$C^{1,\theta}$-Estimates on the distance of Inertial Manifolds
Jos\'e M. Arrieta, Esperanza Santamar\'ia

TL;DR
This paper establishes $C^{1, heta}$-estimates for the distance between inertial manifolds of parabolic systems in different phase spaces, linking the estimates to resolvent operators and nonlinearities.
Contribution
It provides new $C^{1, heta}$-estimates for inertial manifold distances considering systems in different phase spaces, a novel extension in the field.
Findings
Derived $C^{1, heta}$-estimates for inertial manifold distances.
Linked the estimates to resolvent operators and nonlinearities.
Applicable to systems with different phase spaces.
Abstract
In this paper we obtain -estimates on the distance of inertial manifolds for dynamical systems generated by evolutionary parabolic type equations. We consider the situation where the systems are defined in different phase spaces and we estimate the distance in terms of the distance of the resolvent operators of the corresponding elliptic operators and the distance of the nonlinearities of the equations.
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.
Taxonomy
TopicsAdvanced Differential Geometry Research · Geometric Analysis and Curvature Flows · Numerical methods in inverse problems
-Estimates on the distance of Inertial Manifolds111
This research has been partially supported by grants MTM2016-75465, MTM2012-31298, ICMAT Severo Ochoa project SEV-2015-0554 (MINECO), Spain and Grupo de Investigación CADEDIF, UCM.
José M. Arrieta222Departamento de Matemática Aplicada, Universidad Complutense de Madrid, 28040 Madrid and Instituto de Ciencias Matemáticas CSIC-UAM-UC3M-UCM, Spain. e-mail: [email protected] and Esperanza Santamaría333Universidad a Distancia de Madrid, 28400 Collado Villalba, Madrid. email: [email protected]
Abstract: In this paper we obtain -estimates on the distance of inertial manifolds for dynamical systems generated by evolutionary parabolic type equations. We consider the situation where the systems are defined in different phase spaces and we estimate the distance in terms of the distance of the resolvent operators of the corresponding elliptic operators and the distance of the nonlinearities of the equations.
Keywords: inertial manifolds, evolution equations, perturbations.
2000 Mathematics Subject Classification: 35B42, 35K90
1 Introduction
We continue in this work the analysis started in [1] on the estimates on the distance of inertial manifolds. Actually, in [1] we considered a family of abstract evolution equations of parabolic type, that may be posed in different phase spaces (see equation (2.2) below) and we impose very general conditions (see (H1) and (H2) below) guaranteing that each problem has an inertial manifold and more important, we were able to obtain estimates in the norm of the supremum on the convergence of the inertial manifolds. These estimates are expressed in terms of the distance of the resolvent operators and in terms of the distance of the nonlinear terms. These results are the starting point of the present paper and are briefly described in Section 2 (see Theorem 2.3)
One of the main applications of invariant manifolds is that they allow us to describe the dynamics (locally or globally) of an infinite dimensional system with only a finite number of parameters (the dimension of the manifold). This drastic reduction of dimensionality permits in many instances to analyze in detail the dynamics of the equation and study perturbations problem. But for these questions, some extra differentiability on the manifold and some estimates on the convergence on stronger norms like or is desirable, see [10, 2]. Actually, the estimates from this paper and from [1] are key estimates to obtain good rates on the convergence of attractors of reaction diffusion equations in thin domains, problem which is addressed in [2].
This is actually the main purpose of this work. Under the very general setting from [1] but impossing some extra differentiability and convergence properties on the nonlinear terms (see hipothesis (H2’) below) we obtain that the inertial manifolds are uniformly smooth and obtain estimates on the convergence of the manifolds in this norm.
Let us mention that the theory of invariant and inertial manifolds is a well established theory. We refer to [4, 16] for general references on the theory of Inertial manifolds. See also [15] for an accessible introduction to the theory. These inertial manifolds are smooth, see [7]. We also refer to [11, 9, 3, 16, 5, 8] for general references on dynamics of evolutionary equations.
We describe now the contents of the paper.
In Section 2 we introduce the notation, review the main hypotheses (specially (H1) and (H2)) and results from [1]. We describe in detail the new hypothesis (H2’) and state the main result of the paper, Proposition 2.5 and Theorem 2.6.
In Section 3.1 we analyze the smoothness of the inertial manifold, proving Proposition 2.5. The analysis is based in previous results from [7].
In Section 4 we obtain the estimates on the distance of the inertial manifold in the norm, proving Theorem 2.6.
2 Setting of the problem and main results
In this section we consider the setting of the problem, following [1]. We refer to this paper for more details about the setting.
Hence, consider the family of problems,
[TABLE]
and
[TABLE]
where we assume, that is self-adjoint positive linear operator on a separable real Hilbert space , that is and , are nonlinearities guaranteeing global existence of solutions of (2.2), for each and for some . Observe that for problem (2.1) we even assume that the nonlinearity depends on also.
As in [1], we assume the existence of linear continuous operators, and , such that, , and and , satisfying,
[TABLE]
for some constant . We also assume these operators satisfy the following properties,
[TABLE]
The family of operators , for , have compact resolvent. This, together with the fact that the operators are selfadjoint, implies that its spectrum is discrete real and consists only of eigenvalues, each one with finite multiplicity. Moreover, the fact that , , is positive implies that its spectrum is positive. So, we denote by , the spectrum of the operator , with,
[TABLE]
and we also denote by an associated orthonormal family of eigenfunctions. Observe that the requirement of the operators being positive can be relaxed to requiring that they are all bounded from below uniformly in the parameter . We can always consider the modified operators with a large enough constant to make the modified operators positive. The nonlinear equations (2.2) would have to be rewritten accordingly.
With respect to the relation between both operators, and and following [1], we will assume the following hypothesis
(H1).
With the exponent from problems (2.2), we have
[TABLE]
Let us define as an increasing function of such that
[TABLE]
We also recall hypothesis (H2) from [1], regarding the nonlinearities and ,
(H2).
We assume that the nonlinear terms and for , satisfy:
- (a)
They are uniformly bounded, that is, there exists a constant independent of such that,
[TABLE] 2. (b)
They are globally Lipschitz on with a uniform Lipstichz constant , that is,
[TABLE]
[TABLE] 3. (c)
They have a uniformly bounded support for : there exists such that
[TABLE]
[TABLE] 4. (d)
is near in the following sense,
[TABLE]
and as .
With (H1) and (H2) we were able to show in [1] the existence, convergence and obtain some rate of the convergence in the norm of the supremum of inertial manifolds. In order to explain the result and to understand the rest of this paper, we need to introduce several notation and results from [1]. We refer to this paper for more explanations.
Let us consider such that and denote by the canonical orthogonal projection onto the eigenfunctions, , corresponding to the first eigenvalues of the operator , and the projetion over its orthogonal complement, see [1]. For technical reasons, we express any element belonging to the linear subspace as a linear combination of the elements of the following basis
[TABLE]
with the eigenfunctions related to the first eigenvalues of , which constitute a basis in and in , see [1]. We will denote by .
Let us denote by the isomorphism from onto , that gives us the coordinates of each vector. That is,
[TABLE]
where and .
We denote by the usual euclidean norm in , that is , and by the following weighted one,
[TABLE]
We consider the spaces and , that is, with the norm and , respectively, and notice that for and we have that,
[TABLE]
It is also not difficult to see that from the convergence of the eigenvalues (which is obtained from (H1), see [1]), we have that for a fixed and for all small enough there exists such that
[TABLE]
With respect to the behavior of the linear semigroup in the subspace , notice that we have the expression
[TABLE]
Hence, using the expression of from above and following a similar proof as Lemma 3.1 from [1], we get
[TABLE]
and,
[TABLE]
for
In a similar way, we have
[TABLE]
and following similar steps as above, for we have,
[TABLE]
[TABLE]
We are looking for inertial manifolds for system (2.2) and (2.1) which will be obtained as graphs of appropriate functions. This motivates the introduction of the sets defined as
[TABLE]
[TABLE]
Then we can show the following result.
Proposition 2.1**.**
([1]) Let hypotheses (H1) and (H2) be satisfied. Assume also that is such that,
[TABLE]
and
[TABLE]
Then, there exist and such that for all there exist inertial manifolds and for (2.2) and (2.1) respectively, given by the “graph” of a function and .
Remark 2.2**.**
We have written quotations in the word “graph” since the manifolds , are not properly speaking the graph of the functions , but rather the graph of the appropriate function obtained via the isomorphism which identifies with . That is, and
The main result from [1] was the following:
Theorem 2.3**.**
*([1])
Let hypotheses (H1) and (H2) be satisfied and let be defined by (2.6). Then, under the hypothesis of Proposition 2.1, if are the maps that give us the inertial manifolds for then we have,*
[TABLE]
with a constant independent of .
Remark 2.4**.**
Properly speaking, in [1] the above theorem is proved only for the case for which the nonlinearity from (2.1) satisfies for all . But revising the proof of [1] we can see that exactly the same argument is valid for the most general case where the nonlinearity depends on .
To obtain stronger convergence results on the inertial manifolds, we will need to requiere stronger conditions on the nonlinearites. These conditions are stated in the following hypothesis,
(H2’).
We assume that the nonlinear terms and , satisfy hipothesis (H2) and they are uniformly functions from to , and to respectively, for some . That is, , and there exists , independent of , such that
[TABLE]
[TABLE]
We can state now the main results of this section.
Proposition 2.5**.**
Assume hypotheses (H1) and (H2’) are satisfied and that the gap conditions (2.17), (2.18) hold. Then, for any such that and , where
[TABLE]
then, the functions , and for , obtained above, which give the inertial manifolds, are and . Moreover, the norm is bounded uniformly in , for small.
The main result we want to show in this article is the following:
Theorem 2.6**.**
Let hypotheses (H1), (H2’) and gap conditions (2.17), (2.18) be satisfied, so that Proposition 2.5 hold, and we have inertial manifolds , given as the graphs of the functions , for . If we denote by
[TABLE]
then, there exists with such that for all , we obtain the following estimate
[TABLE]
where , are given by (2.6), (2.9), respectively and is a constant independent of .
Remark 2.7**.**
As a matter of fact, can be chosen where is from (H2’), is defined in(2.20) and ,
[TABLE]
see (4.2).
As usual, we denote by the space of maps whose differentials are uniformly Hölder continuous with Hölder exponent . That is, there is a constant independent of such that,
[TABLE]
where the norm is given by (2.11). Notice that the norm is equivalent to uniformly in and .
The space is endowed with the norm given by,
[TABLE]
To simplify notation below and unless some clarification is needed, we will denote the norms and by and . Also, very often we will need to consider the following space of bounded linear operators and its norm will be abbreviated by .
3 Smoothness of inertial manifolds
In this section we show the smoothness of the inertial manifolds and for a fixed value of the parameter . Moreover, we will obtain estimates of its norm which are independent of the parameter .
Recall that the smoothness of the manifold is shown in [16], where they proved the following result:
Theorem 3.1**.**
Let hypotheses of Proposition 2.1 be satisfied. Assume that for each the nonlinear functions , are Lipschitz functions from to and from to respectively. Then, the inertial manifolds , for , are -manifolds and the functions , are Lipschitz functions from to and from to .
Remark 3.2**.**
i) Let us mention that the relation between the maps (resp. ) and (resp. ) is (resp. ), where is defined by (2.10).
ii) For the rest of the exposition, whenever we write , , and we will refer to these maps that define the inertial manifolds.
The proof of this theorem is based in the following extension of the Contraction Mapping Theorem, see [7].
Lemma 3.3**.**
Let and be complete metric spaces with metrics and . Let be a continuous function satisfying the following:
- (1)
, does not depend on .
- (2)
There is a constant with such that one has
[TABLE]
[TABLE]
Then there is a unique fixed point of . Moreover, if is any sequence of iterations,
[TABLE]
then
[TABLE]
In [7] and [16] the authors use this lemma to show the existence of an appropriate fixed point which will give the desired differentiability. In our case, we consider the maps and given by
[TABLE]
and
[TABLE]
where
[TABLE]
[TABLE]
and
[TABLE]
[TABLE]
Notice that the last contiditon in the definition of could be written equivalently as for all .
The functionals , are the ones used in the Lyapunov-Perron method to prove the existence of the inertial manifolds, see [16], which are defined as
[TABLE]
[TABLE]
with , , where is the globally defined solution of
[TABLE]
and is the globally defined solution of
[TABLE]
The functionals, , are given as follows: for any , ,
[TABLE]
and
[TABLE]
with , , , as above and moreover, , are the linear maps from to and from to satisfying
[TABLE]
and
[TABLE]
respectively.
In fact, in these works it is obtained that the fixed point of the maps and are given by , with and are the maps whose graphs gives us the inertial manifolds (see Remark 3.2 ii)), which are given by the fixed points of the functionals and and , are the Frechet derivatives of the inertial manifolds.
In order to prove the smoothness of the inertial manifolds , , we will show that if we denote the set
[TABLE]
which is a closed set in , then there exist appropriate and such that the maps and from (3.5) and (3.6) with , the obtained inertial manifolds, transform into itself, see Lemma 3.7 below, which will imply that the fixed point of the maps and lie in and , respectively, obtaining the desired regularity.
Throughout this subsection, we provide a proof of Proposition 2.5 for the inertial manifold for each . Note that the proof of this result for the inertial manifold , consists in following, step by step, the same proof. Then, we focus now in the inertial manifold with fixed.
We start with some estimates.
Lemma 3.4**.**
Let and be solutions of (3.4) with and its initial data, respectively. Then, for ,
[TABLE]
Proof.
By the variation of constants formula,
[TABLE]
[TABLE]
Hence, applying (2.15) and (2.16) and taking into account that are uniformly Lipschitz with Lipschitz constants and , respectively, we get
[TABLE]
By Gronwall inequality,
[TABLE]
as we wanted to prove. ∎
Lemma 3.5**.**
Let with and , . Then, for ,
[TABLE]
Proof.
If , with the aid of the variation of constants formula applied to (3.8), we have for ,
[TABLE]
[TABLE]
Hence as before,
[TABLE]
Using Gronwall inequality, we get
[TABLE]
from where we get the result. ∎
Lemma 3.6**.**
Let and fixed. Let and consider , the solutions of (3.8) for some . Then, for ,
[TABLE]
Proof.
Applying the variation of constants formula to (3.8), for ,
[TABLE]
[TABLE]
with , .
We can decompose the above integral in the following way,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
We analyze each term separately.
By hipothesis (H2’), (2.16) and Lemma 3.5,
[TABLE]
[TABLE]
Applying Lemma 3.4,
[TABLE]
Since , , and by Lemma 3.5, we have
[TABLE]
Applying Lemma 3.4,
[TABLE]
This last term is estimated as follows,
[TABLE]
So,
[TABLE]
[TABLE]
[TABLE]
Applying Gronwall inequality,
[TABLE]
[TABLE]
which shows the result. ∎
For the sake of notation, there are several exponents that repeat themselves very often and they are kind of long. We will abbreviate the exponents as follows:
[TABLE]
We can prove now the following Lemma.
Lemma 3.7**.**
If we choose such that and with given by (2.20), then there exist such that for each and for small enough, we have maps into .
Proof.
Let and . In [16] the authors prove maps into . So, it remains to prove that,
[TABLE]
with and as in the statement.
From expression (3.6), we have,
[TABLE]
[TABLE]
with the solution of (3.4) with and , for .
In a similar way as in proof of Lemma 3.6, we decompose it as follows,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Following the same arguments used in that proof and since we get
[TABLE]
Similarly, for ,
[TABLE]
And finally, applying Lemma 3.6,
[TABLE]
which implies,
[TABLE]
Putting everything together we obtain
[TABLE]
[TABLE]
But since , see (3.9), and , we have
[TABLE]
[TABLE]
But if we consider
[TABLE]
then, direct computations show that if and is small, then for some . This implies that if we choose large enough then
[TABLE]
which shows the result. ∎
We can prove now the main result of this subsection.
Proof.
(of Proposition 2.5) Again, we do only the proof for being the proof for completely similar.
Since and is an isomorphism, see Remark 3.2 and (2.10), to prove for some , is equivalent to prove .
In [16], the authors prove the existence of the unique fixed point of the map
[TABLE]
We want to prove that, in fact, this fixed point belongs to . We proceed as follows. Let be a sequence given by
[TABLE]
Note that the first coordinate of is which coincides with for all since is fixed point of . Hence, by Lemma 3.7, with and described in this lemma.
By Lemma 3.3,
[TABLE]
Hence, since is a closed subspace of and for all , then
[TABLE]
That is, , for , with and , see (2.20). Then, as we wanted to prove. ∎
4 -estimates on the inertial manifolds
In this section we study the -convergence, with small enough, of the inertial manifolds , , . For that we will obtain first the -convergence of these manifolds, and, with an interpolation argument and applying the results obtained in the previous subsection, we get the -convergence and a rate of this convergence.
Before proving the main result of this subsection, Theorem 2.6, we need the following estimate.
Lemma 4.1**.**
Let and be solutions of (3.7) and (3.8), for and . Then, we have,
[TABLE]
[TABLE]
[TABLE]
where is a constant independent of , and , and is given by (2.3).
Remark 4.2**.**
We denote by the sup norm, that is
[TABLE]
Proof.
With the Variation of Constants Formula applied to (3.7) and (3.8), and denoting by and , we get
[TABLE]
[TABLE]
[TABLE]
We estimate now and . Notice first that is analyzed with Lemma 5.1, from [1] obtaining,
[TABLE]
Moreover, for we get, the following decomposition:
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Now we can study the norm analyzing the norm of each term separately.
By Lemma 3.5, Lemma 5.1 from [1] and (2.16) we have,
[TABLE]
With the definition of from (2.21) and again Lemma 3.5 and (2.16)
[TABLE]
To study the term , again, from (2.21), (2.16), Lemma 3.5 and the properties on the norm of extension operator, see (2.3), for ,
[TABLE]
Remember that,
[TABLE]
and for ,
[TABLE]
Then,
[TABLE]
[TABLE]
[TABLE]
Applying now Lemma 5.4 from [1], we get
[TABLE]
Applying also Theorem 2.3, we get
[TABLE]
Hence,
[TABLE]
[TABLE]
To estimate now we follow Lemma 5.6 from [1] and to estimate we use Lemma 5.5 from [1] also.
Putting all these estimates together, we get
[TABLE]
[TABLE]
[TABLE]
[TABLE]
with independent of . Observe that since , we have .
Hence,
[TABLE]
By Lemma 3.5, we have,
[TABLE]
By Section 3, for and . Applying estimate (2.3), Lemma 3.5 and Lemma 5.6 from [1], we have,
[TABLE]
Finally, the norm of term is estimated by,
[TABLE]
Putting all together,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Then,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
So, we have,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Applying Gronwall inequality,
[TABLE]
[TABLE]
[TABLE]
with a constant independent of and with . ∎
We show now the convergence of the differential of inertial manifolds and establish a rate for this convergence. For this, we define and as follows,
[TABLE]
and,
[TABLE]
Proposition 4.3**.**
With and the inertial manifolds, and if , we have the following estimate
[TABLE]
where is a constant independent of .
Proof.
Taking into account the estimate obtained in Theorem 2.3, it remains to estimate , that is,
[TABLE]
But we know that,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
We have applied for any , see (2.12).
Then, for , with the definition (3.6), and denoting again by and , we have
[TABLE]
[TABLE]
[TABLE]
But, the integrand can be decomposed, in a similar way as above in the proof of Lemma 4.1, as
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Applying Lemma 5.3 from [1] and Lemma 3.5,
[TABLE]
Following the same steps as in the proof of Lemma 4.1, we obtain,
[TABLE]
[TABLE]
For the sake of clarity we will denote by
[TABLE]
Then, we have,
[TABLE]
[TABLE]
and for the norm of we apply Lemma 4.1,
[TABLE]
[TABLE]
Putting everything together, , so,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
By Lemma 3.10 from [1], the gap conditions described in Proposition 2.1 and , see (4.3), for small enough,
[TABLE]
Hence,
[TABLE]
[TABLE]
Since and have bounded support, we consider the sup norm described in (4.1) for with , with an upper bound of the support of all , , and of .
So,
[TABLE]
[TABLE]
[TABLE]
[TABLE]
which implies,
[TABLE]
with .
Hence, for ,
[TABLE]
Applying Theorem 2.3, then
[TABLE]
Which concludes the proof of the proposition. ∎
With this estimate we can analyze in detail the -convergence of inertial manifolds for some , small enough. We introduce now the proof of the main result of this subsection.
Proof.
(of Theorem 2.6) We want to show the existence of such that we can prove the convergence of the inertial manifolds to , when tends to zero in the topology for and obtain a rate of this convergence. That is, an estimate of . Let us choose as close as we want to , where is given by (4.3), so that Proposition 4.3 holds.
As we have mentioned,
[TABLE]
[TABLE]
[TABLE]
For , can be written as , where
[TABLE]
[TABLE]
Note that, since for each , , and then by the chain rule, for all ,
[TABLE]
[TABLE]
Also, notice that from the definition of , , we have or equivalently .
Then, applying (2.13) to the denominator,
[TABLE]
Since in the previous subsection we have proved , with , in particular we have , with . Without loss of generality we consider . Moreover, , see (2.12) and (2.3). Then, we obtain
[TABLE]
Note that,
[TABLE]
Hence, for ,
[TABLE]
[TABLE]
[TABLE]
By Theorem 2.3 and Proposition 4.3, we have
[TABLE]
[TABLE]
[TABLE]
[TABLE]
which shows the result.
∎
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[1] J.M. Arrieta, E. Santamaría, Estimates on the distance of Inertial Manifolds , Discrete and Continuous Dynamical Systems A, 34, Vol 10 pp. 3921-3944 (2014)
- 2[2] J.M. Arrieta, E. Santamaría, Distance of attractors for thin domains , (In preparation)
- 3[3] A. V. Babin and M. I. Vishik, Attractors of Evolution Equations , Studies in Mathematics and its Applications, 25. North-Holland Publishing Co., Amsterdam, (1992).
- 4[4] Bates, P.W.; Lu, K.; Zeng, C. Existence and Persistence of Invariant Manifolds for Semiflows in Banach Space Mem. Am. Math. Soc. bf 135, (1998), no. 645.
- 5[5] A. N. Carvalho, J. Langa, J. C. Robinson, Attractors for Infinite-Dimensional Non-Autonomous Dynamical-Systems , Applied Mathematical Sciences, Vol. 182, Springer, (2012).
- 6[6] Shui-Nee Chow, Xiao-Biao Lin and Kening Lu, Smooth Invariant Foliations in Infinite Dimensional Spaces , Journal of Differential Equations 94 (1991), no. 2, 266–291
- 7[7] S. Chow, K. Lu and G. R. Sell, Smoothness of Inertial Manifolds , Journal of Mathematical Analysis and Applications, 169, no. 1, 283-312, (1992).
- 8[8] J. W. Cholewa and T. Dlotko, Global Attractors in Abstract Parabolic Problems , London Mathematical Society Lecture Note Series, 278. Cambridge University Press, Cambridge, (2000)
