Examples for controllability of linear control systems
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Curator: Dr. Jean-Michel Coron, University Paris 6, Paris, France
Contents |
A transport equation
We return to the transport control system, already considered at this link,
This example is pedagogically interesting since one can give explicitly the solution to the Cauchy problem where
,
and
are given. This solution is given by
From this explicit solution one readily gets the following proposition.
Proposition 1. The control system (1)-(2) is
- exactly controllable in time
if and only if
,
- null controllable in time
if and only if
,
- approximately controllable in time
if and only if
.
Let us show how to use the multiplier method in order to prove that if
- (5)
then the control system (1)-(2) is exactly controllable. By
Theorem 3, the exact controllability in time
is equivalent to the existence of
such that
- (6)
where
is the solution of the Cauchy problem
Let us prove prove (6). With simple density arguments, we may assume that
is of class
. Let us multiply (7) by the mutiplier
and integrate the obtained equality on
. Using (8), one gets
- (10)
Let us now multiply (7) by the mutiplier
and integrate the obtained equality on
. Using (8), one gets
- (11)
For
, let
. From (11), we have
- (12)
From (10), we get
From (9), (12) and (13), we get
- (14)
which proves the observability inequality (6) with
given by
- (15)
A linear Schrödinger equation
We return to the nonlinear Schrödinger control system considered at this link in the Section Examples of control systems modeled by PDE's. For simplicity, we forget the variables
and
: the control system is
In this section we explain how the moment theory can be used in order to prove the controllability of linearized control system around important trajectories of the control system (16)-(17).
Let
be the open interval
. For
, let
be the operator defined on
- (18)
by
- (19)
In (18), as usual,
We denote by
the usual Hermitian scalar product in the Hilbert space
:
where
denotes the complex conjugate of the complex number
. Note that
Let us recall that (24) means that there exists a real
in the resolvent set of
such that the operator
is compact from
into
, where
denotes the identity map on
(see, for example, pages 36 and 187 in (Tosio Kato, 1995)). Then (see, for example, page 277 in (Tosio Kato, 1995)), the Hilbert space
has a complete orthonormal system
of eigenfunctions for the operator
:
where
is an increasing sequence of positive real numbers. Let
be the unit sphere of
:
- (25)
and, for
, let
be the tangent space to
at
:
- (26)
where, as usual,
denotes the real part of the complex number
. Let
- (27)
Note that
Hence
is a trajectory of the control system (16)-(17). The linearized control system around this trajectory is the following linear control system:
This is a control system where, at time
,
- The state is
with
.
- The control is
.
Let us first deal with the Cauchy problem
where
,
and
are given. By (23),
Therefore, by the Lumer-Phillips theorem,
is the infinitesimal generator of a strongly continuous group of linear isometries on
. We denote by
,
, this group.
Note that, since
depends on time, [[Control_of_partial_differential_equations#Theorem3|Theorem 3] cannot be applied. Our notion of solution to the Cauchy problem (30)-(31)-(32) is given in the following definition.
Definition. Let
,
and
. A solution
to the Cauchy problem (30)-(31)-(32) is the function
defined by
- (33)
With this definition and standard arguments, one can show that the Cauchy problem (30)-(31)-(32) is well posed (see e.g., Theorem A.7, page 375 in (Jean-Michel Coron, 2007)).
Let us now study the controllability of the linear Schrödinger control system (28)-(29). Let
- (34)
The goal of this section is to prove the following controllability result (Theorem 5 on page 862 in (Karine Beauchard, 2005)).
Theorem 7.
There exists
such that, for every
, for every
, for every
and for every
, there exists
such that the solution of the Cauchy problem
satisfies
- (38)
We are also going to see that the conclusion of Theorem 7 does not hold for
(as already noticed in (Pierre Rouchon, 2003).
Proof of Theorem 7.
Let
,
and
. Let
. Let
be the solution of the Cauchy problem (35)-(36)-(37). Let us decompose
in the complete orthonormal system
of eigenfunctions for the operator
:
Taking the Hermitian product of (35) with
, one readily gets, using (36) and integrations by parts,
- (39)
with
- (40)
Note that (37) is equivalent to
- (41)
- (42)
By (42), (38) is equivalent to the following so-called moment problem on
:
- (43)
Let us now explain why for
the conclusion of Theorem 7 does not hold. Indeed, one has
In particular,
is an odd function if
is odd. Therefore
Hence, by (43), if there exists
odd such that
there is no control
such that the solution of the Cauchy problem (35)-(36)-(37) (with
) satisfies (38).
Let us now turn to the case where
is small but not
. Since
is in
,
- (46)
Similarly, the fact that
is in
tells us that
- (47)
The key ingredient to prove Theorem 7 is the following theorem.
Theorem 8.
Let
be a sequence of real numbers such that
Let
be such that
- (50)
where, for every
,
is the largest number of
's contained in an interval of length
. Then there exists
such that, for every sequence
of complex numbers such that
there exists a (real-valued) function
such that
Theorem 8 is a special case of Theorem III.6.1, page 114 in (Jean-Pierre Kahane, 1962); see also pages 341--365 in (Arne Beurling, 1989). See also, in the context of control theory, Section 3 in (David Russell, 1967) which uses the prior works (Albert Ingham, 1936), (Ray Redheffer, 1951) and (Laurent Schwartz, 1959). For the proof of this theorem, see, for example, Section 1.2.2 in (Werner Krabs, 1992), Chapter 9 of (Vilmos Komornik and Paola Loreti, 2005) or Chapter II, Section 4 in the book (Sergei Avdonin and Sergei Ivanov, 1995). Improvements of this theorem have been obtained in (Stéphane Jaffard, Marius Tucsnak and Enrique Zuazua, 1997; 1998), (Stéphane Jaffard and Sorin Micu, 2001), in (Claudio Baiocchi, Vilmos Komornik and Paola Loreti, 2002),and in (Vilmos Komornik and Paola Loreti, 2004; 2005).
- (55)
Hence, in order to apply Theorem 8 to our moment problem, it remains to estimate
and
. This is done in the following propositions, due to Karine Beauchard (Proposition 41 pages 937-938 and page 860 in (Karine Beauchard, 2005)).
Proposition 2.
There exist
and
such that, for every
and for every
,
Proposition 3.
There exist
and
such that, for every
and for
every even integer
,
and for every odd integer
,
It is a classical result that
if and only if
Hence, Theorem 7 readily follows from Theorem 8 applied to the moment problem (43) with the help of Proposition 2 and Proposition 3.
Remark 4. The moment method does not work well for the Schrödinger in dimension larger than 1 (see, however, (Stéphane Jaffard, 1988) in dimension 2). For these dimensions controllability results have been obtained by means of other methods. Let us mention, in particular,
- The use of the multipliers method. See, in particular, (Caroline Fabre, 1992), (Irena Lasiecka and Roberto Triggiani, 1992), (Elaine Machtyngier, 1994) and (Elaine Machtyngier and Enrique Zuazua, 1994).
- The use of microlocal analysis. See, in particular, (Gilles Lebeau, 1992) and (Kim-Dang Phung, 2001), which rely on the use of the exact controllability result of (Claude Bardos, Gilles Lebeau and Jeffrey Rauch, 1992) for the wave equation. See also (Nicolas Burq, 1993).
For a survey on these results, see, in particular, (Enrique Zuazua, 2003).
A linear Korteweg-de Vries equation
We go back to the linear Korteweg-de Vries equation control system
already considered at this link in the Section Examples of control systems modeled by PDE's. Let
- (58)
Then one has the following theorem (Lionel Rosier, 1997).
Theorem 9:
Let
. The control system (56)-(57) is exactly controllable in time
if and only if
. Moreover, if
, then the control system (56)-(57) is neither approximately controllable nor null controllable in time
.
For a proof of Theorem 9, see the original paper (Lionel Rosier, 1997) or Section 2.2.2, pages 42-48 in (Jean-Michel Coron, 2007). Let us only point out that
(take
in (58)) and that for
and for every
the control system (56)-(57) is neither approximately controllable nor null controllable in time
. This readily follows from the following observation. Let
, let
, and let
. Let
be the solution to the Cauchy problem (see the definition given at this link)
We multiply (59)) by
and integrate on
. Using (60) together with integrations by parts, one gets (first when
is smooth enough and by density for the general case)
which shows that the control system (56)-(57) is neither approximately controllable nor null controllable in time
.
A heat equation
Let
be a non empty open subset of
and let
be a non empty open subset of
. We go back to the control system
already considered at this link in the Section Examples of control systems modeled by linear PDE's and show how Carleman estimates allow to prove the following theorem ((Hector Fattorini and David Russell, 1971) if
, (Oleg Imanuvilov, 1993; 1995) and (Gilles Lebeau and Luc Robbiano, 1995) for
; see also the book (Andrei Fursikov and Oleg Imanuvilov, 1996)).
Theorem 10.
Let us assume that
is of class
and connected. Then, for every
the control system
(62)-(63)-(64) is null controllable and approximately controllable in time
.
Sketch of the proof of Theorem 10.
Let
. With the above notations, for
,
- (65)
where
is defined by
The first step is the following lemma (Lemma 1.2 in (Oleg Imanuvilov, 1995)) (see also Lemma 1.1 on page 4 in (Andrei Fursikov and Oleg Imanuvilov, 1996) and Lemma 2.68 on page 80 in (Jean-Michel Coron, 2007)) and whose proof is omitted.
Lemma. There exists
such that
Remark:
In the case
,
for some real numbers
. Let us take
. Then
defined by
Let us fix
as in the above lemma. Let
and
be defined by
where
will be chosen later on. Let
be defined by
where
will be chosen later on. From (66), (71), (72) and (73), we have
- (75)
with
Let
. From (75), we have
- (79)
Let
denote the outward unit normal vector field on
. Note that
vanishes on
(see (67) and (73)) and on
(see (74)). Then straightforward computations using integrations by parts lead to
- (80)
with
In (82) and until the end of the proof, we use the usual repeated-index sum convention. By (70) and (72), there exists
such that, for every
, we have, on
,
We take
. Note that, by (69),
- (85)
Moreover, using (71) and (72), one gets the existence of
such that, for every
,
From (70) and (72), one gets the existence of
such that
- (89)
Using (79) to (89), we get the existence of
such that, for every
and for every
,
- (90)
Taking for
large enough in (90), one gets
- (91)
From Theorem 4, (73), and (91), one gets the approximate controllability in time
(with
and
) of the control system (62)-(63)(63).
Let us now deal with the null controllability. Taking
large enough in (90), one gets the existence of
independent of
such that
- (92)
We choose such an
and such a
. Coming back to
using (71) and (73), we deduce from (92) the existence of
independent of
such that
- (93)
Let
be such that
We multiply (66) by
and integrate on
. Using (67) and integrations by parts,
we get the existence of
independent of
such that
- (94)
- (95)
Let us now multiply (66) by
and integrate on
. Using integrations by parts together with (67), we get
- (96)
From (95) and (96), one gets that (15) of Theorem 5 holds with
With Theorem 5 and Theorem 6, this concludes the proof of Theorem 10.
| Invited by: | Dr. Jean-Jacques Slotine, Nonlinear Systems Lab, MIT, Cambridge, MA |
| Action editor: | Dr. Jean-Jacques Slotine, Nonlinear Systems Lab, MIT, Cambridge, MA |
| Assistant editor: | Mr. Leo Trottier, PhD student; University of California, San Diego |
| Assistant editor: | Dr. Elias August, ETH, Zurich, CH |
