Invariant cones for linear elliptic systems
with gradient coupling
Abstract. We discuss counterexamples to the validity of the weak Maximum Principle for linear elliptic systems with zero and first order couplings and prove, through a suitable reduction to a nonlinear scalar equation, a quite general result showing that some algebraic condition on the structure of gradient couplings and a cooperativity condition on the matrix of zero order couplings guarantee the existence of invariant cones in the sense of Weinberger [21].
MSC 2010 Numbers: 35J47, 35J70, 35B50, 35P30, 35D40
111This work has been partially supported by GNAMPA-INdAM
[email protected]
[email protected]
[email protected]
Keywords and phrases: elliptic differential inequalities, weak Maximum Principle, invariant cones, Bellman operators, principal eigenvalue.
1 Introduction
We consider smooth vector-valued functions of the variable in a bounded open subset satisfying linear systems of partial differential inequalities of the following form
(1.1) |
where is the second order operator
(1.2) |
and are real matrices and with constant coefficients, and for ,
(1.3) |
denotes the column of the Jacobian matrix of the vector function .
Note that the above defined structure of the systems allows coupling between the and their gradients but not at the level of second derivatives.
Specific assumptions on the and will be made later on.
Systems of this kind naturally arise in several different contexts such as modeling of simultaneous diffusions of substances which decay spontaneously or in the case of systems describing switching diffusion processes in probability theory. In the latter case the homogeneous Dirichlet problem for system (1.1) describes discounted exit times from , see for example [11].
We are interested here in investigating the validity of the weak Maximum Principle, wMP in short, that is the sign propagation property from the boundary to the interior for solutions of the differential inequalities (1.1), i.e.,
(1.4) |
The vector function will be always assumed to belong to and we will adopt the standard notation if for each .
We adopt the same notation for real-valued matrices, namely for a matrix , means that all its entries
are nonnegative.
The validity of wMP is well-understood in the scalar case even for
general degenerate elliptic fully nonlinear partial differential inequalities such as
in a bounded and also in some unbounded domain of , see [8, 9] for recent results in this direction. Let us point out that the wMP property in the scalar case is related, and in fact equivalent, to the positivity of the principal eigenvalue (may be a pseudo one, if degeneracy occur in the dependence of with respect to Hessian matrix ) of the Dirichlet problem for , see [2],[3].
The case has been the object of several papers mainly in the case of diagonal weakly coupled systems, that is when the matrices are diagonal and couplings between the functions only occur at the level of zero-order terms, described by a matrix , satisfying the cooperativity condition
(1.5) |
Referring to the aforementioned exit time model, condition (1.5) requires the discount factor for the -th process to dominate the sum of the interactions coefficients with all the other processes.
In the framework of purely weak cooperative couplings, let us mention the results in Section 8 of the book by Protter and Weinberger [18] and the references therein. For generalizations of those results in some semilinear cases
see [19],[5],[1], while [6] contains results in the same direction concerning fully nonlinear uniformly elliptic operators .
The recent paper [10] extends the validity of some of the results in [6] concerning wMP to a large class of fully nonlinear degenerate elliptic operators.
In particular, for the case of linear systems as (1.1) with no coupling in first derivatives (i.e. when each is diagonal),
the main result in [10] is that wMP holds true for system (1.1) provided is cooperative.
Let us also point out that the main result in [10] holds even in the more general case where the Laplace operator is replaced by more general expressions satisfying for .
When coupling in first order terms occurs in (1.1), simple examples as the following one taken from [6] show that the wMP property (1.4) may indeed fail:
Example 1.
The vector is a solution of
in the unit ball , , on but in . Observe that the zero-order matrix is in this example, so that (1.5) is fulfilled.
As a matter of fact, even a first-order coupling of arbitrarily small size in the system can be responsible of the loss of wMP, as the following example shows:
Example 2.
The system
in a bounded domain , fulfills wMP if and only if .
Indeed the validity of wMP when is classical.
Conversely, if, say, , then wMP is violated by the pair
where and is small enough to have on , and , .
Example 2 enlightens an instability property of wMP for cooperative systems with respect to first order perturbations. This is in striking contrast with the scalar case. Indeed, for a uniformly elliptic scalar inequality, not only the presence of a first order term does not affect the validity of wMP when the zero-order term is nonpositive, but in addition wMP is stable with respect to perturbations of the coefficients, in the norm. This can be seen as a consequence of the fact that wMP is characterized by the positivity of the associated principal eigenvalue, and the latter depends continuously on the coefficients of the operator, see e.g. [18, 3] and also [5, 6] where such characterization in terms of the same notion of principal eigenvalue as in [3] is extended to cooperative systems without first-order coupling. Example 2 reveals either that such notion does not exist when there is a first-order coupling, or that it is not continuous with respect to the coefficients.
According to the above considerations, two perspectives can be adopted in order to investigate the sign-propagation properties for coupled systems such as (1.1). The first one consists in strengthening the hypotheses on the coefficients of the operators, namely the cooperativity condition (1.5). The second one is to replace wMP by some different kind of propagation property which reflects in some way the geometry of the coupling terms. We will explore both directions.
Observe that the systems in Examples 1 and 2 fulfill the cooperativity condition (1.5) in the “border case”, that is, when all inequalities are replaced by equalities. A natural question is then whether it is possible, for the wMP to hold, to allow some coupling in first-order terms in the system, at least when the cooperativity conditions (1.5) hold with strict inequalities, i.e.,
(1.6) |
with possibly very large. The next result shows that this is not possible.
Proposition 1.
Let , . Then the following system with and
(1.7) |
where , are scalar functions of does not satisfy wMP, provided that
(1.8) |
Remark 3.
Since and ,
this proposition entails that, for every , there exists a system of the type (1.1),
with satisfying
and satisfying (1.6), for which wMP fails.
Namely, even an
arbitrary small amount of coupling at the level of first derivatives can prevent the validity of
wMP although the zero order matrix is, so to say, “very strongly cooperative”.
It also shows that, for any and ,
wMP fails for (1.7) in a small enough interval .
The fact that wMP fails
when the diagonal zero-order term is sufficiently large or when
the size of the interval is sufficiently small can be surprising, if one has in mind the picture for the
scalar equation (where both having a large –negative– zero-order term and a small domain help
the validity of the maximum principle).
This phenomenon could be related to a non-monotonic structure of the system when a first-order coupling is in force.
Remark 4.
A few more comments are in order here. We are considering a system with coupled gradients (). The first part of Proposition 1 says that wMP cannot be satisfied in all bounded domains as soon as , whatever the amount of cooperativity () is. The second part means that in a fixed interval wMP fails for large enough. In cooperative systems under consideration () an excess of coercivity with respect to the coupling ( large compared with ) seems to be responsible for invalidating wMP. In particular this is the case in any interval when .
We exhibit in Proposition 2 below that the same qualitative phenomenon occurs for a larger class of systems. The proofs of Propositions 1 and 2 are detailed in Section 2.
Proposition 2.
For every , and , there exists large enough such that the system
(1.9) |
violates the wMP.
If, instead, is also fixed in the system (1.9), there exists an interval
in which such system does not fulfill the wMP.
Let us turn now to the positive results. The study of sufficient conditions for the validity of the weak Maximum Principle in the form wMP in the case where coupling occurs also at the level of first or second order derivatives is apparently less explored in literature, see however [13],[14],[15] and also [17],[16] for the related issue of maximum norm estimates of the form for solutions of non-homogeneous systems of equations involving higher order couplings.
The wMP property (1.4) can be understood in the framework of the general theory of invariant sets
introduced by H. F. Weinberger in [21] in the context of elliptic and parabolic weakly coupled systems.
We refer to the recent paper by G. Kresin and V. Mazya [15] where the notion of invariance is thoroughly developed for general systems with couplings at the first and the second order in the case .
According to the notion introduced in [21], a set is invariant for system (1.1)
if the following property holds
(1.10) |
The sign propagation property (1.4) can then be rephrased as the property of the negative orthant
being an invariant set for system (1.1) of partial differential inequalities.
In [21] it is proved in particular that wMP holds for weakly coupled uniformly elliptic systems
such as
(1.11) |
under the condition that the vector field satisfies the property that for any belonging to the outward normal cone to at a point on the boundary of the inequality
(1.12) |
holds.
For , this geometric condition turns out to be the cooperativity property (1.5) of matrix . Note also that this condition implies that is invariant under the flow .
We recall that Proposition 1 entails that may fail to be an invariant set even when the coupling of the first order terms is very small. As a matter of fact, the first order matrix of system (1.7) is
which is not diagonalizable. This is indeed consistent with results in [15]. It is in fact shown in that paper, see in particular results in Section 3, that the sufficient conditions involving the relations between the geometry of a closed convex set and the matrices which imply the invariance of , necessarily require, in the case , the diagonal structure of the first order couplings.
On the account of the example (1.7) exhibited in Proposition 1 we are forced to investigate the validity of a weaker form of the sign propagation property or, in other words, to single out an appropriate invariant set for system (1.1) when first order couplings occur.
It turns out that under some algebraic conditions, including notably the simultaneous diagonalizability of the matrices , a cone propagation type result holds:
Theorem 3.
Let be a bounded open subset of . Assume that there exists an invertible matrix such that, for all ,
(1.13) |
(1.14) |
and, moreover,
(1.15) |
Then the convex cone is invariant for system (1.1).
Remark 5.
Concerning the linear algebraic conditions of Theorem 3, observe first that a matrix simultaneously satisfying (1.11) for exists if the ’s have a common basis of eigenvectors. This is the case when the matrices commute each other for all
Observe also that if is an invertible M-matrix, that is where and is strictly greater than the spectral radius of , then
fulfills condition (1.14), see [4].
Next, it is worth to point out that conditions (1.14) and (1.15) are compatible.
For example, is an invertible M-matrix, is cooperative and
is cooperative as well.
If no coupling occurs in first derivatives, so that , the above result reproduces the one in [10].
Remark 6.
A related remark is that permutation matrices satisfies both and , so that in this case the conclusion of Theorem 3 is in fact that the negative orthant is invariant.
However, it is easy to check that in this situation condition (1.13) implies that each is diagonal and the results of [10] apply.
A further remark is that one cannot expect in general the invariance of the negative orthant . This is indeed coherent with results in [15]; Lemma 2 there states in fact that the geometric sufficient condition on the matrices guaranteeing the invariance of implies their diagonal structure.
Remark 7.
A key role in the proof of this result, which is postponed to the next section, is based on a reduction to a suitable fully nonlinear scalar differential inequality governed by the elliptic convex Bellman-type operator defined, on scalar functions , as
(1.17) |
where are as in (1.13)
and .
The main ingredients in the proof are results in [10], see in particular Theorems 1.1 and 1.3, and the notion of
generalized principal eigenvalue for scalar fully nonlinear degenerate elliptic operators and its relations with the validity of wMP, see [2].
The next example provides a simple illustration of the result of Theorem 3:
Example 8.
Let be a solution of
in a bounded domain . In this case , , and Theorem 3 applies with
yielding that inequality propagates from to the whole .
The result of Theorem 3 can be somewhat refined by a suitable weakening of the assumptions there. Firstly, observe that is not necessarily diagonalizable. A suitable change of basis generally generally leads to an upper triangular matrix, which yields a real Jordan canonical form of .
Suppose that the ’s have a common eigenspace of dimension and consider a basis of where the first vectors are linearly independent (common) eigenvectors of , then we can find an invertible real matrix that produces a real Jordan canonical form , where the sub-matrix with the first rows is made up by a diagonal block plus the zero matrix.
In this setting we have the following:
Theorem 4.
Assume in addition to the above that the sub-matrix containing the first rows of is made by a cooperative block plus the zero matrix. Let be the entries of the matrix .
If the sub-matrix with the first rows of is positive, then the closed convex set
is invariant for the system (1.1).
An illustrative example is provided next:
Example 9.
Consider the system
in a domain of . In this case , , and Theorem 4 applies with
Since the first row of is nonnegative the above result yields the invariance of the convex set .
Note that wMP, that is the invariance of , does not hold true in this example. Indeed, the vector
is a solution in the square taking non positive values on with , in .
2 Proofs of the results
Proof of Proposition 1.
We restrict to the case , with . In fact, we can reduce to it by using the change of coordinate . We also observe that the argument is not affected by , so that we will omit to mention it when discussing on the parameters.
Firstly, we observe that obviously satisfies the second equation with in .
Next, we introduce the sequence of functions
(2.1) |
Then, a direct computation, shows that for all ,
(2.2) |
and .
The case is ruled out either by taking the limit as or directly by putting and in the above equation.
Note also that for
(2.3) |
Let the parameters , , and be fixed. For large :
(2.4) |
so that for large enough.
Since , we also have for some for such . So wMP will be violated if .
Therefore condition , see (1.8), yields , for large , so that wMP is not satisfied. Once established this fact, we search for condition (1.8) to prove that wMP fails.
A straightforward calculation shows that as and as .
Therefore there exists such that condition (1.8) holds for , and wMP is not satisfied, thereby proving that as soon as there are intervals , small enough, where wMP fails, whatever and are.
On the other hand, let be fixed. The function is increasing with respect to , and as , so that
(2.7) |
Hence there exists such that condition (1.8) holds for , and wMP is not satisfied, thereby proving that as soon as then wMP fails in any interval and for any when a sufficiently large is taken.
By the increasing monotonicity of the function we get
It follows that, if , then condition (1.8) is satisfied for all . This means that in this case we can choose .
Finally, recalling that as , then for . Hence condition (1.8) is equivalent to
(2.8) |
It follows that, if , then we can choose . ∎

A picture of the function for different values of is shown in Figure 1, where condition (1.8) with the threshold is graphically exhibited on the track for different values of .
Proof of Proposition 2.
Up to replacing with , it is not restrictive to assume that . We claim that, for sufficiently large, there exists a pair satisfying (1.9) in a strict sense, namely
such that , , and . Then, for sufficiently small, the pair of functions still satisfies the system (1.9) and both functions are on the boundary of , but for small, hence the wMP is violated.
Let us construct the pair of strict subsolutions . They are defined as follows:
where is a smooth, non-increasing function satisfying
and is a positive constant that will be chosen later. We compute, for ,
which is larger than for . Next, for , we have that
We estimate the right-hand considering first , where we have
which is larger than for . While, for , we see that
which is positive for . Summing up, taking and then , we have that satisfies (1.9) in a strict sense. The first statement of the proposition is thereby proved.
Let us turn to the second statement. We have seen above that wMP fails for (1.9) provided is larger than some , and more precisely that it is violated by a pair with on and somewhere. Consider the pair associated with and let be a connected component of the set where in , hence on . For there holds in ,
This means that the wMP fails in and then concludes the proof. ∎
Let us go now to the proof of Theorem 3.
Proof of Theorem 3.
Assume that satisfies (1.1) and that on . Set
Observe that the change of unknown gives, on the account of assumptions (1.13), (1.14), that satisfies
(2.9) |
that is, componentwise,
(2.10) |
where and is the -th row of ,
for .
We now employ the argument of the proof of Theorem 1 in [10] which reduces the above system to a
scalar inequality governed by the uniformly elliptic (nonlinear) Bellman operator in (1.17).
By viscosity calculus results based on the cooperativity condition (1.15),
see [10, 6], since
is a classical solution of (2.9)
then the scalar function
where “+” denotes the positive part, is a continuous weak solution in the viscosity sense, see [12], of
(2.11) |
Suppose indeed that a smooth function touches from above at some point in . If at that point then clearly there. Otherwise touches from above the component realizing the positive maximum at that point and thus there holds
But then recalling that fulfills the cooperativity condition (1.5), one infers that
whence again .
In order to apply the general result of [2] we need to show that the generalized principal eigenvalue, see [2], of is positive, which amounts to finding a strict supersolution which is strictly positive in . The latter is simply provided by . Indeed, this function satisfies
which is strictly negative in provided . We then choose small enough, depending on and , so that in . Summing up, is positive in and satisfies there , hence also for suitably small. This implies that the numerical index defined by
(2.12) |
is strictly positive. Therefore, according to [2], the weak Maximum Principle for the scalar problem (2.11) holds, that is in .
This means that in and the proof is complete. ∎
We conclude the section with the proof of Theorem 4
Proof of Theorem 4.
Following the same lines of the proof of Theorem 3, we set . When multiplying by , this time we keep, by assumption, the positivity for the first equations, which again by the assupmtions made are decoupled in the gradient variables. So, letting be the diagonal part of and , we get
(2.13) |
where is the -th row of . The conclusion follows as in the proof of Theorem 2 with instead of . ∎
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