed arc that is made with the three following pieces.
- (1)
the straight segment that joins to with unitary derivative; 2. (2)
the arc of orbit ; 3. (3)
the straight segment that joins to with unitary derivative.
The Lagrangian action of the first and third parts of this arc are very small, and the second one is zero because we have a piece of orbit. Hence the action of can be very small. Hence belongs to the Aubry set.
This implies that, up to the addition of a constant, there is only one weak K.A.M. solution, and so the only weak K.A.M. solutions are the constant functions.
We will now build an example of an initial condition for the Lax-Oleinik semi-group such that the conclusion of Theorem 4 is not satisfied, i.e. such that the family doesn’t tend to 0 when tends to .
We choose a large set of points , …, in , we fix some and we introduce the following functions.
Notation. The Lagrangian action is denoted by where the infimum is taken over all the absolutely continuous curves such that and .
The is semi-concave and then Lipschitz (see [Ber08]). Define
- •
;
- •
.
All these functions are non-negative and -semi-concave. By Lemma 1, we have
[TABLE]
and so because of semi-concavity
[TABLE]
Note that and so for every , we have . Because is -semi-concave, non-negative and vanishes at the points , if we choose the ’s in such a way that the are -dense in for a small , then is close to [math].
Let us now prove that can be chosen such that the graph of is in a small neighborhood of the zero section. We denote by the set of -minimizing orbits for the Euler-Lagrange flow .
[TABLE]
Observe that is compact. We can endow it as well with the or topology that are equal. We have
- •
;
- •
.
We introduce the notation
[TABLE]
Then is compact. We now fix a small neighborhood of in . We introduce
[TABLE]
Then . We choose such that
[TABLE]
We choose a finite number of points on the graph of the vector-field such that
[TABLE]
and use the notation . Then we define the ’s and as before. Let us consider . Then belongs to some ball and so we have
[TABLE]
We deduce that . Let be such that . We have . Hence for every such that , , we have .
If now exists, we have , the minimizing is unique and we denote , then is -close to because . By using Legendre map, this implies that is -close to the zero section and then is close to zero.
So we have proved that we can assume that the graph of is contained in a neighborhood of the zero section that is as small as we want. By [Ber08], observe that
[TABLE]
By continuity of the flow and compacity of the closure of , there exists a small such that
[TABLE]
We now use Lemma 7 of [Arn05] and find some such that
[TABLE]
We can assume that satifies . Then for every , we have
[TABLE]
because of the non-expansiveness of the Lax-Oleinik semi-group (see [Fat08]). We deduce
[TABLE]
We have then proved that
[TABLE]
Let us recall that the flow is Anosov. This implies that the cocycle that we will now introduce is hyperbolic on .
The cocycle is defined in a fiber bundle over a neighborhood of the zero section in . At a point , we consider the tangent space of the energy level . Then is defined as being the reduced linear space endowed with the quotient norm and the corresponding projection is denoted by .
As we take the quotient of an Anosov flow by the vector field, the corresponding reduced cocycle of restricted to is hyperbolic, and has an invariant splitting where the stable and unstable bundles are 2-dimensional. By [Yoc95], we can translate the hyperbolicity condition by using some cones. This is an open condition and we can extend these cones to a neighborhood of such that
- •
there exists a continuous splitting on that coincides with on and two norms on such that
[TABLE]
the family is the associated cone field; the dual cone field is the family defined by .
- •
for some constant , we have for every , and
[TABLE]
- •
there exists an integer and two constants so that
- (1)
for , where
[TABLE] 2. (2)
for , for , ; 3. (3)
for , for , .
Following [Arn12], we now introduce some notations.
Notations.
- •
for , we denote by the -projection of the intersection of the vertical with the tangent space to the energy level ;
- •
when for every between [math] and , we denote by the subspace . Moreover
- –
if for every and is transverse to for every , then exists and is a reduced Green bundle; for , we have ;
- –
if for every and is transverse to for every , then exists and is a reduced Green bundle; for , we have .
- –
for every , we also use the notation and denote by the corresponding bundle over .
On , is well defined and transverse to . The hyperbolicity of on implies that for every , there exists some such that
[TABLE]
and we can also assume that
[TABLE]
Observe that is different from (because of Equation (17)). Hence we can choose large enough such that
[TABLE]
We now choose an eventually smaller neighborhood of that satisfies the following conditions, where we assume that we choose a metric on that allows us to compare tangent vectors of different fibers.
[TABLE]
for some because of Equation (23);
[TABLE]
because of Equation (21);
[TABLE]
because of Equation (22).
We now choose depending on as before. We have proved that for every , (see Equation (20)). We also have by Equation (19) that
[TABLE]
and by Equation (18)
[TABLE]
We deduce from Equations (27), (25) and (26) that
[TABLE]
and then by Equation (24)
[TABLE]
and then the quantity doesn’t tend to [math] when tends to , hence doesn’t satisfy the conclusion of Theorem 4.
5. Proof of the convergence
5.1. Proof of Theorems 1 and 2
We extend the ideas that were introduced in [Arn05] to a more general setting.
We consider a map defined on some compact metric space that is continuous for the open-compact topology and such that every is a Tonelli Hamiltonian. The associated Lagrangian is denoted by . We will denote by the flow associated to the -discounted equation for .
Proposition 12**.**
Let us fix and with fixed point of the semi-group . For every , there exists a neighborhood of such that for every , we have
[TABLE]
To finish the proofs of Theorems 1 and 2, we have to apply Proposition 12 when
- •
either the space is only one point, is the discounted solution and the limit weak K.A.M. solution;
- •
or is fixed and , is a weak K.A.M. solution for the cohomology class .
Proof.
We recall that because of the a priori compactness Lemma (Corollary 3), there exists for every a compact subset such that, for every and where is any compact subset of , any minimizing orbit takes all its values in . Observe that if , we can choose .
Let us fix . We define the map by
[TABLE]
Observe that this map is continuous with respect to all the variables.
We have for every and every continuous map
[TABLE]
We now define for every , and the map by
[TABLE]
Then every map is continuous and the map
[TABLE]
is itself continuous if and are endowed with the uniform distances.
This implies that the map that is defined by(see Equation (28))
[TABLE]
is also continuous.
Moreover, the corresponding function, that is the function
[TABLE]
that takes its values is the set of non-empty compact subsets of and is defined by
[TABLE]
is an upper-continuous function when is endowed with the Hausdorff distance. Hence
[TABLE]
is also compact. Observe that and then
[TABLE]
Let us prove that Equation (29) is an equality for . We recall that is a fixed point of the semi-group . But we know from Equation (7) that for every , we have
[TABLE]
and then by taking the limit for tending to [math], we deduce that
[TABLE]
Equations (29 ) and (30 ) give finally
[TABLE]
Let us now fix . If , there exists a neighborhood of and a neighborhood of such that for every , we have
[TABLE]
where we use the following notation for .
Notation.
[TABLE]
Then we can extract a finite covering of by that are built as before, with neighborhoods of . Then is a covering of by equation (31 ) and we have for
[TABLE]
To obtain the wanted conclusion, we only need to prove that for close to .
We denote by the set of derivability of and we consider a finite covering of by open balls with radius and centers at where . As the map is upper semi-continuous and has for value at every the set , there exists such that
[TABLE]
Then we choose for every a where is differentiable and obtain
[TABLE]
Then we have
[TABLE]
∎
5.2. Hausdorff distance in and convergence
We will prove a proposition that implies that if a family of pseudographs converges to the graph of for the Hausdorff distance and if the map is , then the derivatives - uniformly converge to . Hence Corollaries 1 and 2 comes easily from Theorems 1 and 2.
Notation. If and , we will denote by .
Proposition 13**.**
Let us consider a family of compact subsets of and let be the graph of a continuous map defined on the whole . Assume that . Then
[TABLE]
Proof.
Assume that the result is not true. Then there exists a sequence that converges to and an such that
[TABLE]
Extracting a subsequence, we can assume that converges to some in . For large enough we have
[TABLE]
Hence for , we have , which means that takes its values in a fixed compact set. Extracting a subsequence, we can then assume that converges to some . We deduce from equation (32) and continuity of that .
This implies that . Let us recall that the graph of a continuous map is closed. Hence there exists some such that .
As converges to , for large enough, we have and then . Hence we obtain finally
[TABLE]
and then
[TABLE]
which contradicts the hypothesis. ∎
6. Proof of the convergence
We give a proof that is valid for Theorems 3, 4 and 5.
We fix the and upper Green regular weak K.A.M. solution. It is proved in [Fat08] that any weak K.A.M. solution is , so is and then semi-concave and semi-convex.
We recall that we consider a family of semi-concave functions that
- •
converges to in uniform topology; this comes from Corollaries 1 and 2 and also [Arn05] joint with Proposition 13;
- •
satisfies the following lemma.
Lemma 3**.**
For small enough, we have
[TABLE]
where is the identity matrix of the standard scalar product.
Proof.
Since is semi-concave, is defined (and measurable) Lebesgue almost everywhere. Due to Lusin’s theorem, there exists a compact with such that D^{2}u_{\infty}\big{|}_{\mathcal{K}} is continuous. Hence, there exists , such that for any with we have
[TABLE]
Let us recall that the approximated solutions that we consider is semi-concave, -close to and is of one of the three possible kinds that we now describe.
- •
that is a discounted solution for a small ; then by Corollary1, is close to ;
- •
for some and some large enough; then by Theorem 1 of [Arn05] and Proposition 13, is close to ;
- •
that is a weak K.A.M. solution for a cohomology class close to [math]; then by Corollary 2, is close to .
We deduce that for every , due to Propositions 5 and 6, there exists with such that for every , we have for some large enough
[TABLE]
Since \mathcal{G}(du_{\infty}\big{|}_{\mathcal{K}}) is compact, there exists and with such that
[TABLE]
Because converges to in uniform topology, one can choose such that \mathcal{G}(du\big{|}_{\mathcal{K}})\subset\mathscr{N}. For every , without loss of generality, we assume . Using (33) and (34), we obtain
[TABLE]
We fix one integer and we consider one (non-injective) arc defined by and the other coordinates fixed. Because and are semi-concave, they are differentiable Lebesgue almost everywhere and admits a second derivative Lebesgue almost everywhere. By Fubini Theorem, there exists some such that for Lebesgue almost every choice of , is differentiable at and is twice differentiable Lebesgue almost everywhere along the arc and we can write
[TABLE]
and also because is semi-concave and , we have
[TABLE]
i.e.
[TABLE]
and then because and then
[TABLE]
Let and . Because of the uniform semi-concavity of and because is , there exists such that for any where exists. We deduce
[TABLE]
Hence as the functions that appears in the integrals are non-positive, we deduce also
[TABLE]
We introduce the notation . By Lemma 3, we have . Integrating with respect to , we finally obtain
[TABLE]
and then because , we have
[TABLE]
We deduce that
[TABLE]
and
[TABLE]
Let such that . Then we have for every
[TABLE]
and for every
[TABLE]
We deduce that
[TABLE]
and
[TABLE]
Observe that
[TABLE]
and then
[TABLE]
so
[TABLE]
Using Equations (36) and (37), we deduce
[TABLE]
This is the wanted result.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[Arn 05] M.-C. Arnaud. Convergence of the semi-group of Lax-Oleinik: a geometric point of view. Nonlinearity , 18(4):1835–1840, 2005.
- 2[Arn 08] Marie-Claude Arnaud. Fibrés de Green et régularité des graphes C 0 superscript 𝐶 0 C^{0} -lagrangiens invariants par un flot de Tonelli. Ann. Henri Poincaré , 9(5):881–926, 2008.
- 3[Arn 12] M.-C. Arnaud. Green bundles, Lyapunov exponents and regularity along the supports of the minimizing measures. Ann. Inst. H. Poincaré Anal. Non Linéaire , 29(6):989–1007, 2012.
- 4[Arn 14] Marie-Claude Arnaud. When are the invariant submanifolds of symplectic dynamics Lagrangian? Discrete Contin. Dyn. Syst. , 34(5):1811–1827, 2014.
- 5[Ber 08] Patrick Bernard. The dynamics of pseudographs in convex Hamiltonian systems. J. Amer. Math. Soc. , 21(3):615–669, 2008.
- 6[CL 83] Michael G. Crandall and Pierre-Louis Lions. Viscosity solutions of Hamilton-Jacobi equations. Trans. Amer. Math. Soc. , 277(1):1–42, 1983.
- 7[CS 04] Piermarco Cannarsa and Carlo Sinestrari. Semiconcave functions, Hamilton-Jacobi equations, and optimal control , volume 58 of Progress in Nonlinear Differential Equations and their Applications . Birkhäuser Boston, Inc., Boston, MA, 2004.
- 8[DFIZ 16] Andrea Davini, Albert Fathi, Renato Iturriaga, and Maxime Zavidovique. Convergence of the solutions of the discounted Hamilton-Jacobi equation: convergence of the discounted solutions. Invent. Math. , 206(1):29–55, 2016.
