Stability problems in non autonomous linear differential equations in infinite dimensions
Hildebrando M. Rodrigues, J. Sol\`a-morales, G. K. Nakassima

TL;DR
This paper investigates the robustness of stability in nonautonomous linear differential equations within infinite-dimensional Banach spaces, introducing generalized almost periodic functions and demonstrating stabilization techniques through small perturbations.
Contribution
It extends stability robustness results to infinite dimensions, introduces generalized almost periodic functions, and provides new stabilization methods using small perturbations.
Findings
Stability is robust under integrally small perturbations in infinite dimensions.
Generalized almost periodic functions effectively handle oscillatory perturbations.
Unstable systems can be stabilized with large period, small mean value perturbations.
Abstract
One goal of this paper is to study robustness of stability of nonautonomous linear ordinary differential equations under integrally small perturbations in an infinite dimensional Banach space. Some applications are obtained to the case of rapid oscillatory perturbations, with arbitrary small periods, showing that even in this case the stability is robust. These results extend to infinite dimensions some results given in Coppel (1970). Based in Rodrigues (1970) and in Kloeden and Rodrigues (2011) we introduce a class of functions that we call Generalized Almost Periodic Functions that extend the usual almost periodic functions and are suitable to deal with oscillatory perturbations. We also present an infinite dimensional example of the previous results. We show in another example that it is possible to stabilize an unstable system using a perturbation with large period and small mean…
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Taxonomy
TopicsStability and Controllability of Differential Equations · Nonlinear Differential Equations Analysis · Advanced Mathematical Modeling in Engineering
Stability Problems in Nonautonomous Linear Differential Equations in Infinite Dimensions.
Hildebrando M. Rodrigues*†*
,
J. Solà-Morales*‡*
and
G. K. Nakassima*†*
Abstract.
One goal of this paper is to study robustness of stability of nonautonomous linear ordinary differential equations under integrally small perturbations in an infinite dimensional Banach space. Some applications are obtained to the case of rapid oscillatory perturbations, with arbitrary small periods, showing that even in this case the stability is robust. These results extend to infinite dimensions some results given in Coppel [3]. Based in Rodrigues [11] and in Kloeden & Rodrigues [10] we introduce a class of functions that we call Generalized Almost Periodic Functions that extend the usual almost periodic functions and are suitable to deal with oscillatory perturbations. We also present an infinite dimensional example of the previous results. We show in another example that it is possible to stabilize an unstable system using a perturbation with large period and small mean value. Finally, we give an example where we stabilize an unstable linear ODE with small perturbation in infinite dimensions using some ideas developed in Rodrigues & Solà-Morales [21] and in an example of Kakutani, see [13].
Key words and phrases:
Keywords: robustness of stability, generalised almost periodic functions, integrally small perturbation.
1991 Mathematics Subject Classification:
MSC: 37C75; 47A10, 43D20, 35B35.
†Instituto de Ciências Matemáticas e de Computaçao, Universidade de São Paulo-Campus de São Carlos, Caixa Postal 668, 13560-970 São Carlos SP, Brazil, e-mail: [email protected]
‡Departament de Matemàtiques, Universitat Politècnica de Catalunya, Av. Diagonal 647, 08028 Barcelona, Spain, e-mail: [email protected]
†Partially supported by FAPESP Processo 2018/05218-8
‡Partially supported by MINECO grant MTM2017-84214-C2-1-P. Faculty member of the Barcelona Graduate School of Mathematics (BGSMath) and part of the Catalan research group 2017 SGR 01392.
†Instituto de Ciências Matemáticas e de Computaçao, Universidade de São Paulo-Campus de São Carlos, Caixa Postal 668, 13560-970 São Carlos SP, Brazil, e-mail: [email protected], [email protected]
Dedicated to Tomás Caraballo for his 60th birthday.
1. Introduction
In some papers of some of us we tried to extend or to analyse in infinite dimensions known results for finite dimensional problems. This was the case of Kloeden & Rodrigues [10], Rodrigues [11], Rodrigues & Ruas [16], Rodrigues & Solà-Morales [17, 18, 19, 20], Rodrigues, Caraballo & Gameiro [14] and Rodrigues, Teixeira & Gameiro [15].
Following this philosophy, in this paper we consider the following linear system of ordinary differential equations in an infinite dimensional Banach space , and a perturbed system , where and are continuous in . We suppose first that for each , and are bounded operators, the first system is asymptotically stable and that is integrally small in an arbitrary interval of length bounded by . We establish conditions on the smallness of in such a way that the perturbed system will also be asymptotically stable. This is stablished inTheorem 1. Then we extend to the case such that is ubbounded and generates an -semigoup . This is stablished inTheorem 8.
In Daleckii & Krein [4] page 178 and in Carvalho et al. [1] similar results are presented about robustness of stability but with the stronger assumption , for some , for every for sufficiently small . One observes that the smallness condition is imposed with the norm inside the integral and in our case the norm appears outside the integral and this makes a significant difference, as it is shown in Theorem (1).
Then we introduce a class of functions that we call Generalised Almost Periodic Functions that contains the usual almost periodic functions. In fact part, of it was introduced in Kloeden & Rodrigues [10], where the authors studied perturbations of an hyperbolic equilibrium. In the present paper we use also the concept of mean value to define the class of Generalized Almost Periodic Functions (GAP).
This new class of functions has some important advantages compared with the almost periodic functions, namely, if we perturb an almost periodic function with a local perturbation in time it will not be almost periodic. Therefore it is not robust with respect to this kind of perturbations. It is also not also robust with respect to some more general perturbations, like chaotic functions.
As a consequence we study a system of the form and prove that if is sufficiently large the the stability is preserved. When is periodic the result says that for sufficiently small periods and large oscillations the stability is preserved. The function does not need to be small and so if we have a linear perturbation with large oscillations the stability is preserved. This is shown in Theorem 7. In the periodic case the perturbation will have very small period. We present an example in the infinite dimensions case, in the space where we show that the stability is preserved. These results extend to infinite dimensions some results of Coppel [3].
Then in Theorem (8) we extend the above results to the case where we have an unbounded infinitesimal generator. Henry [8] proves similar results with different applications, but using a different method where he passes from the continuous case to a discrete case and then recover the results for the continuous problem. Our method follows more the method of Coppel [3] (finite dimension).
In Section 7 we present a two dimensional example where we show that it is possible to stabilise an unstable system with a periodic perturbation with large period and small mean value.
Finally in Section 8 using some ideas developed in Rodrigues &Solà-Morales [21] and in an example of Kakutani [13], we give an example in infinite dimensions where we estabilize an unstable linear system using a small linear perturbation.
These two last examples seem to be new in the literature, to our knowledge.
2. Robustness of Stability.
The next theorem extends to infinite dimensional Banach spaces a result of W. A. Coppel [3], Proposition 6, p.6.
Theorem 1**.**
Let be a Banach space and be continuous functions such that and for every
Consider the equations:
[TABLE]
[TABLE]
Let the evolution operator of (1). Suppose that for , , where and .
Let be two positive numbers.
If for , and , then the evolution operator of (2) satisfies the inequality:
[TABLE]
If is negative, h is sufficiently large and sufficiently small in such a way that then it follows that system (2) is asymptotically stable.
Proof: By the variation of constants formula
[TABLE]
If we let
[TABLE]
Taking derivatives,
[TABLE]
[TABLE]
Integrating the above equation, we obtain
[TABLE]
[TABLE]
And so,
[TABLE]
[TABLE]
Therefore,
[TABLE]
[TABLE]
Therefore,
[TABLE]
[TABLE]
[TABLE]
We first suppose that and estimate . Let . Suppose
[TABLE]
Therefore,
[TABLE]
and so, using gronwall’s inequlity it follows that in an arbitrary interval of length , say for we have
[TABLE]
For there exists , such that and so
[TABLE]
We are going to prove by induction that for
[TABLE]
The case has already been proved.
But and so
[TABLE]
Therefore for
[TABLE]
[TABLE]
Therefore for we have
[TABLE]
Let . Since , we have
[TABLE]
Therefore,
[TABLE]
3. The space of generalised almost periodic functions
Let be a Banach space and recall the definition of an almost periodic function [5].
Definition 2**.**
A continuous function is said to be almost periodic if for every sequence there exists a subsequence such that the exists uniformly in .
Now let denote the space of bounded and uniformly continuous functions , which is a Banach space with the supremum norm , and define
[TABLE]
The class is quite large and includes both periodic and almost periodic functions as well as other nonrecurrent functions.
Proposition 1**.**
Let be almost periodic. Then .
Proof: The proof is trivial.
Theorem 3**.**
* is a closed subspace of and hence a Banach space.*
Proof: This proof can be found in Kloeden-Rodrigues [10].
Lemma 1**.**
Let , If there exists for some then it is independent of .
Proof: Let .
[TABLE]
[TABLE]
Then we define:
Definition 4**.**
We say that is a generalized almost periodic function if there exists the limit in , that is, there exists such that, given there exists such that for every uniformly with respect do .
Definition 5**.**
We define the class of generalized almost periodic functions as
[TABLE]
Lemma 2**.**
* is a closed subspace of .*
Proof: Let , in . We must prove that . Given there exists such that .
Since there exists the , there exists such that
[TABLE]
Then
[TABLE]
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Using Cauchy Criterion we conclude that there exists
[TABLE]
This implies that .
Definition 6**.**
For we define the mean value of as:
[TABLE]
Lemma 3**.**
The function is an uniformly continuous function.
Proof: Let . Then
[TABLE]
[TABLE]
Let
Corollary 1**.**
* is a closed subspace of .*
Proof: Since is a continuous function, the set is closed set.
Corollary 2**.**
Any function can be written as , where and .
The next theorem shows that stability is preserved if the linear perturbation has sufficiently large frequency:
Theorem 7**.**
Let be continuous functions such that and for every Suppose that is a generalized almost periodic function with mean value zero (). Consider the equations:
[TABLE]
[TABLE]
Let the evolution operator of (3). Suppose that for , , where and . Then there exists and such that for
[TABLE]
where indicates the evolution operator of (4).
Proof:
We are going to show that for any , there exists such that if then
[TABLE]
Let us consider first the case . Since for every , we have
[TABLE]
To complete the proof we consider now the case .
Since has mean value zero, there exists such that
[TABLE]
By a change of variables,
[TABLE]
and so for
[TABLE]
If we take we have for
[TABLE]
Therefore,
[TABLE]
The result follows from Theorem 7 for sufficiently small.
Consider now . Then we have , where and . We suppose that and for every . Consider the equations:
[TABLE]
[TABLE]
Let be the semigroup generated by (5) and be the evolution operator of (6).
As a consequence of Theorem 7 it follows that if we willl have:
Corollary 3**.**
Let for , . Then there exists , , , such that for we have
[TABLE]
4. An infinite dimensional example
In this section we will construct a true infinite dimension example to apply the results of the previous section. We are going to use some results of the paper Rodrigues and Solà-Morales [19]. Consider the space . We consider the operator given by the infinite dimensional Jordan matrix:
[TABLE]
As it is proved in Rodrigues and Solà-Morales [19] the spectrum of is the closed unity circle of the complex plane. Now we take and we define the operator:
[TABLE]
If we let
[TABLE]
we have that
[TABLE]
From the same paper above it follows that the spectrum of is the closed disc with center in and radius . Then we take
Then we let .
But
[TABLE]
Therefore
[TABLE]
Let sufficiently small such that .
Then it follows that
[TABLE]
In the space . We consider the operator given above.
Corollary 4**.**
Consider now the systems:
[TABLE]
[TABLE]
where with meanvalue zero. Let be such that and .
Let be the evolution operator associated to to system (10), where is the solution with initial condition , where indicates the Identity operator.
Then there exists , and such that for
[TABLE]
Proof: Follows from Theorem 7 .
Next we will present a simple example where the perturbation belongs to but it is not almost periodic.
Example 4.1**.**
Let be uniformly continuous, bounded with mean value zero. Let
[TABLE]
Then and has mean value zero. Let if , if . In the special case that we take , is not almost periodic.
Therefore we can apply Corollary 4 if we take and then we can take .
5. A case where the infinitesimal generator is unbounded.
Consider the equations:
[TABLE]
[TABLE]
We suppose that is dense in and is the infinitesimal generator of a semigroup , such that .
Now we will analyse some smallness conditions on the perturbation , such that the equation 13 is also asymptotically stable in the case . The case when is uniformly small is studied in Kloeden-Rodrigues [10] without leaving the continuous case. Similar results are obtained by Carvalho et all [1], but they first find the result for the discrete case.
Similar results to the next theorem are treated by Carvalho et all [1] and Dalekii-Krein [4] but they use the stronger assumption that is small, with the norm inside the integral and in the first one they prove via a discretiztion method. Similar results are obtained by Henry [8] in Thorem7.6.11, pag. 238, where he also consider first the discrete case, and requires that is uniformly small and integrally small.
Our result is an extension of a classical result of Coppel [3] for the infinite dimensional case, and being an unbounded operator.
We will follow the steps of Theorem 1 where we imposed that for every and that for . We also assume that the range of is contained in the domain of .
Theorem 8**.**
We assume besides the above assumptions on and , is a continuous function and such that for each is a bounded operator and can be extended to the whole space as a bounded operator. We suppose also that and are bounded for every . For each let , for , where is a positive real number. We suppose that there are positive numbers and such that
[TABLE]
Let be the evolution operator associated to system 13. Then
[TABLE]
If is negative, h is sufficiently large and sufficiently small in such a way that then it follows that system (13) is asymptotically stable.
Proof: The proof follows the ideas of (1). By the variation of constants formula
[TABLE]
[TABLE]
Taking derivatives,
[TABLE]
[TABLE]
Integrating the above equation, we obtain
[TABLE]
[TABLE]
And so,
[TABLE]
[TABLE]
Therefore,
[TABLE]
[TABLE]
Therefore,
[TABLE]
[TABLE]
[TABLE]
We first suppose that and estimate .
If then
[TABLE]
Therefore,
[TABLE]
and so using Gronwall’s inequality it follows that in an arbitrary interval of length , say for we have
[TABLE]
For there exists , such that and so
[TABLE]
We are going to prove by induction that for
[TABLE]
The case has already been proved.
But and so
[TABLE]
Therefore for
[TABLE]
[TABLE]
Therefore for we have
[TABLE]
Let . Since , we have
[TABLE]
Therefore,
[TABLE]
6. Applications
Consider the following result from Henry [8] pg. 30.
Theorem 9**.**
Suppose A is a closed operator in the Banach space and suppose that is a bounded spectral set of , and so is another spectral set. Let , be the projections associated with these spectral sets, and , . Then , the are invariant under A, and if is the restriction of to , then
[TABLE]
Theorem 10**.**
Let and be positive real numbers.
Suppose that a generator of a -semigroup , and for every . Suppose we can decompose , where is a bounded spectral set and so is another spectral set. Suppose there is a smooth curve , oriented positively, that contains in its interior and is in the exterior of . Consider the projection that projects in the subspace associated to the spectral set . Let . and , for , where . Then is a bounded operator and and so is also a bounded operator.
The above decomposition is chosen in such a way that for every .
In analogy with the bounded case if , we suppose that
[TABLE]
Consider the equations:
[TABLE]
[TABLE]
If the above assumptions are satisfied if is sufficiently small, is sufficiently large and (15) is asymptotically stable then system (16) is also asymptotically stable.
Proof: The proof follows the ideas of Theorem 8.
Remark 1**.**
The decomposition and the smallness conditions (14) are satisfied if is at least a sectorial operator and if comutes with .
7. **Stabilising unstable systems under small periodic perturbation,
with large period.**
The next example is in and it shows that it is possible stabilise an unstable system under a small (in mean value) periodic perturbation.
Let and . Let
[TABLE]
Let the -periodic operator given by
[TABLE]
Consider the systems:
[TABLE]
[TABLE]
First we observe that , that is has zero mean value, but has large period.
Nest we are going to prove, using Floquet Theorem that system (19) is uniformly asymptotically stable.
For the sistem , where is continuous and -periodic, will use Floquet’s Theorem even if , is not continuous, according to the comment in [7] page 118.
Consider the matrix solution of (18) such that the identity matrix. Then it is given by
[TABLE]
If we let then we have the rotation matrix:
[TABLE]
Since the fundamental matrix of , such that will be given by
[TABLE]
Then the monodromy matrix will be
[TABLE]
[TABLE]
Now we can find the eigenvalues of the monodromy and they will be the caracteristic multipliers of (19)
[TABLE]
The caracteristic polynomial is given by . Since this implies that
[TABLE]
Therefore is uniformly asymptotic stable.
8. Stabilizing Unstable Linear ODE in Infinite Dimensions.
There is a classical example in Operator Theory due to S. Kakutani of a bounded operator in an infinite-dimensional Hilbert space whose spectrum shrinks drastically from a disk to a single point under an arbitrarily small bounded perturbation. The example can be found in [13] (p. 282) and [6] (p. 248) and it is also described in [21], where the present authors recently used it to build an example of the possibility of nonlinear stabilization of an unstable linear map under Fréchet differentiability hypotheses. It is also briefly described below. The purpose of the present section is, by means of two examples, to use the ideas of Kakutani’s example to show this drastic stabilization in linear ordinary differential equations in infinite dimensional Hilbert spaces, of the form
[TABLE]
when the system is unstable and the perturbation is small in some senses. Roughly speaking, we could say that the examples of this section show that while stability is a robust feature, instability does not need to be so.
Let us describe briefly the example of Kakutani with the notations and choices of [21]. In a real separable Hilbert space with a Hilbert orthonormal basis a weighted shift operator is a bounded linear operator defined by the relations for a bounded sequence of real numbers . One readily sees that
[TABLE]
We choose first the sequence for some and some , and define a weighted shift by if , where is a non-negative integer. This sophisticated way of distributing the numbers into a sequence makes a number to appear for the first time in the sequence at the position and from that position onwards to appear periodically, infinitely many times, with a period of .
Then, one also defines the weighted shifts by a sequence of weights that are all of them equal to zero, except at the positions , where is a non-negative integer, where . With this choice, the operator is also a weighted shift, and it has zeroes along its sequence of weights, distributed each places, and starting at the position. This means, according to 21, that is nilpotent of index , . Consequently, its spectral radius . One can also obtain, after some work, that and that the spectrum is the whole disk of radius centered at zero. Concerning the norms, by using (21) one gets that and .
In this way, Kakutani’s example shows the existence of a bounded linear operator with positive spectral radius that is approximated, in the operator norm, by a sequence of operators whose spectrum reduces to the single point [math].
Our fist example of translation of these ideas to (20) is very simple. Let us choose a number and the previous numbers and in such a way that and with these choices define the new operator , where is the identity operator. The spectrum of is a disk of radius centered at the point . This spectrum intersects the exterior of the unit circle and lies entirely in the half-plane . Because of this last property, the operator can be defined, and by the Spectral Mapping Theorem
[TABLE]
which is unstable since .
We construct now the sequence of operators . All of these operators have their spectra reduced to the single point , and these operators converge in the operator norm to , which spectrum is the disk of radius centered at . If we take now , we again have that the sequence tends to as in the operator norm, by the continuity of the logarithm. Also, by the properties of the exponential, perhaps by using adapted norms, for all and all , there exists a number such that
[TABLE]
which implies stability since , and can be chosen small enough.
In this way we have perturbed an autonomous unstable system to a new autonomous system , with a perturbation that can be taken as small as we wish in the operator norm, and the new system is asymptotically stable.
This example deserves to be commented in relation of Theorem 4 of [10] (p. 2704). According to that theorem, if an equation exhibits an exponential dichotomy with nontrivial stable and an unstable part (which in particular means that it is unstable), then a new system will exhibit a similar dichotomy (which means that it is also unstable) if is sufficiently small, and if some compactness conditions are met, that are automatically satisfied in our case since does not depend on . This robustness of the instability is broken in our example, since the spectrum of is a connected set that has points both in and in , but it is not possible to divide it into two spectral sets by the vertical line . This is something very typical from infinite dimensional functional analysis, that cannot be expected in finite dimensions.
Our second example, also based on Kakutani’s construction, starts with the same system as above, with and , with the relations , whose instability is expressed by the inequality (22) above. We want to add to it now a time-dependent perturbation , depending continuously on such that can be taken as small as we wish, but with the novelty that . Despite of this, we want to obtain a system that will be stable.
Let us name the operators considered above. Let us say again that as and that the spectra . Let us fix now one value of in (23) such that if we define we still have . For example, . If we write for in (23) we will have . We do not expect the sequence to be bounded as . Let us choose an index and define
[TABLE]
for an increasing sequence with and , to be defined later. It is clear that is a continuous function from to . Since it is clear that
[TABLE]
Therefore, for all , and this can be made as small as we like by choosing sufficiently large.
In order to define the sequence let us now bound the solutions of
[TABLE]
For between and we will have and, because of (23),
[TABLE]
To fix ideas, let us start with . For we can write . Then, for we can broadly bound as
[TABLE]
and, putting the two parts together
[TABLE]
which obviously implies the weaker bound
[TABLE]
both for . Then, we continue with , and for this range of we have and
[TABLE]
and, as before,
[TABLE]
now for the whole . Putting this together with (26) we get, again for ,
[TABLE]
that we can write again as
[TABLE]
and at this point we see that we can choose large enough in such a way that
[TABLE]
With this choice we get
[TABLE]
for , which will be needed in the next interval, and also deduce, together with (27) the weaker but more global bound
[TABLE]
now for all such that .
Now we proceed inductively. Suppose that along the interval , where is still to be chosen, we have obtained, as in (28), the bound
[TABLE]
for , and the weaker inequality
[TABLE]
for . Then we analyze for and obtain that
[TABLE]
Then we choose in such a way that
[TABLE]
and obtain
[TABLE]
for , and the weaker inequality
[TABLE]
for .
With these choices of the one can make and obtain the final bound
[TABLE]
for all , that proves the exponential asymptotic stability of the solutions of (25).
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- 4[4] Ju. L. Dalekĭi and M. G. Krein Stability of Solutions of Differential Equations in Banach Space , Translation of Mathematical Monographs, Volume 43, American Mathematical Society, Providence, Rhode Island (1974)
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