The Liouville theorem and linear operators satisfying the maximum principle
Natha\"el Alibaud, F\'elix del Teso, J{\o}rgen Endal, Espen R., Jakobsen

TL;DR
This paper characterizes translation invariant linear operators satisfying the Liouville theorem, linking PDE, probability, and group theory to identify when bounded solutions are constant.
Contribution
It provides a complete characterization of such operators that satisfy the Liouville property, extending previous maximum principle results.
Findings
Operators satisfying the Liouville theorem are fully characterized.
The Liouville property follows from a periodicity result for solutions.
The proofs are concise, combining PDE and group theory techniques.
Abstract
A result by Courr\`ege says that linear translation invariant operators satisfy the maximum principle if and only if they are of the form where and This class of operators coincides with the infinitesimal generators of L\'evy processes in probability theory. In this paper we give a complete characterization of the translation invariant operators of this form that satisfy the Liouville theorem: Bounded solutions of in are constant. The Liouville property is obtained as a consequence of a periodicity result that completely characterizes bounded distributional solutions of in…
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The Liouville theorem and linear operators satisfying the maximum principle
Nathaël Alibaud
ENSMM
26 Chemin de l’Epitaphe
25030 Besançon cedex
France and
LMB
UMR CNRS 6623
Université de Bourgogne Franche-Comté (UBFC)
France
[email protected] https://lmb.univ-fcomte.fr/Alibaud-Nathael ,
Félix del Teso
Departamento de Análisis Matemático y Matemática Aplicada
Universidad Complutense de Madrid (UCM)
28040 Madrid, Spain
[email protected] https://sites.google.com/view/felixdelteso ,
Jørgen Endal
Department of Mathematical Sciences
Norwegian University of Science and Technology (NTNU)
N-7491 Trondheim, Norway
[email protected] http://folk.ntnu.no/jorgeen and
Espen R. Jakobsen
Department of Mathematical Sciences
Norwegian University of Science and Technology (NTNU)
N-7491 Trondheim, Norway
[email protected] http://folk.ntnu.no/erj
Abstract.
A result by Courrège says that linear translation invariant operators satisfy the maximum principle if and only if they are of the form where
[TABLE]
and
[TABLE]
This class of operators coincides with the infinitesimal generators of Lévy processes in probability theory. In this paper we give a complete characterization of the operators of this form that satisfy the Liouville theorem: Bounded solutions of in are constant. The Liouville property is obtained as a consequence of a periodicity result that completely characterizes bounded distributional solutions of in . The proofs combine arguments from PDEs and group theory. They are simple and short.
Key words and phrases:
Nonlocal degenerate elliptic operators, Courrège theorem, Lévy-Khintchine formula, Liouville theorem, periodic solutions, propagation of maximum, subgroups of , Kronecker theorem
2010 Mathematics Subject Classification:
35B10, 35B53, 35J70, 35R09, 60G51, 65R20
1. Introduction and main results
The classical Liouville theorem states that bounded solutions of in are constant. The Laplace operator is the most classical example of an operator satisfying the maximum principle in the sense that
[TABLE]
In the class of linear translation invariant111Translation invariance means that for all . operators (which includes ), a result by Courrège [14]222If (1) holds at any nonnegative maximum point, then by definition the positive maximum principle holds and by [14] there is an extra term with in (3). For the purpose of this paper (Liouville and periodicity), the case is trivial since then is the unique bounded solution of . says that the maximum principle holds if and only if
[TABLE]
where
[TABLE]
and
[TABLE]
These elliptic operators have a local part and a nonlocal part , either of which could be zero.333The representation (2)–(3)–(4) is unique up to the choice of a cut-off function in (4) and a square root of . In this paper we always use as a cut-off function.
Another point of view of these operators comes from probability and stochastic processes: Every operator mentioned above is the generator of a Lévy process, and conversely, every generator of a Lévy process is of the form given above. Lévy processes are Markov processes with stationary independent increments and are the prototypical models of noise in science, engineering, and finance. Well-known examples are Brownian motions, Poisson processes, stable processes, and various other types of jump processes.
The main contributions of this paper are the following:
- 1.
We give necessary and sufficient conditions for to have the Liouville property: Bounded solutions of in are constant. 2. 2.
For general , we show that all bounded solutions of in are periodic and we identify the set of admissible periods.
Let us now state our results. For a set , we let denote the smallest additive subgroup of containing and define the subspace by
[TABLE]
Then we take to be the support of the measure and define
[TABLE]
Here is well-defined and uniquely determined by , cf. Proposition 2.13. We also need the subspace .
Theorem 1.1** (General Liouville).**
Assume () and (). Let be given by (2)–(3)–(4). Then the following statements are equivalent:
- (a)
If satisfies in , then is a.e. a constant. 2. (b)
.
The above Liouville result is a consequence of a periodicity result for bounded solutions of in . For a set , a function is a.e. -periodic if in . Our result is the following:
Theorem 1.2** (General periodicity).**
Assume (), (), and . Let be given by (2)–(3)–(4). Then the following statements are equivalent:
- (a)
* in .* 2. (b)
* is a.e. -periodic.*
This result characterizes the bounded solutions for all operators in our class, also those not satisfying the Liouville property. Note that if , then is constant and the Liouville result follows. Both theorems are proved in Section 2.
We give examples in Section 3. Examples 3.2 and 3.5 provide an overview of different possibilities, and Examples 3.7 and 3.8 are concerned with the case where . The Liouville property holds in the latter case if and only if with additional algebraic conditions in relation with Diophantine approximation. The Kronecker theorem (Theorem 3.6) is a key ingredient in this discussion and a slight change in the data may destroy the Liouville property.
The class of operators given by (2)–(3)–(4) is large and diverse. In addition to the processes mentioned above, it includes also discrete random walks, constant coefficient Itô- and Lévy-Itô processes, and most processes used as driving noise in finance. Examples of nonlocal operators are fractional Laplacians [24], convolution operators [15, 2, 6], relativistic Schrödinger operators [20], and the CGMY model in finance [13]. We mention that discrete finite difference operators can be written in the form (2)–(3)–(4), cf. [18]. For more examples, see Section 3.
There is a huge literature on the Liouville theorem. In the local case, we simply refer to the survey [21]. In the nonlocal case, the Liouville theorem is more or less understood for fractional Laplacians or variants [24, 5, 9, 10, 19], certain Lévy operators [3, 28, 31, 29, 17], relativistic Schrödinger operators [20], or convolution operators [11, 6, 7, 8]. The techniques vary from Fourier analysis, potential theory, probabilistic methods, to classical PDE arguments.
To prove that solutions of are -periodic, we rely on propagation of maximum points [11, 15, 12, 16, 17, 23, 7, 8] and a localization technique à la [11, 4, 30, 8]. As far as we know, Choquet and Deny [11] were the first to obtain such results. They were concerned with the equation for some bounded measure . This is a particular case of our equation since . For general , the drift may not make sense and the identification of the full drift relies on a standard decomposition of closed subgroups of , see e.g. [25]. The idea is to establish -periodicity of solutions of as in [11], and then use that for the vector space previously defined and some discrete group . This will roughly speaking remove the singularity in the computation of because for any -periodic function. See Section 2 for details.
Our approach then combines PDEs and group arguments, extends the results of [11] to Courrège/Lévy operators, yields necessary and sufficient conditions for the Liouville property, and provides short and simple proofs.
Outline of the paper
Our main results (Theorems 1.1 and 1.2.) were stated in Section 1. They are proved in Section 2 and examples are given in Section 3.
Notation and preliminaries
The support of a measure is defined as
[TABLE]
where is the ball of center and radius . To continue, we assume (), (), and is given by (2)–(3)–(4).
Definition 1.3**.**
For any , is defined by
[TABLE]
with and .
The above distribution is well-defined since is bounded.
Definition 1.4**.**
Let and , then is a.e. -periodic if
[TABLE]
The following technical result will be needed to regularize distributional solutions of and a.e. periodic functions. Let the mollifier , , for some with .
Lemma 1.5**.**
Let and . Then:
- (a)
* in if and only if in for all .* 2. (b)
* is a.e. -periodic if and only if is -periodic for all .*
Proof.
The proof of (a) is standard since in . Moreover (b) follows from (a) since for any we can take by choosing and (the Dirac measure at ) in (2)–(3)–(4). ∎
2. Proofs
This section is devoted to the proofs of Theorems 1.1 and 1.2. We first reformulate the classical Liouville theorem for local operators in terms of periodicity, then study the influence of the nonlocal part.
2.1. -periodicity for local operators
Let us recall the Liouville theorem for operators of the form (3), see e.g. [27, 26]. In the result we use the set
[TABLE]
Note that equals the span of the eigenvectors of corresponding to nonzero eigenvalues.
Theorem 2.1** (Liouville for ).**
Assume () and is given by (3). Then the following statements are equivalent:
- (a)
If solves in , then is a.e. constant in . 2. (b)
.
Let us now reformulate and prove this classical result as a consequence of a periodicity result, a type of argument that will be crucial in the nonlocal case. We will consider solutions, which will be enough later during the proofs of Theorem 1.1 and 1.2, thanks to Lemma 1.5.
Proposition 2.2** (Periodicity for ).**
Assume (), is given by (3), and . Then the following statements are equivalent:
- (a)
* in .* 2. (b)
* is -periodic.*
Note that part (b) implies that is constant in the directions defined by the vectors . If their span then covers all of , Theorem 2.1 follows trivially. To prove Proposition 2.2, we adapt the ideas of [26] to our setting.
Proof of Proposition 2.2.
(b) (a) We have for any since the function is constant. Similarly for any . Using then that , we conclude that in .
(a) (b) Let for , , and . Direct computations show that
[TABLE]
and . Hence for all ,
[TABLE]
Since is bounded, we conclude by uniqueness of the heat equation that for any ,
[TABLE]
where is the standard heat kernel in . But then
[TABLE]
and since as , we deduce that for all .
By the classical Liouville theorem (see e.g. [27]), is constant in . It is also constant in by (6) since . We conclude that is -periodic since
[TABLE]
and . ∎
2.2. -periodicity for general operators
Proposition 2.2 might seem artificial in the local case, but not so in the nonlocal case. In fact we will prove our general Liouville result as a consequence of a periodicity result. A key step in this direction is the lemma below.
Lemma 2.3**.**
Assume (), (), is given by (2)–(3)–(4), and . If in , then is -periodic.
To prove this result, we use propagation of maximum (see e.g. [11, 15, 12]).
Lemma 2.4**.**
If achieves its global maximum at some such that , then for any .
Proof.
At , , and , and hence and
[TABLE]
Using that and implies -a.e., we deduce that for -a.e. . Since is continuous, this equality holds for all .444 If not, we would find some and such that in where as by (5). ∎
To exploit Lemma 2.4, we need to have a maximum point. For this sake, we use a localization technique à la [11, 4, 30, 8].
Proof of Lemma 2.3.
Fix an arbitrary , define
[TABLE]
and let us show that for all . We first show that . Take and a sequence such that
[TABLE]
and define
[TABLE]
Note that in . Now since , the Arzelà-Ascoli theorem implies that there exists such that locally uniformly (up to a subsequence). Taking another subsequence if necessary, we can assume that the derivatives up to second order converge and pass to the limit in the equation to deduce that in . Moreover, attains its maximum at since and
[TABLE]
A similar argument shows that there is a such that as locally uniformly. Taking further subsequences if necessary, we can assume that and converge along the same sequence. Then by construction
[TABLE]
By Lemma 2.4 and an iteration, we find that for any . Then by another iteration,
[TABLE]
But since is bounded, the only choice is and thus . A similar argument shows that , and hence, for any and all . ∎
We can give a more general result than Lemma 2.3 if we consider groups.
Definition 2.5**.**
- (a)
A set is an additive subgroup if and
[TABLE] 2. (b)
The subgroup generated by a set , denoted , is the smallest additive group containing .
Now we return to a key set for our analysis:
[TABLE]
This set appears naturally because of the elementary result below.
Lemma 2.6**.**
Let . Then is -periodic if and only if is -periodic.
Proof.
It suffices to show that is a closed subgroup of . It is obvious that it is closed by continuity of . Moreover, for any and ,
[TABLE]
By Lemmas 2.3 and 2.6, we have proved that:
Proposition 2.7** (-periodicity).**
Assume (), (), is given by (2)–(3)–(4), and by (7). Then any solution of in is -periodic.
2.3. The role of
Propositions 2.2 and 2.7 combined may seem to imply that gives -periodicity of , but this is not true in general. The correct periodicity result depends on a new drift , where is defined in (9) below. To give this definition, we need to decompose into a direct sum of a vector subspace and a relative lattice.
Definition 2.8**.**
- (a)
If two subgroups satisfy , their sum is said to be direct and we write . 2. (b)
A full lattice is a subgroup of the form for some basis of . A relative lattice is a lattice of a vector subspace of .
Theorem 2.9** (Theorem 1.1.2 in [25]).**
If is a closed subgroup of , then for some vector space and some relative lattice such that .
In this decomposition the space is unique and can be represented by (8) below.
Lemma 2.10**.**
Let be a vector subspace and a relative lattice of such that . Then for any , there is an open ball of containing such that .
Proof.
If the lemma does not hold, there exists as where , , . Note that , and that
[TABLE]
By continuity of the projection from onto , and this contradicts the fact that each point of is isolated. ∎
Lemma 2.11**.**
Let , and be as in Theorem 2.9. Then
[TABLE]
Proof.
It is clear that . Now given , there is such that . For any , and thus since . Let be an open ball containing such that . Choosing such that and , we infer that for some . Hence and this implies that . In other words , and the proof is complete. ∎
Remark 2.12**.**
Any -periodic function is such that for any and .
By Theorem 2.9 and Lemma 2.11, we decompose the set in (7) into a lattice and the subspace . The new drift can then be defined as
[TABLE]
Proposition 2.13**.**
Assume () and is given by (9). Then is well-defined and uniquely determined by .
Proof.
Using that ,
[TABLE]
for some open ball containing [math] given by Lemma 2.10. This integral is finite by () which completes the proof. ∎
Proposition 2.14**.**
Assume () and , , are given by (4), (7), (9). If is -periodic, then
[TABLE]
Proof.
Using that , we have
[TABLE]
because for all and . The result is thus immediate from Remark 2.12 and Proposition 2.13. ∎
2.4. Proofs of Theorems 1.1 and 1.2
We are now in a position to prove our main results. We start with Theorem 1.2 which characterizes all bounded solutions of in as periodic functions and specifies the set of admissible periods.
Proof of Theorem 1.2.
By Lemma 1.5 we can assume that .
(a) (b) Since in , is -periodic by Proposition 2.7. Proposition 2.14 then implies that
[TABLE]
which by Proposition 2.2 shows that is also -periodic. It is now easy to see that is -periodic.
(b) (a) Since is both and -periodic, by first applying Proposition 2.14 and then Proposition 2.2, in . ∎
We now prove Theorem 1.1 on necessary and sufficient conditions for to satisfy the Liouville property. We will use the following consequence of Theorem 2.9.
Corollary 2.15**.**
A subgroup of is dense if and only if there are no and codimension 1 subspace such that .
Proof.
Let us argue by contraposition for both the “only if” and “if” parts.
() Assume for some codimension 1 space and . If , then . If , then , and each can be written as for a unique . Hence is closed by continuity of the projection , and .
() Assume . By Theorem 2.9, for a subspace and lattice with . It follows that the dimensions of and of the vector space satifsfy and . If , for some codimension 1 space . If , then for some basis of . Let for and for . Then is of dimension and contained in some codimension 1 space . Hence with . ∎
Proof of Theorem 1.1.
(b) (a) If satisfy in , then is -periodic by Theorem 1.2. Hence is constant by (b).
(a) (b) Assume (b) does not hold and let us construct a nontrivial -periodic -function. By Corollary 2.15,
[TABLE]
for some and codimension 1 subspace . We can assume since otherwise (10) will hold if we redefine to be any element in . As before, each can be written as for a unique pair . Now let and note that for any and ,
[TABLE]
so that
[TABLE]
This proves that is -periodic and thus also -periodic. By Theorem 1.2, , and we have a nonconstant counterexample of (a). Note indeed that since it is everywhere bounded by construction and (thus measurable) because the projection is linear. We therefore conclude that (a) implies (b) by contraposition. ∎
3. Examples
Let us give examples for which the Liouville property holds or fails. We will use Theorem 1.1 or the following reformulation:
Corollary 3.1**.**
Under the assumptions of Theorem 1.1, does not satisfy the Liouville property if and only if
[TABLE]
for some codimension 1 subspace and vector of .
Proof.
Just note that and apply Theorem 1.1 and Corollary 2.15. ∎
Example 3.2**.**
- (a)
For nonlocal operators with symmetric, (11) reduces to
[TABLE]
for some of codimension and . This fails for fractional Laplacians, relativistic Schrödinger operators, convolution operators, or most nonlocal operators appearing in finance whose Lévy measures contain an open ball in their supports. In particular all these operators have the Liouville property. 2. (b)
Even if has an empty interior, (12) may fail and Liouville still hold. This is e.g. the case for the mean value operator
[TABLE]
where denotes the -dimensional surface measure. 3. (c)
We may have in fact the Liouville property with just a finite number of points in the support of , see Example 3.7. 4. (d)
The way we have defined the nonlocal operator, if with general , (11) reduces to
[TABLE]
for some of codimension 1 and . We can have (12) without (14) as e.g. for the 1– measure . Indeed but . The associated operator then has the Liouville property even though it would not for any symmetric measure with the same support. 5. (e)
A general operator may satisfy the Liouville property even though each part and does not. A simple 3– example is given by , .
Indeed , , with , thus , , and , so the result follows from Theorem 1.1. 6. (f)
For other kinds of interactions between the local and nonlocal parts, see Example 3.8.
Remark 3.3**.**
The Liouville property for the nonlocal operator (13) implies the classical Liouville result for the Laplacian, since for harmonic functions .
In the 1– case, the general form of the operators which do not satisfy the Liouville property is very explicit.
Corollary 3.4**.**
Assume and is a linear translation invariant operator satisfying the maximum principle (1). Then the following statements are equivalent:
- (a)
There are nonconstant satisfying in . 2. (b)
There are and a nonnegative such that
[TABLE]
Proof.
If (b) holds, any -periodic function satisfies in . Conversely, if (a) holds then is of the form (2)–(3)–(4) by [14]. By Corollary 3.1, there is such that . In particular and is a a sum of Dirac measures: .555If then and the rest of the proof is trivial. By (), each and . Injecting these facts into (2)–(3)–(4), we can easily rewrite as in (b). ∎
Example 3.5**.**
- (a)
In 1–, the Liouville property holds for any nontrivial operator with nondiscrete Lévy measure. 2. (b)
For discrete Lévy measures, we need or or for Liouville to hold. The condition is typically satisfied if has an accumulation point or if contains two points with irrationial ratio (see Theorem 3.6). Another example is when , which has no accumulation point or contains any pair with irrational ratio.
Let us continue with interesting consequences of the Kronecker theorem on Diophantine approximation (p. 507 in [22]).
Theorem 3.6** (Kronecker theorem).**
Let . Then if and only if is linearly independent over .
We can use this result to get the Liouville property with just a finite number of points in the support of the Lévy measure.
Example 3.7**.**
- (a)
Consider the operator
[TABLE]
for some where is the canonical basis. Liouville holds if and only if is linearly independent over . Indeed , so the result follows from Theorems 1.1 and 3.6. 2. (b)
For more general operators , with finite and , we may have similar results by applying Theorem 3.6 (or variants) and changing coordinates.
Let us end with an illustration of how the local part may interact with such nonlocal operators. We give 2– examples of the form
[TABLE]
where represents the full drift .
Example 3.8**.**
- (a)
If are collinear, Liouville does not hold by Theorem 1.1. 2. (b)
If and are collinear and linearly independent of as in
[TABLE]
then the Liouville property holds if and only if .
Indeed, here we have and , so we conclude by Theorems 1.1 and 3.6. 3. (c)
If is a basis of as in
[TABLE]
then Liouville holds if and only if and .
Indeed, let us define where we note that and . If or , then or which is not . Assume now that and , i.e., with . Then
[TABLE]
since and . The last statement follows since for any , we can take and . Since , Liouville does not hold by Theorem 1.1 and Corollary 2.15.
Conversely, assume and . Then and since , we get that . By Theorem 3.6, . Arguing similarly with , we find that . Hence and Liouville holds by Theorem 1.1.
Acknowledgements
F.d.T., J.E., and E.R.J. were supported by the Toppforsk (research excellence) project Waves and Nonlinear Phenomena (WaNP), grant no. 250070 from the Research Council of Norway; F.d.T. also by the Basque Government through the BERC 2018-2021 program, and the Spanish Ministry of Science, Innovation and Universities: BCAM Severo Ochoa accreditation SEV-2017-0718, and the Spanish research project PGC2018-094522-B-I00.
F.d.T. and J.E. are grateful to Laboratoire de Mathématiques de Besançon (LMB, UBFC) and Ecole Nationale Supérieure de Mécanique et des Microtechniques (ENSMM) for hosting them during their visit in May 2018.
During the final preparation of this paper, we appreciated the feedback from the community which helped us to put the paper in context and also to improve the presentation.
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