Lecture Notes in Control and Information Sciences Edited by M.Thoma and A.Wyner
164 I. Lasiecka, R. Triggiani
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Lecture Notes in Control and Information Sciences Edited by M.Thoma and A.Wyner
164 I. Lasiecka, R. Triggiani
Differential and Algebraic Riccati Equations with Application to Boundary/ Point Control Problems: Continuous Theory and Approximation Theory
Springer-Verlag Berlin Heidelberg NewYork London ParisTokyo Hong Kong Barcelona Budapest
Series Editors M. Thoma • A. Wyner Advisory Board L. D. Davisson • A. G. J. MacFarlane - H. Kwakernaak J. L. Massey • Ya Z. Tsypkin • A..1. Viterbi Authors Prof. Irena Lasiecka Prof. Roberto Triggiani Dept. of Applied Mathematics Thornton Hall University of Virginia Charlottesville, VA 22903 USA
ISBN 3 - 5 4 0 - 5 4 3 3 9 - 2
Springer-Vedag Bedin Heidelberg NewYork
ISBN 0 - 3 8 7 - 5 4 3 3 9 - 2
S p r i n g e r - V e d a g N e w Y o r k Berlin H e i d e l b e r g
This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting, reproduction on microfilms or in other ways, and storage in data banks. Duplication of this publication or parts thereof is only permitted under the provisions of the German Copyright Law of September 9, 1965, in its current version, and a copyright fee must always be paid. Violations fall under the prosecutior~act of the German Copyright Law. © Spdnger-Verlag Berlin, Heidelberg 1991 Printed in Germany The use of registered names, trademarks, etc. in this publication cloes not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. Printing: Meroedes-Druck, Berlin Binding: B. Helm, Berlin 61/3020-543210 Printed on acid-free paper.
Preface
T h e s e L e c T u r e NoTes collecT, and r a t h e r c o m p r e h e n s i v e a c c o u n t optimal
control wlth quadratic
equations
d y n a m i c s operator) continuous)
is at least
s e m i g r o u p and B
framework,
an u p d a t e d
of r e s u l t s c e n t e r e d on the T h e o r y of
cost
in a H i l b e r t space Y,
in a u n i f i e d
functionals
for a b s t r a c t
of the type y = Ay+Bu. the g e n e r a t o r of a s.c.
(control o p e r a t o r
(linear)
Here,
A (free
(strongly
is an u n b o u n d e d o p e r a t o r
w i t h a d e g r e e of u n b o u n d e d n e s s up to the d e g r e e of u n b o u n d e d n e s s Also,
u is the c o n t r o l
H i l b e r t space U.
function which
The p r e s e n t
is L 2 in time w i t h v a l u e s
Treatment
includes b o t h
well as The i n f i n i t e time h o r i z o n problems. a n a l y s i s of The c o r r e s p o n d i n g d i f f e r e n t i a l (operator)
equations,
which arise
in The
of the o p t i m a l s o l u t i o n p a i r {uO,y0}.
of A. in a
the finite as
It c u l m i n a t e s w i t h the and a l g e b r a i c
(pointwise)
Riccati
feedback synthesis
These Notes g i v e the m a i n
r e s u l t s of The t h e o r y - - w h i c h has r e a c h e d a c o n s i d e r a b l e d e g r e e of m a t u r i t y over The past
few y e a r s - - a s well as the authors'
p h i l o s o p h y of approach, f i f t e e n years. provided,
while,
which
is c o n t a i n e d
basic
in their w o r k of the past
O n l y some key p o i n t s of the T e c h n i c a l d e v e l o p m e n t s are for the most part,
r e f e r r e d to in the a p p r o p r i a t e
detailed Technical
literature.
p r o o f s are
Both continuous
T h e o r y as
well as n u m e r i c a l a p p r o x i m a t i o n T h e o r y for the R i c c a t i e q u a t i o n s are included. Essentially, abstract
two
(non-necessarily m u t u a l l y e x c l u s i v e )
c l a s s e s of
e q u a t i o n s are i d e n t i f i e d by means of a r e s p e c t i v e a b s t r a c t
assumption,
(H.1) and
(H.2)
below.
T h e s e a s s u m p t i o n s are,
n o t h i n g but p r o p e r t i e s w h i c h c a p t u r e d i s t i n c t i v e c o n c r e t e classes of p a r t i a l d i f f e r e n t i a l
in fact,
f e a t u r e s of the
equations
of interest.
IV
(I) First class. only p a r a b o l i c
This includes p a r a b o l i c - l i k e dynamics:
(or diffusion)
not
e q u a t i o n s but also wave and p l a t e
equations w i t h a high degree of internal damping.
All these equations
are identified by the p r o p e r t y that the free dynamics o p e r a t o r A g e n e r a t e s a s.c. analytic s e m i g r o u p on Y. (2) Second class. dynamics,
plate-like
This includes w a v e - l l k e
(hyperbolic)
(both h y p e r b o l i c or not) dynamics,
and S c h r O d i n g e r
equations.
These are identified by a d i s t i n c t i v e a b s t r a c t
regularity'
p r o p e r t y of the c o r r e s p o n d i n g free d y n a m i c s
duality,
'interior regularity'
an
'trace
(and, by
p r o p e r t y of the corresponding non-
h o m o g e n e o u s problem). In either case, already,
the control operator B may have,
as r e m a r k e d
a degree of u n b o u n d e d n e s s up to the degree of u n b o u n d e d n e s s of
the free dynamics operator A.
This framework captures,
a m o n g others,
m i x e d p r o b l e m s for partial d i f f e r e n t i a l equations. Special e m p h a s i s is paid to the following topics.
(i)
Abstract operator models for b o u n d a r y control problems.
(ii)
Identification of the space Y of optimal regularity of the solutions,
p a r t i c u l a r l y for the second class:
it is w i t h respect
to the norm of this space that then the s o l u t i o n y is p e n a l i z e d in the q u a d r a t i c cost functional.
(iii)
Identification of the r e g u l a r i t y p r o p e r t i e s of the optimal pair
{uo,y0} (iv)
Verification of the s o - c a l l e d
'finite cost condition'
(F.C.C.)
in the space Y (of optimal r e g u l a r i t y m e n t i o n e d in (ii)),
in the
case of the infinite time h o r i z o n p r o b l e m and r e l a t e d algebraic Riccati equations.
This is the p r o p e r t y w h e r e b y for e a c h
initial c o n d i t i o n in Y, there exlsts some u ~ L2(O,~;O)
such
that the c o r r e s p o n d i n g s o l u t i o n y • L 2 ( 0 , ~ ; Y ) so that the q u a d r a t i c cost functional ks finite.
V
(v)
Constructive
solution
variational
(Riccati operator)
of a Riccatl equation,
of a
whether
or algebraic.
differential
(vi)
a p p r o a c h to the issue of e x i s t e n c e
D e v e l o p m e n t of numerical a l g o r i t h m s w h i c h r e p r o d u c e n u m e r i c a l l y the key p r o p e r t i e s of the continuous problems.
(1) relies,
As to the abstract m o d e l i n g problem
in the p a r a b o l i c case,
as simplified,
on the ideas of lB.1, Sect.
and refined in [T.5],
of e l l i p t i c theory and i d e n t i f i c a t i o n domains of a p p r o p r i a t e
IT.6],
[Las.4],
[L-T.1].
an incipient [L-T.24]
4.12],
[L-T.5],
[W],
by means
[Gr.1] b e t w e e n S o b o l e v spaces and
fractional powers of the basic d i f f e r e n t i a l
o p e r a t o r A; and in the h y p e r b o l i c / p l a t e case, [T.2],
(i), the t r e a t m e n t
on the model
ideas of
These works b e n e f i t e d from and pushed further to use
idea of [Fa.1].
See Notes at the end of S e c t i o n 4 in
for more details on operator modeling.
These o p e r a t o r models
have been s u c c e s s f u l l y used by the authors in a large v a r i e t y of b o u n d a r y control p r o b l e m s equations;
(optimal q u a d r a t i c cost p r o b l e m s and Riccati
u n i f o r m stabilization;
spectral p r o p e r t i e s a s s i g n m e n t and
s t a b i l i l i z a t i o n via a f e e d b a c k operator, (i~)
etc.)..
As to the optimal r e g u l a r i t y p r o b l e m
drastic difference hyperbolic/plate
(ii), we point out a
in the role played by a b s t r a c t models
mixed problems
e q u a t i o n s on the one hand, time) on the other.
in
(second order in time) or S c h r ~ d i n g e r
and p a r a b o l i c mixed p r o b l e m s
In the latter case,
(first order in
the c o m b i n a t i o n of s e m i g r o u p
m e t h o d s w i t h elliptic theory and i d e n t i f i c a t i o n of d o m a i n s of appropriate provide
(or re-prove)
optimal r e g u l a r i t y results for p a r a b o l i c mixed
see e.g.,
[L-T.8].
problems,
the
fractional powers w i t h S o b o l e v spaces is s u f f i c i e n t to
'Hilbert theory'
different
[Las.4] and [L-T.4], of, say,
(energy) means.
[Lio-Mag.1],
Not so, however,
This theory includes
w h i c h ds o b t a i n e d by for h y p e r b o l i c / m i x e d
V!
problems.
Here,
regularity
theory comes
methods else
the first
(energy,
crucial
or m u l t i p l i e r
In the case operator
beginning
of hyperbolic/plate/Schr~dinger m i x e d problems,
abstract
data,
useful
duality
[L-T.I],
tools
only at a s u b s e q u e n t
or transposition,
and unified
in the
~lli)
we note
(H.2)
is most
readily
verified
controllability
property
alternatively, feedback
'velocity'
is v e r i f i e d
via
feedback].
conditions. equation
Their
methods
through
The r e g u l a r i t y
trace of the h o m o g e n e o u s
(parabollc-like feedback
is at most
finite
(~v),
dynamics),
stabilization, dimensional.
(wave/plate/Schr~dinger
with
regularity
more d e m a n d i n g and explicit, and exact
respectively,
solution
of p r o b l e m
v i a a s t u d y of the exact
the g e n e r a l l y
to an u p p e r b o u n d and,
than L 2
argument,
on the space of optimal
stabilization
class.
pair
input u s m o o t h e r
via u n i f o r m
space of the d y n a m i c s
the F.C.C.
of the s e c o n d
Cost Condition (F.C.C.) class
of
from e n e r g y
of the optimal
'boost-strap'
in the case of the second class
dynamics),
uniform
on a
property
can then be a b s t r a c t e d
properties
in the case of the first
as the u n s t a b l e Instead,
case,
As to the Finite
that
the F.C.C.
amount
trace property'
As to the r e g u l a r i t y
in the p a r a b o l i c (iv)
[or,
'abstract
properties
(for
after a key
been o b t a i n e d
these rely on regularity theory with
{uO,y°}, and,
'trace regularity'
etc.),
level
a trace r e g u l a r i t y
homogeneous p r o b l e m - - h a s
the c o r r e s p o n d i n g These
[L-T.2],
hyperbolic [L-L-T].
provide
control
form or
to bear on these
with second-order
preliminary regularity r e s u l t - - t y p i c a l l y
methods.
in d i f f e r e n t i a l
[Lio.2],
methods
higher/lower
either
form) w h i c h were b r o u g h t
only v e r y recently,
equations w i t h D i r i c h l e t
methods,
block of a
differential e q u a t i o n
from p u r e l y partial
in p s e u d o - d i f f e r e n t i a l
problems
step or b u i l d i n g
property
(il)
of
dissipative
controllability
a lower bound
respect
as in
issues
of a s u i t a b l e
to the initial
verification is obtained by partial d i f f e r e n t i a l
(energy/multipller m e t h o d s in d i f f e r e n t i a l
or
Vll
pseudo-differential hyperbolic
form
equations,
[L-T.25]
and,
on m i c r o - l o c a l
In the case of s e c o n d - o r d e r
a n al y s i s
[B-L-R]
to a c h i e v e
sharp
results. Another emerged
approach
on these (v)
Riccati
issues over
Riccati
mentioned
the o p t i m a l i t y operator,
and s u b s e q u e n t l y operator,
parabolic
was
that
introduced
[L-T.5],
abstr a c t
treatment
abstract
parabolic-like
a suitable provides algebraic
[L-T.6],
operator,
of the o p t i m i z a t i o n opera~or
generally
problems
in time,
differential verified
justified.
Riccati
Riccati
equation.
with a
(T < ~)
and since
in h y p e r b o l i c
based
and
in
In the case of T = ~, quadratic
cost
under theory
this time on the R i c c a t i stability,
stabilization
an additional
bonus
via a R l c c a t l
and v e l o c i t y
for s e c o n d - o r d e r
and need not be dissipative. part,
equations,
the c o r r e s p o n d i n g
Uniform
'bona fide'
for T = ~;
the optimal
acts on both p o s i t i o n
examples
to hold
[F-L-T]
[L-T.22].
operator,
candidate
(both T < ~ and T = ~) ; in an
condition',
theory.
is a
in [L-T.4]
which yields uniform
As a n integral of i l l u s t r a t i v e
[L-T.IO]
first,
data of the p r o b l e m
used by the authors
problems
feedback
an e x p l i c i t
in c o n n e c t i o n
control
for the second class
'detectability
another
to construct
(abstractly)
then it has been s y s t e m a t i c a l l y
has
of a
in two steps:
the c o r r e s p o n d i n g
problem with Dirichlet
probl e m s
this consists
this candidate
in fact,
literature
to the e x i s t e n c e
in terms of the original
one shows
w h i c h solves,
This a p p r o a c h
in (v),
A vast
five years.
approach
conditions
defined
in [Lit.].
the past
As to the c o n s t r u c t i v e
operator
one uses
is p r o p o s e d
true.
these N o t e s
c o n t a i n also a large c o l l e c t i o n
of b o u n d a r y / p o i n t where
all
This also
numerical
control
the r e q u i r e d applies
schemes.
Thus
problems
assumptions
to the n u m e r i c a l the a b s t r a c t
for partial are
indeed
analysis
theory
is
of
VIII
These Notes ratio
are a s u b s t a n t i a l
3 to I) of the authors'
outgrowth
review article
(approximately
in the
entitled:
A l g e b r a i c Riccati e q u a t i o n s a r i s i n g in b o u n d a r y / p o i n t control: A r e v i e w of t h e o r e t i c a l and numerical results. Part I: C o n t i n u o u s theory; Part II: A p p r o x i m a t i o n theory, in P e r s p e c t i v e s in Control Theory, P r o c e e d i n g s of the S i e l p i a Conference, S~elpia, Poland, 1988, Editors: B. 3akubczyk; K. Malanowski; and W. Respondek, Blrkhauser, Boston, 1990, pp. 175-235. Also, relevant
regularity
in the text, Dirichlet
the authors'
[L-T.24]
t h e o r y of s e c o n d - o r d e r
and b a s e d
case and on
on
[L-T.I],
[L-T°20],
These n o t e s are p r e s e n t l y F~nally,
reference
being e x p a n d e d
the a u t h o r s
hyperbolic
[L-T.2],
[L-T.21],
gratefully
provides
[Lio.l],
[L-T.23]
acknowledge
by the f o l l o w i n g
agencies
and i n s t i t u t i o n s
reported
in these Notes:
National
Science
Sciences:
Mathematical
and
Ricerche,
Italy;
Air Force Office
Information Scuola
Sciences;
Normale
equations [L-L-T]
in the N e u m a n n
financial
of S c i e n t i f i c
Superiore,
Pisa,
support
Division Research,
Nazionale Italy.
case.
book.
for r e s e a r c h
Foundation,
Consiglio
invoked
in the
into a s e l f - c o n t a i n e d
received
Mathematical
a r e v i e w of
delle
work of
Table
I n t r o d u c t i o n ; two abstract c l a s s e s ; s t a t e m e n t of m a i n problems . . . . . . . . . . . . . . . . . . . . . . . . . .
I.
PART 2.
3.
4.
of C o n t e n t s
I: C o n t i n u o u s
theory.
Case
1
T
O.
(2.25)
Let the g e n e r a t o r A be
say with compact
the n o t a t i o n A=.)
of p o s i t i v e
for GL T to be c l o s e d
a c l a s s of e x a m p l e s w h e r e c o n d i t i o n
yet GL T Is closed.
(2.25)--unlike
however,
is o n l y s u f f i c i e n t
LB 72
O;
71
= ITly e Yl
1-A*)~72 ; 72
by (2.52),
(2.51)
a e Y.
that
.27
e Y2 n
(2.52)
.
~((-a) ~)
{2.53)
20 ~((-A
*)P/2G*
(-A *)~/2
) = ~((
G" y
_A*)Pl 2 )
n Y2;
= (-A *)~/2y2,
Thus, ~ ( ( - A " ) ~ / 2 G ~) is not dense
y
e
9((
-A*}~/2G * ) .
in Y2" and c o n d i t i o n
(2.25)
(2.54) is
violated. On the other hand, s i n c e B~lu(t) and e At • we obtain by (2.1) and
(2.52)
~ 0 and Y2 is invariant under A
p
T GLTU = G~ e A ( T - t ) B u ( t ) d t O T
T
Gf eA(T-tlB~lu(t)dt + G~ eA(T-t)B~lu(t)dt
=
0
0 T
T
= G~ eA(T-t)l-Al~g2u(t)dt 0
= (-A) 1 ~ eA(T-t)g2u(t)dt, 0
w h e r e in the last step we have u s e d in Y2"
Thus,
p. 164].
(2.52) on G, w i t h the integral term
GL T ~s a closed o p e r a t o r
boundedly invertible operator
(2.55)
(being the product of a closed,
(-A) ~ and of a b o u n d e d o p e r a t o r
Our claim is proved.
Note that,
by (2.2),
[K°I;
one likewise has
S
= * y}(t) = ( - A=) Y e A {LTG
(T-t) y2,
Y2
= ~2 y e Y2"
Z
2.3.3. V a ~ t i o n a l versus d~rect approach: A s s u m p t i o n direct a p p r o a c h fails, vex GL T is closed We have a l r e a d y noted that a s s u m p t i o n a p p r o a c h of IF.5; Thm. 3.2]
(2.41)
(2.41) of the
for the direct
in the case w h e r e G is non-smoothing,
involves only the o p e r a t o r s A and G, not B.
Instead,
the a s s u m p t i o n of
the v a r i a t i o n a l a p p r o a c h of T h e o r e m 2.1 that GL T be c l o s a b l e all the data of the problem:
G, A, and B.
Thus,
provide new classes of examples where a s s u m p t i o n is closed.
Thus,
of
is.
[L-T.22]
[F.5; Thm. 3.2]
involves
not surprisingly, (2.41) fails,
~s not applicable,
we
yet GL T
w h i l e Theorem 2.1
We return to the example of Section 2.3.2 and set
GlY = (Yl,V)YlV,
G 1 = G 1 = GIG I,
v ~ YI"
Ivl = i,
(2.56)
21 where we recall It follows G 1 in
that
the s u b s p a c e s
from an o b s e r v a t l o n (2.56)
satisfies
in [F.5;
assumption
*)P12)
•=~ v E ~ ( ( - A Next,
choose
(2.50),
GIy =
(2.51).
Thus,
Sect.
for
under A,
the o p e r a t o r
it follows
G = GI+I 2 does not s a t i s f y G 1 as ~n (2.58):
as seen
Remark
2.7.
in S e c t i o n
2.3.2,
B o t h approaches,
in [L-T.22]
can be e x t e n d e d
readily
Remar~u~.8.
we h a v e s e e n i n
(i)
~ as in
direct a p p r o a c h (see b e l o w
Suppose
the a s s u m p t i o n s ¢losable
[F.5]
(see R e m a r k
2.6)
on Yl"
(2.~8)
G,
(2.59)
on Y2"
[]
and
the v a r i a t i o n a l
G to be unbounded:
2.3.1
satisfies
in
on Y;
not be p u r s u e d
Section
neither
(2.57)
defined
the o p e r a t o r
in IF.5]
to a l l o w
2ff-1.
here.
that
the
assumption nor does
[]
operator (2.41)
it m a k e
G in of
the
GL T c l o s a b l e
(2.44)).
(li)
proved
of
Thls will
(2.42)
that
identity
the d i r e c t
p > 0.
with
=
>
G1 ,
(2.41)
(2.41)
p
vector
GL T is c l o s e d .
G e ~(~(-A)P,Y),
(2,43)
12
that
some
(normalized)
(Yl,b)Ylb does not s a t i s f y
Since YI are Invarlant
Yet,
3.1]
(2.41)
n Y1
v = b, with b 6 Yl the
satisfying
u n d e r A and e At
Yi are i n v a r l a n t
and
that G(-A) ~/2
of both a p p r o a c h e s
(li) a s s u m p t i o n
in IF.5;
Section
is c l o s a b l e
are satisfied;
(2.41)
3.4.1].
for some $ > 27-I.
holds
Statement
then GL T = G ( - A ) $ / 2 V T is the p r o d u c t
true. (1)
i.e.,
(I) GL T is
Statement follows
of a c l o s a b l e
Then
(ll)
at once,
operator
is since
and of a
T bounded
operator
VTU = ~(-A)PeA(T-t)(-A)-ffBu(t)dt, 0
that V T ~ ~(L2(0, T ; U ) , Y ).
[]
p = ~-~/2
< ~, so
22 3.
Abstract Differentlal Riccatl Euuatlons for the s e c o n d class subject to the trace reuularltv a s s u m D t l o n fH.2) = (1.61 We shall
first provide
(Section 3.1)
synthesis
of t h e optimal pair under
smoothing
required on the o b s e r v a t i o n
mlnlmal
assumptions
in the specific in the D i r i c h l e t
of smoothing
pointwise
synthesis
constructed) does,
lheorem
3.1.
[L-T.6,
R e ~(Y;Z}.
including
satisfy the DRE. of s m o o t h i n g
y
Finally,
by
on R, u n i q u e n e s s
of the
(Section 3.3).
[F-L-T,
Thm.
2.1]
Ricca~
We assume
(H.2) = (1.6) on the dynamics
the
and that,
moreover,
Then:
there is a unique s o l u t i o n pair of functions 0
the claim in the
Here the theory is
smooth initial data.
of ODtlmal Dalr and candidate
Thm.l.3],
regularity h y p o t h e s i s (1)
in fact,
~equirement
svnthesls
wlth n o
under some
e q u a t i o n s with control
(Section 3.2),
operator will also be claimed Polntwlse operator
(H.2),
Next,
operator P(t) w h i c h occurs
for a p p r o p r i a t e l y
imposing an a d d i t i o n a l
3.1.
operator R.
(in time)
on R, further results will be provided
b o u n d a r y conditions
(explicitly
Riccati
the sole a s s u m p t i o n
case of second order hyperbolic
that the
rather complete
the p o l n t w i s e
= yO(t,O;Yo),
(1.1),
0 0,
0 _< t .< T;
(3.9)
(P(O)x, XJy = J ( u ° i . , o ; x ) , y ° ( . , o ; x ) ) .
(vii)
(viii) The operator
P(t),
if the dynamical ~tit)
0 ~ t < T, is an i s o m o r p h i s m
system
g: ~.e.,
on Y if and only
(in short the pair {A*,R'})
= A ~ ( t ) + R g(t),
is exactly c o n t r o l l a b l e L2-contro/s
i3.1o)
on Y over
~iO)
= O,
[O,T-t]
from the origin wlth
the totality of s o l u t i o n p o i n t s ~(T-t)
fllls all of Y as g runs over ali of L2(O,T-t;Y). Property
(vlil)
Remark 3.1. approach.
Is further p u r s u e d
in S e c t i o n 3.4.
Theorem 3.1 is proved in [L-T.6], defined operator P(t)
(iv) requires
acting on the optimal
that the of the DRE;
Note that the s y n t h e s i s
that the operator B P(t) trajectory.
by a variational
is a bonafide s o l u t i o n
see more on this in S e c t i o n 3.4 below. property
[F-L-T]
There is no claim in the above g e n e r a l i t y
constructively
•
Instead,
be well d e f i n e d as
the DRE w o u l d require that
s
B Pit) be well defined on, say, ~(A). regularlty p r o p e r t y addition cause
for the operator
L under a s s u m p t i o n
to (1.2) of a final state p e n a l i z a t i o n
now essential
situation of T h e o r e m y(t,r;x),
(1.12)
Because of the general
changes
to the analysis,
2.1 for t h e class
operator
in contrast
(H.I).
x ~ Y --not only the optimal s o l u t i o n
In fact,
(H.2),
G will not to the any s o l u t i o n
yO(t;r;x)
--Is
24 c o n t i n u o u s in t, r ~ t ~ T for r fixed. t ~ y0(T,t;x)
is a l s o c o n t i n u o u s
o p e r a t o r x ~ y0(t,r;x)) 3.2.
This then y i e l d s that the map
(using the e v o l u t i o n p r o p e r t i e s of the
and this fact is n e e d e d in (3.6a).
The DRE fo~ ~ e ~ o n d - o r d e r h y p e r b o l i c e q u a t i o n s w l t h D i r l c h l e t c o n t r o l L E X i s ~ e n c e ~Dd DroDertles In this s e c t i o n a m i n i m a l a s s u m p t i o n of s m o o t h i n g is i m p o s e d on
R, w h i c h will then y i e l d that the operator P(t) the DRE,
D i r i c h l e t control, shall s p e c i a l i z e
of w h i c h
(7.1)
the d y n a m i c s
wtt = -Aw + ADu; with y(t)
~n (3.6) d o e s s a t i s f y
in the case of s e c o n d - o r d e r h y p e r b o l i c e q u a t i o n s w i t h
= [w(t),wt(t)],
is a canonical example.
Thus,
we
(1.1) to
i.e.,
to A =
_
,
Bu =
ADu "
of the form that arises in m i x e d p r o b l e m s for
s e c o n d - o r d e r h y p e r b o l i c e q u a t i o n s on a bounded d o m a i n ~ c R n, w i t h
Dirlchlet control, such as (7.1).
In (3.11), A is (for s~mplicity)
a
p o s i t i v e s e l f - a d ~ o i n t o p e r a t o r on X = L2(~) w i t h compact resolvent,
D
the D l r i c h l e t o p e r a t o r in ~(U;X),
U = L2(F) , d e f i n e d by
t h r o u g h o u t a s s u m e d that the r e g u l a r i t y h y p o t h e s i s
(7.4).
It Is
(H.2) = (1.6) holds
true for A and B as in (3.11) on the space y m X x [~(A~)] " = L2(n)×H-I(Q),
w h e r e d u a l i t y is w i t h respect to the X-topology;
=
e
(3.12)
and moreover,
that
(3.131
Z(Y;Z).
R2 Thus.
Theorem
T h e o r e m 3.2.
3,1
holds
[L-T.6]
RIRI:
true.
Moreover,
(a) Assume,
in addition,
c o n t i n u o u s H~-2&(~)
that
~ ~(A ~-6) ~ ~(A~),
s
R2R2: c o n t i n u o u s H-~-26(n)
= [~(A ¼+6) ] " ~
[~(A ¼1 ] ",
(3.14a) (3.14b)
% w h e r e R 1 is the X - a d ~ o l n t of R 1 and R 2 is the [~(A~)]'-ad~olnt of
R2,
so that
(3.14a-b)
c o l l e c t i v e l y mean that R~R: c o n t i n u o u s
25
Yr ~ ~(A¼)x[~(A¼)]'" space
(of regular
where R" is the Y-adjolnt
data}
Yr is defined
Yr ~ ~(A¼-6)x[~(A¼+6)]" Then,
the following
regularity
holds
of R and where
the
by = H½-26(n)xH-~-26(n)" true for the optimal
(3.15) pair {uO,y0},
O for initial data YO = [Wo,W 1 ] m Yr: yO[wO, wt] u 0 e H~'~(X),
a fortJori
w 0 ~ C([O,T];~(A~-6))
u 0 ~ C([O,T];La(F));
(3.16)
n H~-2$(0, T;X);
(3.z7)
w 0t E C([O,T];[~(A~+6)] ". (b) Let now {RI,R2}
satisfy,
(3.18) in addition
to (3.13),
R~RI: ~ontinuous ~-261n} = ~(A ~'~) ~ ~(A~+~) = .~+2~In);
(3 ~gal
R~R2:
(3.19b)
(slightly
continuous
more
H-~-26(n)
restrictlve
= [~(A~+&)] " ~ [~(A~-6)] "
than
(3.14}).
Then
8
(bl)
(3.20)
B P(t) E ~(Yr;C([O,T];L2(F)). (Existence)
(b 2 )
by (3.6a)
The non-negatlve satisfies
self-adjoint
operator
P(t) defined
the DRE for all x,z E Yr" and O ~ t < T,
( P ( t ) X , Z ) y = - ( R x , R Z ) z - ( P ( t ) x , A Z ) y - ( P ( t ) A x , Z)y+(B P ( t ) x , B P ( t ) z ) U ;
I PIT)
= G*G.
(3.21)
Remark 3 . 2 . The above result was originally proved in [L-T.6] In the case of the wave equation (or second-order hyperbolic equations) with Dirlchlet
control,
by a combination
of abstract
methods
and p.d.e.
methods (once the regularity property (H.2) = (i.6) has been ascertained [L-T.2], [Lio.l], [L-L-T]. In this case we have equivalent
(with
norms)
X = L2(n);
~(A~)
= H~(~);
[~(A~)] " = H-I(~);
(3.22)
26
~{A~-6)
= H~-2~(~) ; ~(A~+6)
= .~+2~ "0
Y = L2(QlxH-I(Q):
Yr
H--Y~-2~(~ (n);
[~(A~+6)]
" =
= H~-2~(~)xH-~-26(~}'
A key issue in the proof of
(3.16)-(3.18)
);
(3.23) (3.241
is that
[IT+LTL;R*R]-I
Z(Y;L2(0, T;Yr)) w i t h u n i f o r m bound w h i c h may be taken i n d e p e n d e n t of r. Th~s is a c h i e v e d by c o m p a c t n e s s arguments. f l r s t - o r d e r h y p e r b o l i c systems,
A c o m p a n i o n paper for
see Section 7.4 below,
is [Ch-L].
The
c o m b i n a t i o n of a b s t r a c t and p.d.e, methods of these papers should be e x t e n d a b l e to, say, some f o u r t h - o r d e r operators A. 3.3.
DRE:
B
E x i s t e n c e and u n l q u e ~ e s s
Imposing a s t r o n g e r a s s u m p t i o n of s m o o t h i n g on the o p e r a t o r R yields also u n i q u e n e s s of the Riccati operator. (H.2) = (1.8) on the d y n a m i c s and R • L(Y;Z)
In a d d i t i o n to
on the observation,
we may
assume in this subsection: (A.1):
the map R*R eAtB can be e x t e n d e d as a map:
continuous
U ~ LI(O,T;Y): T
~
*
IIR Re
At
(3.25}
BU[]ydt < CT[lUJlu.
0
(A.2):
the map B"eA=tG" can be e x t e n d e d as a map c o n t i n u o u s Y , L (O,T;U): I
sup IB*eA tG'xlU O~t~T T h e o r e m 3.3.
[DaP-L-T.1]
~ c~lXly
,
x-
Y
Under the above assumptions,
(3.26)
there exists a
n o n - n e g a t l v e s e l f - a d j o i n t o p e r a t o r P(t) = P (t) ~ O, 0 ~ t ~ T, g i v e n 0 e x p l i c i t l y by the same formula (3.6a) (where y is the optlmal t r a j e c t o r y g u a r a n t e e d by T h e o r e m 3.X(i})
P(t)
(1)
S P(t)
(li) (ill)
B*P(t)eA(t-T)B
such that
(3.27a)
G ~(Y;C([O,T];Y);
(3.27b)
~ ~(Y;C([O,T];U);
e Z(U;L2(T,T;U ) uniformly
i n T,
27 T sup I~IB'P(t)eA(t-r)Bu~l~dt ~ CT~[U~I~ . O~r~T ? (iv)
(3.28)
The u n i q u e optimal pair { u 0 , y 0} s a t l s f l e s the p o l n t w l s e f e e d b a c k synthesis property
(3.7)
(except that it is now for all
t G [O,T]) as well as p r o p e r t i e s
(v) = (3.8) and
(vll) = (3.10)
for the optimal cost of T h e o r e m 3.1.
(v)
(Existence) For 0 ~ t < T, the o p e r a t o r P(t) s a t i s f i e s the DRE (3.21),
n o w for all x,z e ~(A), s c o n d i t i o n P(T) = G G. (vi)
(Uniqueness)
as well as the t e r m i n a l
The o p e r a t o r P(t) g i v e n by formula
u n i q u e s o l u t i o n of the DRE as in point
(3.6a) is the
(v) above,
w i t h i n the
class of n o n - n e g a t i v e s e l E - a d j o l n t o p e r a t o r s w h i c h s a t i s f y properties Remark 3.3. method
(1) = (3.26),
(ii) = (3.27),
(ill) = (3.28).
The above result was p r o v e d in [DaP-L-T]
by a
(from the DRE to the optimal control problem):
•
'direct'
this first
e s t a b l i s h e s w e l l - p o s e d n e s s of the DRE (3.21) and next constructs, dynamic programming, original DRE. achieved,
the optimal control problem w h i c h g e n e r a t e s
W e l l - p o s e d n e s s of the DRE
{3.21)
via the
(for all x,y e ~(A))
f o l l o w i n g the original s t r a t e g y in [DaP.
is
] for the
"B-bounded" case, by a local c o n t r a c t i o n a r g u m e n t near T, followed by global a-prLor~ bounds.
This s t r a t e g y e n c o u n t e r s a d d i t i o n a l
d i f f i c u l t i e s to be sure. used in [D-L-T]. T h e o r e m 3.3(vi))
This w a y
In particular,
a new change of v a r i a b l e is
(existence and) u n i q u e n e s s
is obtained,
technical
(in the sense of
at the price of the s m o o t h i n g a s s u m p t i o n
(A.I) = (3.25) on R, a q u a n t i t a t i v e s t a t e m e n t
thereof will be g i v e n in
Remark 3.4 in the case of the w a v e e q u a t i o n w i t h D i r l c h l e t control and in S e c t i o n 7.4 in the case of f l r s t - o r d e r h y p e r b o l i c systems. Instead, approach
the prior w o r k
[L-T.6],
[C-L.I]
followed a v a r i a t i o n a l
(from the optimal control p r o b l e m to the DRE)
leading to
T h e o r e m 3.2 w h i c h has a m a r k e d l y w e a k e r a s s u m p t i o n of s m o o t h i n g on R, but does not claim uniqueness, R e m a r k 3.4. (3.11),
i
(Wave e q u a t i o n w i t h D i r i c h l e t control)
the w a v e e q u a t i o n
Dirlchlet control,
We n o w r e t u r n to
(or a s e c o n d - o r d e r h y p e r b o l i c equation) w i t h
to be analyzed in m o r e d e t a i l s ~n S e c t i o n 7.I below.
The r e l e v a n t spaces are g i v e n by (3.22)-(3.24} the r e g u l a r i t y a s s u m p t i o n s
(3.14),
or
(3.1g),
of R e m a r k 3.2.
Plainly
of T h e o r e m 3.2 hold true
28
if RIR i has a "smoothing a c t i o n of the order of A -e" (3.19b)
is equivalent
In contrast, assumption
to A ~ + $ R ~ R 1 A-y4+6 ~ Z(X),
it can be s h o w n IDa-L-T]
X ~ L2(~)
say
in our case).
that T h e o r e m 3.3 r e q u i r e s for its
(A.I} = (3.25) to be s a t l s f i e d that R~RI~+¢
3.4.
(technically,
Z(L2(Q));
•
R;R2A~+e E Z(H-I(n)).
(3.29)
N o n - s m o o t h l n u case: W e a k e r n o t i o n s of s o l u t i o n For the class
(H.2) = (1.6) of dynamics,
a s s u m p t i o n that R 6 ~(Y,Z), s e l f - a d J o l n t o p e r a t o r P(t)
under the sole
T h e o r e m 3.1 p r o v i d e s the n o n - n e g a t 2 v e in (3.6) n e e d e d for the p o i n t w l s e s y n t h e s i s
(3.7),
as well as several of its properties.
absent
in the statement of T h e o r e m 3.1 is a c l a i m that in this
g e n e r a l i t y such P(t)
What
is a s o l u t i o n of the DRE.
a v a i l a b l e at present,
is c o n s p i c u o u s l y
No s u c h c l a i m is
the m o s t g e n e r a l s t a t e m e n t s
of e x i s t e n c e
being
the ones of T h e o r e m 3.2 for s e c o n d - o r d e r h y p e r b o l i c e q u a t i o n s w i t h D i r i c h l e t control
[L-T.6],
h y p e r b o l i c systems
the r e s u l t s of [Ch-L.I]
(see S e c t i o n 7.4),
also T h e o r e m 4.1 w h i c h follows).
for f i r s t - o r d e r
and T h e o r e m 3.3 IDa-L-T]
W h e n R is o n l y in ~(Y;Z),
(see
lack of
(proof of) r e g u l a r i t y p r o p e r t i e s of the g a i n o p e r a t o r B P(t) p r e v e n t s one from Justifying the formal steps leading to the d e s i r e d c o n c l u s i o n that s u c h operator P(t) s a t i s f i e s the DRE Note that, on [O,T],
(3.21)
for, say,
x,y ~ ~(A).
at least w h e n the pair {A*,R ~} is e x a c t l y controllable, the operator P(t),
say,
0 ~ t < T, Is an i s o m o r p h i s m on ¥
(Thm. 3.1(viii)) and h e n c e B P(t)
is b o u n d e d from Y to U if and o n l y if
so is B, the trivial case.
~n general,
Thus,
and it is an issue w h e t h e r e.g.
U n d e r these circumstances, c o n s t r u c t e d o p e r a t o r P(t)
B P(t) may be unbounded,
is even d e n s e l y defined. it is of interest to regard the
of T h e o r e m 3.1 as "solution" of the
c o r r e s p o n d i n g Riccati D i f f e r e n t l a l
Equation
(3.21) in a s u i t a b l y w e a k e r
sense.
V i s c o s i t y solution.
One a p p r o a c h to this may be g i v e n by s e e i n g such
P(t) as limit of a p p r o p r i a t e R i c c a t i problems,
o p e r a t o r s P (t) of r e g u l a r i z i n g
where all P (t) s a t i s f y the DRE
Recrularizinu problems.
(3.21).
We i n t r o d u c e a p a r a m e t e r
of r e g u l a r l z a t l o n
~0 ~ ~ > 0, ~ ~ O, and c o n s i d e r the family {R } of o b s e r v a t i o n
29
operators
satisfying Re
Z(Y;Z):
e
R strongly:
Re
(3.3o)
X ~ Y.
Rex ~ Rx,
T *
(A.1 e )
ilReRee
At
(3.31)
BUlIudt 0 as
(4.19)
•
in S e c t i o n
treat
Then
(4.15).
Existence
shall
exp(At)
i.e.,
=
t ~ + ~
unstable
on Y,
in the u n i f o r m
norm
(w0+a)t WO+Z.
We
= fixed
IleAtll ~ Me
then
consider
> w 0, so
-A is the g e n e r a t o r
,
v z > O,
throughout
the
that A h a s w e l l - d e f l n e d of an s.c.
t ~ 0, a n d M d e p e n d i n g
translation
semigroup
fractional e -~t
on
A = -A+wI, powers
on Y a n d
on Y s a t i s f y i n g
A
lie-Ate[ < Me -Wt,
t > O; ~ = W - W O - Z
> O.
Moreover,
G = 0 in
(1.2)
while
R is n o n - s m o o t h l n g R G ~(Y;Z). In this following
sectlon
abstract
we shall
(5.0)
then discuss
Algebraic R i c c a t i
the s o l v a b i l i t y
Equation
of
the
(ARE)
(Px, A y ) y + ( P A x , y)y+(Rx, R y ) z - ( B ' P x , B ' P Y ) u
= O;
v x,y e ~(A).
(5.1)
35 ~emark (h,2}
4.1. =
Assumptlon
(4.3)
and
The next
(h.4}
(H.2R)
theorem
=
=
(4.16)
(1,8)
gives
~s s t r o n g e r
comblned
regularity
than
[L-T.IO,
results
assumptions
Remark
for
the
6.2].
[]
optimal
pair
{u°l.,r:Y0),y°(.,r;Y0)}. Theorem
4.2.
(h.5}
(4.17).
=
[L-T.IO]
(1)
Assume
hypotheses
sup l l u 0 ( . , T : x ) l l x [ t O O,
H~-P(n) =
e-WtuO(. ;yo) e H2-2p ", 1-p'(~), p" > p
III.
Uniqueness.
In a d d i t i o n
that the following so-ca/led
to the a s s u m p t i o n
~S.C.
semigroup
of part I, we assume
'detectability condition'
There exists K ~ Z(Z,Y) (D.C):
(5.9}
> O.
(D.C.) holds:
such that the
e (A+KR)t generated by A+KR
is e x p o n e n t i a l l y
(uniformly)
(5.10)
stable on Y.
Then
(a)
the solution P to the ARE
(5.1) is unique within the class of
non-negative
operators
regularity
self-adjolnt
requirement
the s.c.,
analytic
exponentially
semigroup
(uniformly)
e
, generated by Ap = A-BB P is
stable on Y:
Apt -Wpt lie ]l~(y) ~ Mpe , for some constants Mp, Wp > O.
R e m a r k $,0.
t > 0
constructive
(5.11)
B
If the original s e m A g r o u p exp(At)
i.e., ~0 < 0 for the constant above explicit,
which satisfy the
(5.3); Apt
(h)
in ~(Y),
(5,0),
is (uniformly)
stable,
then one can give an
formula for P in terms of the optimal dynamics,
whlch in turn is given e x p l i c i t l y
in terms of the data of the problem;
p r e c i s e l y as in the case T < ~, seen before in (2.20).
If instead,
~0 > O, then the explicit
formula
for P becomes a c t u a l l y an Identity
s a t i s f i e d by P; see e.g.,
[L-T.7;
Section 2].
i
38
As in the case T < ~ ,
two distinct,
yet complementary,
a p p r o a c h e s are a v a i l a b l e to prove T h e o r e m 5.1 uniqueness): so-ca/led
(1) a variational a p p r o a c h
'direct' a p p r o a c h
[D-I],
(existence and
[L-T.7],
IF.2].
[L-T.19],
and
(ii) a
The v a r i a t i o n a l a r g u m e n t in
[L-T.7] starts from the control p r o b l e m as the p r i m a r y issue and c o n s t r u c t s an e x p l i c i t c a n d i d a t e for the Riccatl o p e r a t o r
(in terms of
the data of the p r o b l e m w l t h the help of the optimal solution,
Remark 5.0), w h i c h is then s h o w n to s a t i s f y the ARE contrast,
the direct a p p r o a c h as in [D-I],
of w e l l - p o s e d n e s s
programming) task,
see
In
IF.2] takes the direct s t u d y
(existence and uniqueness)
object and only s u b s e q u e n t l y recovers
(5.1).
of the ARE as the p r i m a r y
the control p r o b l e m
w h i c h g e n e r a t e s the original ARE.
(via d y n a m i c
In c a r r y i n g out its
the direct m e t h o d begins a c t u a l l y w i t h a direct s t u d y of the
corresponding Differential
(or Integral)
optimal p r o b l e m over a finite Interval
Riccati E q u a t i o n of the
[O,T], T < ~, and operates a
limit process as T ~ ~ o__nnthe D i f f e r e n t i a l Riccati E q u a t i o n w i t h a classical approach, technical difficulties, to B P).
w h i c h now, however,
(in llne
has to o v e r c o m e n e w
p a r t i c u l a r l y the s t r o n g c o n v e r g e n c e of B PT(O)
In both approaches,
a key point c o n s i s t s in e s t a b l i s h i n g that
the gain operator B P (a priori
fact, a bounded operator;
see
not n e c e s s a r i l y well defined)
(5.3).
is, in
In the v a r i a t i o n a l approach,
this
latter p r o p e r t y is a c c o m p l i s h e d by using a n a l y t l c l t y of the free dynamics,
together w i t h a c e r t a i n
'bootstrap' a r g u m e n t b a s e d on the
Y o u n g i n e q u a l i t y to s h o w that the optimal pair is more regular, e - ~ t u O ( t ; Y o ) E C([O,~];U}
(A priori,
and e - W t y O ( t ; Y o ) ~ C([O,~];Y}
we only k n o w that u 0 ¢ L2(O,~;U),
u ~ L2(O,T;U)
while a general control
need Dot p r o d u c e in general a c o r r e s p o n d i n g s o l u t i o n
y e C([O,T];Y);
a counterexample being o b t a i n e d by a p a r a b o l i c e q u a t i o n
on n, w i t h D i r l c h l e t - b o u n d a r y control where U = L2(F), [Lio.3;
indeed
for Y0 E y.
p. 217].)
and Y = L2(~ )
All this leads to the r e g u l a r l t y p r o p e r t y
(5.2) via
the explicit representation of P in terms of the optimal s o l u t i o n R e m a r k 5.O), w h i c h in turn leads to p r o p e r t y of the direct a p p r o a c h
[D-I],
IF.2],
(5.3).
the b o u n d e d n e s s
Instead,
(see
in case
(5.3) of the gain
o p e r a t o r B'P is e s t a b l i s h e d by p r o v i n g first that the s o l u t i o n of the
corresponding D i f f e r e n t i a l Riccati E q u a t i o n for the p r o b l e m on [O,T] p o s s e s s e s the d e s i r e d r e g u l a r i t y properties, limit as T ~ ~.
This,
in turn,
a p p l i c a t i o n s of the Y o u n g ' s
and then by p a s s i n g to the
is a c c o m p l i s h e d in [F.2] by r e p e a t e d
i n e q u a l i t y to prove that the optimal
39
trajectory
is in C([O,T];Y)
study of the e v o l u t i o n
Remark
5.1.
As r e m a r k e d
it s h o u l d be n o t e d becomes
rather
appearing
that
in S e c t i o n the p r o o f
in a s s u m p t i o n
satisfies
in fact,
true
s~mpllfles
or even 7 = ~,
or has a R i e s z
standard
property
for YO E Y.
analytic
for the optimal
basis
estimates
of
give
function
y E C([O,T];Y),
Thus,
and
the c o n s t a n t
y to an L 2 ( O , ~ ; U } - c o n t r o l
in fact the r e g u l a r i t y
e - W t y ( t ; Y o ) ~ C([O,~];Y)
for the case T < ~,
to be ~ < ~,
or normal,
in this case,
2.4,
5.1 g r e a t l y
in case
can be t a ke n
that a n y s o l u t i o n
automatically
2, R e m a r k
of T h e o r e m
A is s e l f - a d j o l n t Indeed,
at the o u t s e t
(1.3)
by a direct
v i a a flxed p o i n t a r g u m e n t .
straightforward,
if the o p e r a t o r elgenvectors.
for any T > O; or in [D-I]
equation
V T > O;
such property h o l d s
yO in this case
(while
it is a
distinctive p r o p e r t y of yO to be p r o v e d w h e n ~ < q < 1, not s h a r e d by general s o l u t i o n s y to L 2 ( O , ~ ; U ) - c o n t r o l s consequence,
one o b t a i n s
the e x p l i c i t
representation
sections
6.1,
physically Theorem
6.2,
immediately
analytic
5.1 will apply,
cannot
cover
these cases,
Remark
5,~.
The
property stable used
that
as in
particularly operator
the former. attractive
provides,
the free d y n a m i c s with. 5.2.
and,
treatments
Our
o n distinctive,
such as the one
Here, in [PSI
(D.C.)
= (5.10)
guarantees
P to the ARE, but also the Apt semlgroup e is e x p o n e n t l a l l y
solution
feedback
indeed,
it is the latter p r o p e r t y that Apt The exponential d e c a y of e is a
feature
in applications,
constructlvely,
a stabilizing
y = A y w h i c h m a y be,
possibly,
is
for then
the Riccatl
feedback
operator
unstable
to b e g i n
of
m A l o e b r a l c R i c c a t l E a u a t l o n for the s e c o n d c l a s s ~trace' r e u u l a r l t v a s s u m D t l o n (H.2) = ~ I ~ ) The s t u d y of the A R E Is more
dynamics (H.I}
by u s l n g
solution,
~n fact ~ < 7 < 1.
assumption
of the R i c c a t l
(5.11);
where
As a
m
the r e s u l t i n g
to p r o v e
other
'detectability'
not o n l y u n i q u e n e s s
concentrate
problems
while
above).
then that B P is bounded,
of P in terms of the optimal
a n d 5.3 b e l o w will
relevant,
u, as d i s c u s s e d
subject
= (1.5).
to a s s u m p t i o n Indeed,
in this case,
the free d y n a m i c s
w h i c h will
operator
in fact,
B.
And,
complicated
(H.2)
= (1.6}, there
make up for
in most
subject
for the c l a s s
rather
than
the u n b o u n d e d n e s s
of
to a s s u m p t i o n
is no s m o o t h i n g
of the i n t e r e s t i n g
to the
effect
of
of the
situations,
the
40
gain operator below.
B=P is i n t r i n s i c a l l y unbounded,
d e s c r i b e d in s e c t i o n 5.1, w h e n a s s u m p t i o n Thus,
see C o r o l l a r i e s
This feature is in sharp c o n t r a s t w i t h the
b o u n d e d n e s s of B P for the class
for the class
(H.I) and u n b o u n d e d n e s s of B P
(H.2) in the most i n t e r e s t i n g s i t u a t i o n s is a
it should be noted that,
s e c t l o n 5.1, h y p o t h e s i s
implies by d u a l i t y the desired (see (1.12)), w h i c h under the
(H.I) = (1.5) case ~ < q < 1, ~s g e n e r a l l y false,
p r o v e d to be true, in s e c t i o n 5.1. Equation
On the other
in contrast w i t h the s i t u a t i o n of
(H.2) = (1.6)
r e g u l a r i t y u e L 2 ( O , T ; U ) ~ y e C([O,T];Y) hypo~hesls
however,
for the optimal pair
(u0,yO),
but can be
as r e m a r k e d
A rather c o m p l e t e theory for the A l g e b r a i c Riccati
under present a s s u m p t i o n s was first given in [L-T.6]
c a n o n i c a l case of the wave equation, equations,
hyperbolic
was treated,
however,
w ~ t h D i r l c h l e t control in L2(O,T;L2(F)) , w h i c h by a b s t r a c t o p e r a t o r - t h e o r e t i c methods.
c o m p l e m e n t e d by further results,
I.
([L-T.6],
EXistence.
[L-T.9],
[FLT]).
For the second class covered by h y p o t h e s i s
exists a self-ad~olnt,
(11
such
This and
in [FLT].
(H.2) = (1.6) and subject to the F i n l t e Cost C o n d i t i o n ARE ( 5 . I )
in the
or more g e n e r a l l y s e c o n d - o r d e r
t r e a t m e n t was later put fully on an a b s t r a c t space framework,
T h e o r e m 5.2
5.5
situation
(H.I) instead is in force.
d i s t i n g u i s h i n g feature that tells the two cases apart. hand,
5.4,
'analytic'
(1.9),
non-negative solutlon 0 ~ P = P
e ~(Y)
there of the
that:
P E ~(~(AI,~IApI) n Zl~(ApI,~IA
(5.12)
11,
w h e r e the o p e r a t o r
(5.13)
Ap = A-BB P g e n e r a t e s a s.c. s e m i g r o u p on Y; thus,
the ARE
(5.1) holds
true also for all x , y E ~(Ap);
(5.14)
(ii)
S e ~ Z(~(A),U)
(lii)
j(uO, y 0) = (PyO,Y0)y;
(5.15)
(iv)
UO(t)- = -e * Py 0 (t);
(s.16)
n ~(~(Ae);U);
w h e r e we w r i t e yO(t) = yO(t;yo), is u n d e r s t o o d a.e.
uO(t)
= uO(t;Yo),
In t if YO e Y; w h i l e instead,
and
(5,16)
if Y0 e ~(Ap},_
41
then (5.14)
implies y0(t;Yo) ¢ C ( [ O , T ] ; ~ ( A p ) } ,
u 0 ( t ; Y 0 ) 6 C([0, T];U)
II.
~Diqueness.
(5.16),
for any T > 0.
In a d d i t i o n to the a s s u m p t i o n of p a r t I, we a s s u m e
that the f o l l o w i n g (D.C):
and by
'detectability'
condition
(D.C.) h o l d s true:
T h e r e exists K: Z D ~(K) ~ Y d e n s e l y d e f i n e d s u c h that s
IIK x[lZ ~ C[[B*X[u+[~X[[y], V X G ~ ( B
) c Y,
(5.17)
so that the o p e r a t o r A K = A+KR
(interpreted as closed)
(5.18)
AKt is the g e n e r a t o r of a s.c. semigroup a
on Y, w h i c h is then a s s u m e d
to be e x p o n e n t l a l l y s t a b l e on Y:
ile f o r some MK, oR > 0. s u f f i c i e n t l y large,
AKt
t > 0,
and the d e t e c t a b l l l t y a s s u m p t i o n
with constant c
(5.17)-(5.19)
the s o l u t i o n P to the ARE
(5.1) is u n i q u e w i t h i n the class of w h i c h s a t i s f y the
r e g u l a r i t y properties (5.14); Apt the s.c. s e m i g r o u p e g e n e r a t e d by Ap in (5.13) exponentially
is
Then
n o n - n e g a t i v e self-ad~olnt operators in Z(Y)
(b)
(5.19)
(For R > O, we choose K = -c2R - I
a u t o m a t i c a l l y satisfied.) (a)
-~K t [[~(y) ~ MKe ,
(uniformly)
stable on Y,
is
l
The proof of T h e o r e m 5.2 is g i v e n in [FLT] and follows the a b s t r a c t t r e a t m e n t of the c a n o n i c a l case of s e c o n d o r d e r h y p e r b o l l c e q u a t i o n s w i t h D i r i o h l e t control approach.
[L-T.6].
The f o l l o w i n g comments,
It is b a s e d on a v a r i a t i o n a l
w h i c h c o n s t r a s t the technical
m e t h o d o l o g y a v a i l a b l e in the case of T h e o r e m 5.2 w i t h that a v a i l a b l e in the case of T h e o r e m 5.1, apply.
A m a i n d i f f e r e n c e between the two
cases is that, as p o l n t e d out in s e c t i o n 3, at p r e s e n t no D i f f e r e n t i a l R i c c a t i E q u a t i o n on [0,T] is a v a i l a b l e u n d e r the a s s u m p t i o n (H.2) = (1.6) w i t h no s m o o t h i n g of the o p e r a t o r R; i.e., only to a s s u m p t i o n
(5.0) of boundedness,
avallable under assumption
(H.1) = (1.5)
w l t h R subject
in c o n t r a s t w i t h the s i t u a t i o n in s e c t i o n 2.
Thus,
an
42
to the issue of existence
approach based
on the classical
Differential
Riccati
case of a s s u m p t i o n as d e s c r i b e d applied
Equation
(H.1)
in s e c t i o n
[L-T.6],
[FLT].
under assumption
(H.1),
obtained First,
= (1.5),
described finally,
the e x i s t e n c e (H.2)
45.12),
regularity
(5.14),
one v e r i f i e s
using
the a n a l y t i c
approach
a different
[D-I],
treatment
of
[L-T.7]
to the ARE is n o w
solution);
its e x p l i c i t
(i)
in terms of
of a solution,
properties
IF.2],
strategy is n o w
the following steps:
candidate
(the optimal
(unlike
case
is
as T ~ ~ on the
of a s o l u t i o n
through
an explicit
the n e c e s s a r y
in
in the direct
Therefore,
As in the a n a l y t l c
the d a t a of the p r o b l e m establishes
of the ARE w h i c h
process
is out of q u e s t i o n
5.1).
under assumption
one c o n s t r u c t s
of a s o l u t i o n
idea of a l i m i t i ng
(ii) next,
one
of s u c h a candidate, representation;
as
(lil)
that such candidate o p e r a t o r does s a t i s f y
the ARE
(5.1). As m e n t i o n e d to n o t i c e under
that,
in c o n t r a s t
the a n a l y t l c i t y
is n o w g e n e r a l l y Indeed,
Theorem
Let
assume
the s i t u a t i o n (H.1)
the h y p o t h e s e s (1.9) hold
the f o l l o w i n g
(We shall
say,
guaranteed
Qorollarv
and only
Then,
by T h e o r e m
5.4.
of T h e o r e m
5.3,
Under
that
assumption
(H.2)
(the i n t e r e s t i n g
=
which
(H.2)
= (1.6)
as in T h e o r e m
is the
for the d y n a m i c s
controllability is e x a c t l y
over
some
[0, T],
part
and the I.
(5.20)
v.
the pair {A ,R } is exactly
is an I s o m o r p h i s m
part
I,
the a s s u m p t i o n s
(H.2)
P to the ARE
= (1.6),
(5.1)
on Y.
(1.9),
•
and
(5.20)
The operator B: U m ~(B) ~ Y is b o u n d e d B P:
5.4,
(1.5),
In
condition:
T < ~,
operator
case),
5.2,
controllable
5.2,
w e have:
Corollary
5.1
B*P
situations).
result,
the s o l u t i o n
if the o p e r a t o r
From
interesting
the class of L2(0, T ; Z ) - c o n t r o l s
in short,
controllable.)
by T h e o r e m
the g a i n o p e r a t o r
true,
exact
In Y from the o r i g i n within
it is important
described
= (1.5),
from the next
the e q u a t i o n y = A * y + R * v (E.C.)
5.2,
3.1(viil).
Cost C o n d i t i o n
addition,
of s e c t i o n
(in the most
follows
of T h e o r e m
5.3.
with
assumption
unbounded
this p r o p e r t y
counterpart
Finite
in the i n t r o d u c t i o n
from its d o m a i n
we see that
for the s e c o n d
where moreover
the r e q u i r e m e n t
class
B is an u n b o u n d e d that
if
in Y ~ U is bounded.
subject
•
to
operator
the g a i n o p e r a t o r
B P be
43
bounded
runs
into conflict
controllability original times
free d y n a m i c s
problems,
holds
true,
stabilizable well-known
result
implies
or equivalently,
as
that
5.5.
K
of D. Russell
origin,
well
conservative
D.C.
the pair
Assume
the F i n i t e
(1973)
(5.17)-(5.19).
Assume,
group u n i f o r m l y
bounded
and
and
(ll)
the
(exponentially)
=
(5.17)).
Then,
a
for time-reverslble
[Ru.2]
(H.2)
controllable
(to the
Thus:
(1.6)
for the dynamics,
(1.9) and the D e t e c t a b i l i t y that
the
w a v e and plate
groups)
of
{A ,R } is e x a c t l y
further,
(1)
for n e g a t i v e
is u n i f o r m l y
from the origin}.
hypothesis
if
bound
of the pair
in the n o t a t i o n
Cost C o n d i t i o n
of exact
= (5.17)-(5.19)
then the pair {A*,R*}
systems
Corollary
group u n i f o r m l y
in fact u n i t a r y
condition
(by the o p e r a t o r
(5.20)
On the other hand,
the interesting which yield
desirable d e t e c t a b i l i t y {A,R}
the a s s u m p t i o n
e At is a s.c.
(the case of all
Schr~dinger
with
of the pair {AS, R*}.
the free d y n a m i c s
for n e g a t i v e
times.
B is b o u n d e d
if and only
as
Condition
e At is an s.c.
Then the c o n c l u s i o n
of
s
Corollary
Remark
5.4 applies:
5.3.
Algebraic
The
following
Riccatl
In addition,
reference
Equation
however,
under
[P-S]
[P-S]
also deals w i t h
the a b s t r a c t
makes
if B P is bounded.
hypothesis
the f o l l o w i n g
two
•
the
(H.2)
= (1.6).
further
assumptions: (1)
an a s s u m p t i o n
R e ~(Y,Z)
as e x p r e s s e d
of the s m o o t h n e s s
on the o b s e r v a t i o n
operator
by the r e q u i r e m e n t T
f IlReAtxll~dt ~ OT~lXl]~ 0 where
V is a space
Y, s u c h
strictly
that B ~ ~(U,V)
larger
(5.21)
than Y and w i t h w e a k e r
and e At generates
topology
than
semlgroup on both Y
a s.c.
and V. (ii) for all
The a s s u m p t i o n
initial
data
(This a s s u m p t i o n plates
the F i n i t e
is Dot true
assumptions,
Detectability P en~oys
Condition
[P-S]
in the cases
V" = dual
regularity
Condition
space
6.2,
6.3, and,
holds
true
V, not o n l y on Y.
of c o n s e r v a t i v e
existence
on V, u n i q u e n e s s
the f o l l o w i n g
P e Z(V,V'),
claims
Cost
larger
problems such as those of s e c t i o n s
the a b o v e
where
that
in the s t r i c t l y
and under
of the s o l u t i o n
waves
6.4).
and Under
the a d d i t i o n a l P of the ARE,
property:
of V w i t h respect
to Y-topology,
(5.22)
44
which
in turn implies
boundedness
of the gain o p e r a t o r (5.23)
B P e Z(Y,U). In v i e w of the a b o v e are the r e s u l t s 5.2,
first
operator
of
given
methods
in the c a n o n i c a l [L-T.6], and
cannot
cover
important
the a b s t r a c t
In addition, physically
6.1,
violated
6.2,
is b o u n d e d
of
regularity
[PS]
than
control)
setting
cannot
of
in [P-S]
and plates and R > 0, w h i c h for
in the first place.
cover
problems
the distinctive,
such as those of our
as the r e g u l a r i t y
required
by
[PSI
is
5.1).
(5.21)
result
where
in
[P-S]
holds
the gain o p e r a t o r B P
on the s m o o t h i n g suffices
of the
to a c h i e v e
this
true.
to the h y p o t h e s e s
property
waves
= (1.6)
in s i t u a t i o n s
the f o l l o w i n g
In a d d i t l o n
5.6.
(H.2)
by a b s t r a c t
the results
justification
then an a s s u m p t i o n
R much weaker
Indeed,
following
(5.23),
a main
(parabolic)
and 6.3 below,
is i n t e r e s t e d
as in
observation
Theorem
analytic
(~ < ~ < 1: see R e m a r k
If one
goal.
assumption
the results
relevant,
5.2,
class of c o n s e r v a t i v e
Theorem
equation
in a b s t r a c t
with Theorem
(point or b o u n d a r y
not only
by the e a r l i e r
case of the wave
the class w h i c h o f f e r s
introducing
section
in contrast
with B unbounded
iS p r e c i s e l y
we can say that:
and then fully cast
moreover,
problems
5.5,
on the ARE s u b s u m e d
[FLT];
the
5.4,
Corollaries
[P-S]
of T h e o r e m
5.2,
assume
the
on R:
o@
~
BUllydt _< Cllull u,
IIR Re
u e U
(5.2Ibis)
0
where
-A is the t r a n s l a t i o n
generates
~>o,
a n s.c.
e -~t u n i f o r m l y
above stable:
(5.0),
which
l[e-Atll < Me -~t,
t~o. Then
Theorem
5.2,
the o p e r a t o r satisfies
Hypothesis satisfies 3.3.
semigroup
of A i n t r o d u c e d
(5.2Ibis)
the D i f f e r e n t i a l
Then,
Theorem
P,
a limiting
in a d d i t i o n
(5.23):
to the p r o p e r t i e s
B P ~ ~(Y,U).
guarantees Riccatl
argument
that
Equation
guaranteed
the c o r r e s p o n d i n g
PT(0)
for all T > O, see S e c t i o n
on the formula
defining
P yields
5.6. Since
assumption,
in the t r e a t m e n t then c o n d i t i o n
of
(5.21)
[P-S],
we have B e ~(U,V)
in [P-S]
by
•
implies
by
a for~ioFi
that
45
T
I[[ReAtBu[[z2dt O, when v e L 2 ( O , T ; Z ).
generator,
assumption
semigroup
o f a n s.c.
that the
whose
group
is
conservative
waves
and
equations).
plates
It was a l r e a d y below Theorem present
5.2
available
of the o p e r a t o r boundedness. operator
noted
in s e c t i o n
S as well
that no D i f f e r e n t i a l
Riccati
under
(H.2)
R,
the a s s u m p t i o n
i.e.,
with R subject
In such generality,
P of T h e o r e m
Equation
= (1.6)
on
it is still
[O,T]
is at
w i t h no s m o o t h i n g
o n l y to a s s u m p t i o n
5.2 can be i d e n t i f i e d Px = . J i m PT(O)x,
as in the p a r a g r a p h
true that
(5.0)
of
the Riccatl
b y the limit r e l a t i o n ,
x ~ Y,
(5.26)
TT= where
PT(t)
explicitly
~ ~(Y), defined
0 ~ t ~ T, in terms
is the o p e r a t o r
of the s y s t e m ' s
in
(3.6)
data via
which
is
the c o r r e s p o n d i n g
47 optimal s o l u t i o n of the q u a d r a t i c p r o b l e m over PT(t) does
[O,T]: moreover,
such
realize the p o l n t w i s e (a.e.) f e e d b a c k synthesis, u (t,O;y O) = -B P T ( t l y
(t,O;Yo),
a.e.
in [O,T],
(5.2?1
of the optimal pair {u~,y~} as seen in T h e o r e m 3.1 as well as some
relations typical of the Riccatl theory, n o t e d there and in However, what is m ~ s s ~ n g ~n s u c h g e n e r a l l t y for R ~ ~(Y,Z) is a claim that PT(t) s a t i s f l e s the D i f f e r e n t i a l Riccatl further
Section 3.4.
Equation.
In w h a t follows, we shall show that w h e n the d y n a m i c s is
tlme r e v e r s i b l e connection,
(A g e n e r a t e s an s.c. group),
under natural assumptions,
it is p o s s i b l e
to make a
b e t w e e n the a l g e b r a i c
Riccati
o p e r a t o r P and the s o l u t l o n to 'some' D i f f e r e n t i a l Riccatl Equation, indeed,
the Dual D i f f e r e n t i a l Riccati E q u a t i o n i n t r o d u c e d b e l o w in
(5.30). T h e o r e m 5.8.
([FLT],
assume h y p o t h e s i s
IF.3])
Let A be an s.c. g r o u p g e n e r a t o r on Y and
(H.2) = (1.6) for the dynamics.
Finally,
assume the
Finite Cost C o n d l t ~ o n for the Dual P r o b l e m in T a b l e 5.2:
For each Zo ~ Y, there exlsts v e L2(O,~;Z) such
I
that J(v,z)
~
{5.28)
~, w h e r e z is the s o l u t i o n due to v.J
Then: AS
= Q
{i) there exists an operator Q e ~(Y), s a t i s f i e s the DARE
(5.24);
(ii) if, An addition, {A,B}
>_ 0, w h i c h
(equivalently,
the palr {-A,B}
Is e x a c t l y c o n t r o l l a b l e over some interval
of L2(O,T;U)-controls,
then the DARE
(5.24) admits a unique solution,
^
g i v e n by Q,
the pair
[O,T] w i t h i n the class •
in the class of
all Q ~ ~(Y), s u c h that Q = Q
> 0;
(lil) Q is g i v e n by the s t r o n g limlt Qx = llm QT(O)x,
x
e
Y,
(5.29)
TTw h e r e QT(t) e ~(Y),
0 ~ t ~ T, is the u n i q u e s o l u t i o n of the f o l l o w i n g
Dual D i f f e r e n t i a l Riccatl E q u a t l o n
48
{ ~t
s
(OT(t)x'Y)Y = (QT(t)x,A y ) y + ( A X, Q T ( t ) y ) y s
+ (RQT(t)x, R Q T ( t ) y ) z - ( B x,B YIU
(5.30) for all x,y ~ ~ ( A
1,
QT(T) = O, u n i q u e n e s s b e i n g in the class of o p e r a t o r s Q(-) E Z ( Y ; C ( [ O , T ] ; Y ) that
(Q(t)x,y)
(iv) the pair {-A,B} c o n t r o l l a b l e on s o m e and o n l y ~f QT(0)
(equivalently,
the p a i r {A,B} is e x a c t l y
[O,T] w l t h i n the class of L 2 ( O , T ; U ) - c o n t r o l s ,
~f
is an i s o m o r p h i s m on Y, in w h i c h case Q is an
i s o m o r p h i s m on Y as well.
•
The proof of T h e o r e m 5.8 is in [FLT, T h e o r e m s where
such
is d l f f e r e n t i a b l e in t for e a c h x,y ~ ~(A'):
further results may be found.
a n a l y s i s of the DARE
(5.24),
2.6 and 2.7],
It s h o u l d be n o t e d that the
as well as its d e r i v a t i o n s t a r t i n g from
the Dual control p r o b l e m in Table 5.2, are a m u c h s i m p l e r a n a l y s i s of the original ARE o r l s l n a l control p r o b l e m (RQx, RQy) Z in (~.24)
task than the
(5.1) and its d e r i v a t i o n s t a r t i n g from the
{1.1),
(1.2).
Indeed,
the q u a d r a t i c
term
in the u n k n o w n Q occurs w i t h the b o u n d e d o p e r a t o r
R, w h i l e the q u a d r a t i c term (B Px, B PY)u in (5.1) in the u n k n o w n P s
occurs w i t h the u n b o u n d e d o p e r a t o r B .
The w e l l - p o s e d n e s s
(existence
and uniqueness)
of the DARE for Q can be r e a d i l y h a n d l e d by a r g u m e n t s
by now s t a n d a r d
(fixed point plus a priori
bounds)
IF.3],
[FLT],
f o l l o w i n g the o r i g i n a l t r e a t m e n t in [DaP]. The s a m e c o n s l d e r a t l o n s a p p l i e d to the o r i g i n a l ARE
(5.1) say
that the case of R u n b o u n d e d and B b o u n d e d is m u c h e a s i e r than the case of R b o u n d e d and B unbounded;
compare the term
(Rx, R y ) y w i t h the term
(B Px, B PY)u in (5.1}. T h e o r e m 5.8 states that the o p e r a t o r Q d e f i n e d by the limit (5.2g) of s o l u t i o n s
to the Dual D i f f e r e n t i a l Riccatl E q u a t i o n
s a t i s f i e s the same Dual A l g e b r a i c Riccati E q u a t i o n o p e r a t o r p-1 --if it e x l s t s ! - - w o u l d satisfy,
(5.24)
(5.30)
that the
see C o r o l l a r y 5.7.
under exact c o n t r o l l a b i l l t y of the pair {-A,B},
Since
the o p e r a t o r Q is an
i s o m o r p h i s m on Y, the q u e s t i o n arises as to w h e t h e r or w h e n the a n a l y s i s of the original control p r o b l e m leadin~ to the Riccati o p e r a t o r P, and the a n a l y s i s of the dual control p r o b l e m leadlng to the dual R1ccatl
operator Q merge,
i.e., m o r e p r e c i s e l y as to w h e t h e r or
49
when we have Q = p-l, negative,
see
or ~-1 = p.
Example below.
In general,
Indeed,
the a n s w e r is in the
the v e r y i d e n t i f i c a t i o n of P w i t h
~-1 r e q u i r e s that P be an i s o m o r p h i s m on Y.
It ~s most g r a t i f y i n g
t h e r e f o r e that the I d e n t l f l c a t l o n P = ~-1 holds t r u e generator)
controllable
on some [O,T], T < ~,
i.e., p r e c i s e l y the c o n d i t i o n s u n d e r
w h i c h Q and P are both Isomorphisme, 5.7(iv),
(when A is a g r o u p
p r o v i d e d that both pairs {-A,B} and { A * , R *} are e x a c t l y see T h e o r e m 5.3 and T h e o r e m
this is the content of T h e o r e m 5.9 below.
respectively:
s
Example.
[FLT, p.325]
Let R = 0, B e Z[U,Y},
exactly c o n t r o l l a b l e over some other hand,
[O,T].
Then,
the F i n i t e Cost C o n d i t i o n
(5.28)
s a t i s f i e d since -A
-A
stable,
trivially,
and {A,B}
P = 0.
On the
for the dual p r o b l e m is
is stable and
(Qx, y)y = ~ ( B * e -A tx, S*e-A ty)udt,
(5.31)
0
Moreover,
where Q s a t i s f i e s the DARE. T h e o r e m 5.8(iv): T h e o r e m 5.9.
^--1
Q
[FLT,
However,
E ~(Y).
Theorem 2.7]
Q is an i s o m o r p h i s m on Y, by q
~ p.
m
Let A g e n e r a t e an s.c. g r o u p on Y.
If b o t h pairs {A,B} and {A*,R*} are exactly c o n t r o l l a b l e o v e r some [O,T],
then p -1
= Q.
•
(5.32)
C o m b i n i n g Theorems 5.8 and 5.9, we o b t a i n C o r o l l a r y ~.10.
Under a s s u m p t i o n
(H.2),
let A g e n e r a t e an s.c. g r o u p
on Y, and let {A,B} and {A ,R } be both e x a c t l y c o n t r o l l a b l e on some [O,T].
Then Px = llm T T--
w h e r e QT(t),
(Olx,
x e y,
(5.331
0 ~ t ~ T, is the unique s o l u t i o n to the Dual D i f f e r e n t i a l
Riccati Equation
{5.30).
•
The a b o v e C o r o l l a r y 5.10 c h a r a c t e r i z e s a s t r o n g limit of solutions
to the DDRE
the R i c c a t i o p e r a t o r R as
(5.30),
as desired,
50 The accompanying diagram illustrates a few main points of the orlg~nal and dual problem, and their merging at the level of establishing Q defined by Q = p-1 coincides with Q defined by (5.29).
maU~maml~a
Oriulnal dvnami,cs
(A group generator)
= Ay+Bu on Y Orloina! OPC(~)
Dual
z = -A*z+R*u on Y OCP(~)
0
0 !
Starting from finite time problem on [O,T], under Finite Cost Condition for original OCP (~) I
Starting from finite time I problem [O,T], under Finite Cost Condition for dual OCP (~)
l
as T 7 ~
P = llm PT(O) strongly s.t. P satisfies original
I
as T T ~
Q = lira QT(O)(strong'l'~Y;I s.t. Q satisfies dual !
ARE (5.1)
DARE (5.24), QT(t) satisfies DDRE (5.30)
[ I
{ {A ,R } exactly controi fable
(-A*,S*} I~ detectable I
solution
detectable 1
(-A,B} e x a c t l y
controllable
unique solution
I ..... isomorphism on Y
I P isomorphism on Y and Q m p -I
l
Q = Q when ) .... {A',R ~} and {-A,B} exactly controllable
51 6.
E x a m p l e s of Dartlal d i f f e r e n t i a l e a u a t l o n p r o b l e m s s a t l s f v l n a (H.I} In this section,
we illustrate the a p p l i c a b i l i t y of T h e o r e m s 2.1
{T < ~) and 5.1
(T = ~) for the
{H.I) = (i,5}.
In passing,
which s a t i s f y b o t h
'analytic'
class s u b j e c t to h y p o t h e s i s
some p.d.e, p r o b l e m s will be e x h i b i t e d
{H.I) and .(H.2).
Obvious c a n d i d a t e s
analytic class are heat or d i f f u s i o n problems.
A few canonical
thereof will be treated in s e c t i o n s 6.1 and 6.2 below, [Las.4],
[L-T.7].
cases
following e.g.,
In s e c t l o n 6.3, we shall then a n a l y z e e x a m p l e s of
(structural damping),
plates w i t h a s t r o n g d e g r e e of d a m p i n g
may a r i s e in the s t u d y of flexible structures. sections 6.1,
for the
6.2,
7.1,
7.2,
s u c h as
All e x a m p l e s in
Y.3, and most of those in s e c t l o n 6.3, are
not c o v e r e d by other treatments such as the one in [PSI. 6.1.
C~ass
(H.I):
Heat e q u a t i o n w l t h D i r l c h l e t b o u p d a r y control
Let ~ c R n be an open bounded d o m a i n w i t h s u f f i c i e n t l y smooth boundary r.
In n, we c o n s i d e r the D i r i c h l e t m i x e d p r o b l e m for the heat
e q u a t i o n in the u n k n o w n y(t,x): Yt = d y + c 2 y
in (O,T]x~ ~ Q,
(6.1a)
y(0,-) = Y0
in n,
(6.1b)
l
L-/Ylx = u
in
(O,T]xr
~ ~,
with b o u n d a r y control u e L2(Z ) and YO • L2{O)" T = ~.
(6.1c) We e x p l i c i t l y c o n s i d e r
The cost functional w h i c h we w i s h to m i n i m i z e Is then
J(u,v) =
f
(fly(t) U ~2 {O)+IIu(t) HL2 (r) } dt.
(6.2)
0
Note that the a b o v e p r o b l e m class
(H.2).
y • H½*¼(Q),
In fact, with,
say,
(6.1),
(6.2} does not belong to the
Y0 = 0 and u • L2(~ ), we only have
but y does not b e l o n g to C([0, T];L2(n)),
even in
1-dimension.
Abstract setting
[B.I],
[W],
[Las.4],
[T.6].
To put p r o b l e m
(6.2) into the a b s t r a c t setting of the p r e c e d i n g sections,
(6.1),
we i n t r o d u c e
the o p e r a t o r Ah = dh+c2h;
~(A)
1 = H2(Q) 0 H0(O),
(6.3)
52
select
the spaces Z = Y = L2(Q);
U
(6.4)
L2(F),
=
and finally define the operators R
Bu = -ADIu; where D I (Dirichlet map) h =Dlg and by elliptic
=
(6.5)
I,
is defined by
iff
(d+c2)h = 0 in ~;
hit
=
(6.6)
g,
theory and [Gr],
DI: continuous
L2(F ) ~ HM(Q)
c
ADh = -dh, In (6.5) A is the isomorphic
HM-2z(Q) ~(AD)
m ~(A~-Z),
¥ Z > 0,
(6.7)
= H2(Q) N H~(Q),
extension of A in (6.3),
(6.8) from,
say,
n2(n) ~ [~(A)]"
Assumption
(1.3]:
(A)-~B e Z(U,Y).
Assumption
our present
case w i t h 7 = ~+~, v e > 0.
From
we have
(6.7),
AD: continuous
(6.5),
= [~(A~+¢)],
AssumDtlon
(H.I) = (1.5).
in
(6.9)
that our claim ~s verified,
i-VB = -AD~AD e Z(L2(F);L2(n))
semigroup
is satisfied
In fact, we may take A = A D.
L2(F) ~ [ ~ ( ~ + ¢ ) ] ,
and we then have with 7 = ~+~ via
(1.3)
= ~(u;Y).
(6.10)
The operator A in (6.3) generates an s.c.
e At , on L2(~) , which is m o r e o v e r analytic here for t > 0 (and
c o n t r a c t l o n after a suitable
translation
of the generator).
Finite Cost C o n d l t i o n
(I.~).
constant
only flnltely many e i g e n v a l u e s
c 2 in (6.3)}
multlplicity,
The generator A has
since its resolvent
Thus,
the s t a b i l i z a t i o n
[M-T,
Appendix],
large
of finite
is compact and e At is analytic.
theory as in [T.1],
etc. applles:
(for suitably
The problem
[T.5],
[L-T.1Y],
is s t a b i l i z a b l e
on L2(Q)
if
53 and only if i t s
p r o j e c t i o n onto the finite d i m e n s i o n a l u n s t a b l e
subspace is controllable.
In particular,
one may p r e s c r i b e the s t a b i l i z i n g
as s h o w n in fT.5],
[L-T.17],
feedback to be of the form
N
u(t) =n=l Z (Y(t)'Wn)L2 (n)gn
(6.11)
for s u i t a b l e v e c t o r s w k 6 L2(O) and gk e L2(F) and s u i t a b l e as d e s c r i b e d there,
in order to s t a b i l i z e
feedback s y s t e m in the n o r m of H~-~(O) Finite Cost C o n d i t i o n on L2(~)
Detectability Condition in our case R = I, see
Conclusion:
T = ~.
(minimal)
N
u n i f o r m l y the c o r r e s p o n d i n g
in fact.
Thus, a fortiori
the
~s satisfied.
(5,~O).
This is a u t o m a t i c a l l y s a t i s f i e d since
(6.5).
T h e o r e m 5.1 a p p l i e s to p r o b l e m
(6.1),
(6.2)
Theorem 2.1 applies to p r o b l e m
(6.1) and
[L-T.7].
~oncluslon:
T < ~.
T < ~ for a n y final operator.
state o p e r a t o r
See R e m a r k 2.1,
G that m a k e s GL a closed
in p a r t i c u l a r
(6.2) w i t h (closable)
the (only) s u f f i c i e n t
c o n d i t i o n (2.25).
R e m a r k 6.0.
The a b o v e a n a l y s i s applies,
y(t) p e n a l i z e d in L2(O,T;H~-~)),
w l t h no e s s e n t i a l
w i t h Y0 ~ HM-z(n)"
L2(O,T;L2(n)
as in (6.2) where then ~ = I-~/2.
6.2.
(H.1):
Class
change,
to
rather than in
i
Heat e u u a t l o n w l t h N e u m a n b o u n d a r y control
Now we consider p r o b l e m 87, ~-i~ u e L2{7 ) and cost f u n c t i o n a l
(6.1a-b) w i t h = u,
on ~,
(6.1c) r e p l a c e d now by (6.12)
for T = ~:
0
instead of
(6.2), w h e r e we take go ~ Hl(n)"
present p r o b l e m (H.2).
(6.1a-b),
This is so since,
(6.12),
(6.13),
We note a g a i n that the
does not b e l o n g to the class
say, w l t h 70 = 0 and %% ~ L2(• ), we have
54
y e H~'~(Q), b u t y d o e s not b e l o n g
~bstract
settlnu.
abstract
setting,
we s h a l l
and select
To put p r o b l e m we Introduce
consider
(6.1a-b),
~(A)
into the
as l i f t e d
(6 " lS~)
"
to
the s p a c e s a n d o p e r a t o r s
w l t h A In
(6.17)
= ~(A½);
U = L2(r),
(6.15a).
Here,
the i s o m o r p h i c
extension,
invertible o n L2(n)
h=
Ng
We h a v e f r o m e l l i p t i c N: c o n t i n u o u s
L2(F)
(1.3):
Neumann
theory
~ H~(~)
L2(O)
we a s s u m e B.C.,
a n d the N e u m a n n
(~,c2)h=
i~
(6.17)
say,
loss of general~ty,
without
(6.i6)
R = I,
a n elgenvalue of d w i t h h o m o g e n e o u s
present
(6.13)
~-~ I F = o) ah
= { h e H2(n),
B U = -ANu,
Assumption
(6.12),
the o p e r a t o r
Z = Y = HI(~)
boundedly
(6.14)
to C([0, T ] ; H I ( ~ ) ) .
Ah = dh+c2h; which
h e n c e y e C([0, T ] ; H ½ ( Q ) ) ,
~
[~(A)]"
that
of A in
-c 2 is not
so that A is
m a p N is well d e f i n e d
o inn~
~lr
= g"
by
(6.18)
and [Gr],
¢ H~-2e(~)
(A)-~B ~ ~ ( U ; Y ) .
c a s e w i t h T = ~+~, V ~ > 0.
= ~(A~-~),
Assumption In fact,
(1.3)
Y ~ > 0,
holds
w i t h ~ = ~+E,
(6.19)
true
in the
we n e e d to
s h o w that
A-tB equivalently
that
(see
A~A-~AN which
is p r e c i s e l y
E Z(U,Y)
= ~(L2lrl,~(A~)),
(6.20)
(6.17)), = A~-Y+~+¢A~-~N
true in v i e w of
~ Z(L2(F),L2(~)),
(6.19)
s i n c e ~-q43A+e = 0.
(6.21)
55
Assumption
(H.1) = (1.5]..
Since A d e f i n e d in (6.15a) g e n e r a t e s an s.c.
a n a l y t i c s e m l g r o u p on L2(~),
then its llftlng as in (6.15b) g e n e r a t e s
an s.c. a n a l y t i c s e m l g r o u p on ~(A~) ~lnl%eCost
Condition
(1.9).
= HI(~)
C o n s l d e r a t i o n s i m i l a r to those made for
the D i r l c h l e t case apply now; see e.g., s t a b i l i z a t i o n results in H~-Z(~) Cost C o n d i t i o n
(1.9} on HI(Q)
as desired.
[T.5],
In fact.
holds t r u e
[L-T.17]
Thus,
a
for u n i f o r m the Finite
fortlorl
for p r o b l e m
(6.1a-b),
(6.12),
(6.13). (5.10].
Detectabilltv Condltlon
With
R
=
I,
this is a u t o m a t i c a l l y
satisfied. Conclusion:
T = ~.
Theorem 5.1 applies to p r o b l e m
(6.1a-b),
(6.12),
T < ~.
T h e o r e m 2.1 a p p l i e s to p r o b l e m
(6.1a-b),
(6.12),
(6.13), Conclusion:
(6.13) w i t h any final state o p e r a t o r that m a k e s GL c l o s e d See R e m a r k 2.1,
in p a r t i c u l a r the (only) s u f f i c i e n t c o n d i t i o n
We also remark that the above a n a l y s i s applies, essential
change,
YO E H~-Z(n) = i-~/2.
R e m a r k 5.i.
(closable).
to y(t) p e n a l i z e d in L2(0, T;H~-~(~))
rather than In L 2 ( O , T ; H I ( n ) ) H e r e we can take G = ~ - ~ / 2
(2.25}.
w i t h no wlth
as in (6.13),
w i t h Z = L2(~).
where then •
The choice of the functional
:(uy)
=
_
(6.227
dr,
0 in p l a c e of
(6.13) c o n s i d e r a b l y s i m p l i f i e s the analysis,
since with
y = L2(~ ) one e a s i l y sees now that in this case we h a v e that a s s u m p t i o n (i.3) holds true w i t h ~ = ~+~
< ~.
Then,
easier p r o b l e m belongs also to the class and 5.2 are applicable,
R e m a r k 6.2. heat
This
Thus b o t h T h e o r e m s
5.1
but T h e o r e m 5.1 is p l a i n l y to be preferred.
•
H a v i n g solved in HI(Q)
equation problem
H~-¢(O),
R e m a r k 6.I applies.
(6.1a-b),
(H.2).
the q u a d r a t i c cost p r o b l e m for the
(6.12),
(6.13)
{indeed,
as r e m a r k e d in
if we llke}, we can then o b t a i n as a c o n s e q u e n c e a s o l u t i o n to
66
the "purely boundary"
quadratic
cost problem w h i c h p e n a l i z e s
the cost
functional
Irl[L2(r)+l[u(t)
} dt
(6.231
0 over a l l u E L2(O,~;L2(F)) E
YO
HI(~).
w l t h y s o l u t i o n to (6.1a-b),
Now we take Y = Hl(~),
Z = L2(F)
trace operator y ~ Ry = yIF: continuous retailed u n i f o r m s t a b i l i z a t i o n the c o r r e s p o n d i n g as in (6.11), ~n H~(U) (6.23)
Condition K
E
and R is the
HI(~) ~ H~(F)).
guarantees
in fact.
a
The p r e v i o u s l y
for the s o l u t i o n y in Hl(n)
Thus,
in order to satisfy
to the s t a b i l i z a t i o n
to obtain the required
Z(L2(F),HI(Q))
of
of the form
u n i f o r m d e c a y of y(t)ir
the required Finite Cost C o n d i t i o n
Moreover,
(5.10) we appeal [L-T.18],
exponential
Fortiori
and
(Dirlchlet)
feedback closed loop problem with u, say,
iS satisfied.
see also
results
(6.12),
(1.9)
for
the D e t e c t a b i l i t y
results as in [T.6],
"stabillzlng"
operator
in (5.10), w h i c h may be taken of the form N
K" = l l ( - [ F , W n ) L 2 ( F } g n for s u i t a b l e w n E L2(F } and gn ~ HI(~)" e q u a t i o n with homogeneous
If such K is added to the heat
b o u n d a r y conditions, N
Yt = (~+c2)y + ~ (Ylr'WnlL2(r}gn n=l
in Q,
(6.24c)
y(O,.)
in ~,
(6.24b)
Z,
(6.24c)
= Yo
8y X -= 0 ~-u
then u n d e r suitable Hl(n) will result L2(O,T;L2(F})
conditions
[T.6],
on Wn, g n, u n i f o r m decay in (at least)
as desired.
In (6.33) can be pushed,
through w i t h no essential take
in
YO ~ H~-~(Q)"
|
change,
The p e n a l i z a t i o n
y(t)l~ e
for the above a n a l y s i s
to y(t)l~
to go
E L2(O, T ;H I-~ (r)) ~f we
57 6.3,
C l a s s fH,~): S ~ u t t u r a l l y b o u n d a r y control
~ / L ~ .
damped Dlateswlth
The case u = ~ in [C-R],
D o l n t control o~
[C-T.I-2].
Consider
the
f o l l o w i n g model of a plate e q u a t i o n in the d e f l e c t i o n w(t,x),
where
p > 0 is any constant:
2
wtt+d w - p d w t = 6(x_x0)u(t)
in
W(O,.)
i n ~,
(6.25b)
in
(6.25c)
r
lLwI~
= WO:
~ ~wlZ ~
wt(o,-)
= w1
0
(O,T]xR
(6.25a)
= Q,
( O , T ] x F = Z,
w i t h load c o n c e n t r a t e d at the interior point x O of an o p e n bounded (smooth) d o m a i n ~ of R n, n ~ 3.
R e g u ] a r l t y results for p r o b l e m
and o t h e r p r o b l e m s of this type,
are g i v e n in [T.4].
these results,
3(u.w)
the c o s t
functional we wlsh to m l n l m i z e
" 0
Consistently with Is for T = ~:
2 +llw.(t)ll2L2(n)+llu(t)llL2(n)}
= [{}]W(t)ll2~ H-IA)
(6.25),
dr,
(6.26)
"
i(O) w h e r e {Wo,Wl} G [H2(~) n H 0 ]xL2(n).
A b s t r a c t settlnu.
To put p r o b l e m s
s e t t i n g of the p r e c e d i n g sections,
(6.25),
(6.26)
into the a b s t r a c t
we introduce the s t r i c t l y p o s i t i v e
definite operator A h = &2h; ~(A) = {h e H4(~]): hIF = ~ h I F = O}
(6.27)
and s e l e c t the spaces and o p e r a t o r s Y = ~(A~)xL2(f} ) = [H21~) • HI(~)]×L2(C~); U = ~I,
A =
10ii ;
-A
Bu =
-pA y,
to o b t a i n the a b s t r a c t model
(1.1),
i01
;
R = I
(6.28)
(6.29)
& (x-x O) u
(1.2).
We n e e d to v e r i f y a few
assumptions.
is easy to verify
(1.3):
assumption
(1.3) is s a t i s f i e d w i t h ~ = I.
r e q u i r e that
(-A)-~B 6 ~(U,Y).
It
As~mptlon
Indeed,
that
from ( 6 . 2 9 ) ,
we
58
° I
6(x_xOlu
~
°ul
• Y,
from (6.28), we require that A - ~ 6 ( x - x O) e L2(~),
i.e.,
I6.30)
or that
(#): 6 ( x - x O) E [~(A~)] ", the dual of ~(A ~) w i t h respect to L2(n). Since it is true that ~(A ~) c H2(~) (6.27) thus
[H2(~)] " c
for the fourth order o p e r a t o r A in
regardless of the p a r t i c u l a r b o u n d a r y condltlons), and
(in fact,
[~(A~)] ", then c o n d i t i o n
6 ( x - x O) e [H2(~}] ", i,e.,
(#) is s a t i s f i e d p r o v i d e d
p r o v l d e d H2(Q) c C(~}, w h i c h is indeed the
case by S o b o l e v e m b e d d i n g p r o v i d e d 2 > ~, or n < 4, as required. However, as--accordlng
the above result is not s u f f i c i e n t for our p u r p o s e s
to a s s u m p t i o n
take ~ < 1 in (1.3).
(H.1} = (1.S)--we need to s h o w that we can
As a m a t t e r of fact, we now show that a s s u m p t i o n
(1.3) holds true for any ~ > ~, w h i c h then for n ~ 3 yields ~ < 1 as To this end, we note that
desired.
(-A)-~B e ~(U,Y)
if and only If B ~ ~ ( U , [ ~ ( ( - A ~ } q ] "
w i t h d u a l i t y w l t h respect to Y.
But ~ ( ( - A
) = ~((-A)~):
(6.31)
th~s follows
since A ~s the d~rect sum of two normal o p e r a t o r s on Y, ~ i t h p o s s i b l y an a d d i t i o n a l [C-T.1],
f i n l t e - d l m e n s i o n a l component
[C-T.2,
L e m m a A.1,
(if I is an e i g e n v a l u e of A)
case via) w i t h ~ = ~].
Moreover,
[C-T.4,
w ~ t h ~ = ~], we h a v e ~((-A') ~) = ~((-A) ~) = ~(~+~/2)x~(A~/21,
0 < 7 < I
(6.32)
(the first c o m p o n e n t does not r e a l l y matter in the a r g u m e n t below). Thus,
from (6.32) and B as in (6.29),
it follows that
(6.31) holds
true, p r o v i d e d ~ ( x - x O) E [~(Aq/2)] " (duality w i t h respect to L2(~} ), w h e r e ~ ( A ~/2) c H2~(~),
and hence,
p r o v l d e d 5 ( x - x O} e [H2~(Q)] " c
[~(~7/2}],° i.e.,
But this in turn is the case, p r o v i d e d H2~(n) c C(~); n by S o b o / e v e m b e d d i n g p r o v i d e d 2q > ~, as desired. We conclude:
assumption 4
(1.3)
(-A)-~B e Z(U,Y)
holds ~ U ~
for p r o b l e m
(6.25) w ~ h
< ~ < i, n ~ 3.
~$sumptlon
tH.l) = (1.5), At
contraction semigroup e t > 0.
The o p e r a t o r A in (6.29) g e n e r a t e s an s.c. on Y, w h i c h m o r e o v e r is a n a l y t i c here for
(This Is a special case of a much more general
result
59 [C-T.I-2]).
This.
along w i t h the r e q u i r e m e n t ~ < 1 p r o v e d above
g u a r a n t e e s that p r o b l e m Remark 6.3.
(5.25) s a t i s f i e s a s s u m p t i o n
(H.I) = {1.5).
S i n c e the s e m i g r o u p e At is a n a l y t i c on Y and also
u n i f o r m l y stable
[C-T.2],
we have by the j u s t - v e r l f i e d p r o p e r t y
(1.3),
in the n o r m of ~(Y,U):
lIB*e A tll wlth'~
< ~ < I,
=
liB
n ~ 3.
"( - A * I - ~ I - A This
is
*
,'°'"tll
a sharp
estimate,
(the i n t e r e s t i n g cases) does not a l l o w t o (H.2) = (1.6) holds true. Finite Cost C o n d i t i o n
Instead,
~1.9).
(exponentially)
Condition
(1.9) holds true w i t h u ~ 0.
along w i t h
Then,
< t,
for
15.33)
n
2,3
=
c o n c l u d e that a s s u m p t i o n
stable in Y [C-T.2],
Suppose that instead of Eq.
(6.25b-c).
which
W i t h A as in (6.29),
wtt+(d2+kl)W-{&+k2)wt
0
(H.2) holds true o n l y for n = 1.
uniformly
R e m a R k 6.4.
°I l ,
=
the s e m i g r o u p e At is
and thus the Finite Cost
(5.25a),
= ~{x-xO)u(t)
one has in Q,
(6.34}
if 0 < kl+k 2 is s u f f i c i e n t l y large,
g e n e r a t o r A has f i n i t e l y m a n y u n s t a b l e elgenvalues Since e At is a n a l y t i c on Y, the usual t h e o r y
in {Re ~ > 0}.
[T.1] applies:
The
problem is s t a b l l l z a b l e on Y if [T.1] and only if [M-T, Appendix] projection onto the finlte-dlmenslonal
the
its
u n s t a b l e s u b s p a c e is
controllable. For instance,
if A1 .... 'AK are the u n s t a b l e e l g e n v a l u e s of A,
a s s u m e d for s i m p l i c i t y to be simple, corresponding elgenfunctions
and @1 ..... @K are the
in Y, then the n e c e s s a r y and s u f f i c i e n t
c o n d i t i o n for s t a b i l i z a t i o n is that ~ k ( X O) ~ O, k = 1 ..... K. If X 1 ..... XK are not simple,
determines
then their largest multiplicity
M
the s m a l l e s t number of scalar c o n t r o l s n e e d e d for the
s t a b l l I z a t l o n of (6.34), w h e r e n o w the right hand side is r e p l a c e d by M
$(x-xl)ui{t),
along with
{6.25b-c).
The n e c e s s a r y and s u f f i c i e n t
i=1 c o n d i t i o n fop stabilization [T.I].
is now a w e l l - k n o w n full rank c o n d i t i o n
60
Detectabllttv
Condition
Conclusion:
T = ~.
{5.10).
5.1
Theorem
n _< 3, and p r o v i d e s
existence
(5.1),
operator
w ~ t h Riccatl
(6.32),
is the direct
flnite-dimenslonal eigenvectors
characterizations
a p p l y as well
for n = i.)
Concl u s i o n :
T < ~.
(closable);
see R e m a r k
Remark
Theorem
on Y plus
A has a R i e s z see
(6.27),
to the ARE
in particular,
basis
for the
a
of for the
we have 2.2 w o u l d
for any G that m a k e s
in p a r t i c u l a r
above
possibly
(6.28)
(Note that T h e o r e m
5.1 a p p l i e s
2.1,
operators
Thus,
= v2(x01.
LV j
(6.25)-(6.26),
of the s o l u t i o n
(since A, as r e m a r k e d
= ~ ( A ) x ~ (A ~ ) ,
of these spaces.
is satisfied.
problem
in particular,
w h e r e ~(A)
where
to
P ~ Z(Y,~(A))
sum of two normal
B P ~ ~(Y;U),
condition
applies
and uniqueness
component,
on Y),
W i t h R = I, this
(only)
GL closed
sufficient
(2.25).
6.5.
Essentially
the same a n a l y s i s
w i t h minimal
changes
applies
also to p r o b l e m (6.25a-b), w i t h the B.C. (6.25c) r e p l a c e d n o w by 8w x s u 8~w~ ~-~I ~l~ ~ 0. The new d e f i n i t i o n of A incorporates, of course, thes e b o u n d a r y
conditions,
and it is still
operator
is p r e c i s e l y A ~,
before.
The m a i n d i f f e r e n c e
self-ad~olnt dimensional
# = [#i,#2],
to s t a b i l i z e
~
where
form
(6.29)
as
A is n o n - n e g a t i v e
functions.
one-
Thus,
the
with corresponding
#2 = O.
Then,
as the c o n d i t i o n
one m a y c h o o s e
L~(n)
the d a m p i n g
with correspondlng
by the c o n s t a n t
@i = const,
the system,
(With no harm,
Y = ~(A~)xL~(n), null
spanned
that
the same
the p r e s e n t
A has I = 0 as an e i g e n v a l u e
eigenfunctlon
satisfied.
is that
and has p = 0 as an e ~ g e n v a l u e eigenspace,
new operator
applies
true
so that A n o w has
Remark
6.4
@ ( x O) ~ 0 is
to w o r k on the s p a c e
is the q u o t i e n t
space
L2(n)/N(A),
the
s p a c e of A.) :
plate
The case a = I [C-T.1-2]. equation
in the d e f l e c t i o n
w(t,x)
The K e l v l n - V o i g t is
model
for a
61
'Wtt+A 2W+p,.',,2wt w(O,-)
= WO;
= 6(x-x0)u(t) wt(o,-)
aw{~+(i-~)siw
with
0 < M
boundary
< ~
the P o i s s o n
operators
-
in
B I and B 2 are
(6.35a) (6.35b)
In
(0, T ] x F
in
Z;
= Z;
(6.35c)
(6.35d)
and p > O any
zero
= q~
in Q;
= wI
o
modulus
(0,T];~
constant.
for n = I, a n d
The
[Lag.2]
for n = 2:
B1w = 2u iu 2Wxy-U 2lWyy-U 22Wxx; a
B2W where
again
Regularity with
x 0 is an results
these,
we
2
.2.
= ~-~[ ~ U l - U 2 ) W x y Inter/or
polnt
fo~ p r o b l e m
take
the
cost
+.
,
UlU2(Wyy-Wxx)
of the o p e n
(6.35)
are given
functional
to be
],
(6.36}
bounded in
the
~ ¢ R n,
[T,4]. same
as
n ~ 2,
Consistently (6.26)
wlth
{Wo, Wz} ~ H~(n)xn2(n). ~betract Ah
settlna.
= A2h,
~(A)
We
introduce
the n o n - n e g a t l v e
self-adJolnt
= 0; ~a ~ h
= {h ~ H4(fl): a h + ( 1 - B ) B l h l r
+
operator
(1-~)B2hlF
=
o}
(6.37) and select
the s p a c e s
and
operators
Y = ~(A~)xL2(f])
A =
; Bu =
the a b s t r a c t
Assummtlon verify require
(1.3J:
that
U = R I,
I: II I°I -
to o b t a i n
= H2(~)xL2(~]);
(-A)-~B
assumption
(1.1),
E ~(U,Y).
(I.3)
; R = I
(6.39)
6 ( x - x ° )u
-pA
model
(6.38)
(1.2).
Again,
ks s a t i s f i e d
it is s t r a i g h t f o r w a r d
wlth
~ = I:
From
(6.39),
to we
that
(-A)-IBu
=
= -
6 ( x - x ° )u
e Y,
(6.40)
i .e., . from (6.38) we require that A*6
(x-xO). The same argument below (6.30) then applies yielding that (6.40) holds true if n 5 3.
However, in order to verify assumption (H.l) = (1.5) which requires that 7 should be < 1, the most elementary way is to check that assumption (1.3) holds in fact true with I = 5. in fact rely on the direct computation of (-A)+
In this case, we can (for simplicity of
notation, we take henceforth p = 1)
(where the entries (1) = A*(~I+A')-~(I+A')
and ( 2 ) = -A'(PI+A'
not really count in the present analysis), and avoid the domain fractional powers as in [C-T.41. We need to compute
From (6.42), we then readily see that (-A)-'BU provided ( I ) :A-~S(X-XO) c L2(0).
E
Y =
But P(dX) = Ii2(n)
and, in fact,
2
only 2(dK) c H ( R ) suffices for the present analysis) so that condition ( # ) is satisfied provided 6(x-xO) E [H2(n)] ' (duality with respect to L2(n) )
;
i.e.,
provided 2 >
2
provided H (n) c ~ ( n ) ,i .e., by Sobolev embedding n z,
or n < 4, as desired.
We have shown:
Assumwtion (1.3)
x(U,Y) holds true for problem j6.35) with n ( 3, and 7 = H . Indeed, I = ?4 is not the least 7 for which assumption (1.3) holds true. To obtain the least I for which assumption (1.3) holds true, we proceed as in the case of problem (6.25) above, in the argument which begins with (6.31) and uses 7 the domains of fractional powers X((-A) ) . As below (6.31) and ff., we 7 need to show that ( # # ) : Bu E [2((-A) ) ] ' , duality with respect to Y. (-A)-'B
E
The above argument shows some 'leverage.'
But for 0 < 7 J K, we have from [C-T.4, with a = 11 that
Thus, from B as in (6.391, we see that condition (##I above holds true, 0 I provided 6(x-x ) c [ B ( A ) ]', duality with respect to L2(R); i.e., provided 6(x-x0 ) c [H47 (R)]', since P(A 7 ) c H4'(n) for the fourth-order
63
operator case,
in
(6.37),
provided
(-A)-~B ~ Z(U,Y) n
i.e.,
p r o v i d e d H4q(O) c C(~), w h i c h in turn is the 1 n or ~ ~ ~ > ~. We conclude: A s s u m p t i o n (1.3)
4~ > ~, holds
true
for ~ r o b l e m
(6,$5)
n 1 ~ < ~ ~ ~,
p~ovlded
0.
Th~s,
=
(1.5).
semlgroup
The o p e r a t o r
case of a much more
a l o n g w i t h the r e q u i r e m e n t
problem
Remark
(6.25)
6.6.
satisfies
property
q < i proved
assumption
S i n c e the s e m i g r o u p
~ust-verified
(6.39)
generates
e At on Y, w h i c h m o r e o v e r is a n a l y t i c
~s a speclal
(This
A in
(1.3),
(H.I)
general above
an s.c.
here
result
for
[C-T.2].)
guarantees
that
= (1.5).
e At is a n a l y t i c
on Y, w e have
by the
~n the n o r m of Z(Y,U) s
IJB*e A tll = IIBS(-A*)-~(1A*l~e A tll < o[~ 1, n 1 w i t h ~ < T < ~,
uniformly (H.2)
=
Finite
stable
(1.6)
Cost
n ~ 3, w h e r e we can take all [C-T.2].
holds
Thus,
Condition
(1.9).
(exponentially)
nullspace
of A [C-T.2],
and
satisfied
% = O, R e m a r k
6.4 applies
Detectabili~
~ondition
T = ~.
for n ~ 3, we o b t a i n
With A as in (6.39),
stable
automatically
(The o r e m
t > 0 as e
At
is also
that
assumption
as well.
uniformly
Cgncluslon:
o < t,
thus
the f i n l t e - d i m e n s i o n a l
the F i n i t e
Cost C o n d i t i o n
to p r o b l e m
(5.10).
Theorem
For
(1.9)
At
~s
is
the e l g e n v a l u e
(6.35).
W i t h R = I, this is satisfied.
5.1 a p p l l e s
5.2 w o u l d a l s o a p p l y
e
in Y/N(A),
on this space w i t h u m 0. also
the s e m l g r o u p
to p r o b l e m
for n ~ 3, but
(5.35)
for n ~ 3.
the c o n c l u s l o n s
of T h e o r e m
5.1 are stronger.)
Conclusion: a n y final 2.1,
T < ~.
in p a r t i c u l a r
ExamPle consider
Theorem
state operator
6.3.
the
2.1 also a p p l i e s
G that makes
(only)
to
GL c l o s e d
(6.35)
for n ~ 3 for
(closable);
sufficient condition
(2.25).
(A s t r u c t u r a l l y damped p l a t e w i t h b o u n d a r y
the p l a t e p r o b l e m
see R e m a r k
control.)
We
64
which
wtt+~2w-pdw t = 0
in (O,T]x~ ~ Q,
(6.44a)
w(O,-)
in n,
(6.44b)
wl~ m 0
in (O,T]xF E Z,
(6.44c)
~wl~ ~ u
in ~,
(6.44d)
= WO; wt(O,. ) = w I
is the same model as the one in (6.25),
upon by a b o u n d a r y control u E L2(O,T;L2(F)) point control as in (6.25a). (6.26)
we introduce
Then,
Following
the Green map G 2 defined by
if A ~s the same operator defined
(6.44)
J as in
in the L2(r)-norm.
Y = G2v~=~ {d2y = 0 in n; ylr = 0; ~Ylr
straightforward
that it is acted
We take the same functional
except that now u is p e n a l i z e d
[L-T.14],
except
m L2(~) , rather than a
in (6.27),
to see that the abstract
= v}.
it is rather
representation
of problem
is g i v e n by the e q u a t i o n w t t + A w + p A M w t = AG2u.
(Indeed, =
0
in
¢6.451
Q;
problem
(6.44)
(w-G2v)Iz
can be rewritten
(6.46)
first as w t t + d 2 ( w - G 2 u ) - p d w t
= ~(w-G2u) I~ = 0 by (6.45);
hence abstractly by
wtt+A(w-G2u)+pA~wt = 0 because of the B.C. since now A~h = -dh, ~ ( A ~) = H2(~) N H~(~). original A in (6.27),
From here, as usual,
follows by e x t e n d i n g
by i s o m o r p h i s m
[~(A)]"
It can be shown
expressed
in terms of the Dirichlet G 2 = -A-½D,
(6.46)
[L-T.14]
the
to, say, A: L2(Q )
that the Green map G 2 can be map D defined below,
as follows:
where y = Dv¢=, {by = 0 in n; yIF = v } ,
(6.47)
where D satisfies D: c o n t i n u o u s
Abstract
L2(F) ~ H~(~) c H~-2e(~)
settinu.
Thus,
m ~(A~-~/2),
• > O.
(6.46)
(6.46) becomes the abstract e q u a t i o n w t t+Aw+pA~wt
= -A ~Du,
(6.49)
65
or
dIwI=AIwl wt
on t h e s p a c e s
~Ssu/qption that
; A =
wt
Y = ~(AY=)xL2(tl);
tl.3|.
assumption
-pA y~
; Bu =
-A y'
(6.50)
Du
U = L2(F).
(-A)-~'B e Z ( U , Y ) .
(1.3)
I° 1
11
-
is s a t i s f i e d
Again,
wlth
it is e l e m e n t a r y
~ = 1:
Indeed,
to v e r i f y
from
(6.50)
we
require
(-AI-IBu
=
= 0
-A ~
~ Y = $
,
Du (e.51)
which
certainly
value
q = ~
IT.4],
holds
fails:
we o b t a i n
true
from
(6.48)
{6.48).
We may also
computations
verify
(as ~n
that
(6.41))
the
or
from
(say w i t h p = i)
(-A)-F'Bu and
by
from direct
we see
~
that
A- ~
A~,Dul
(-A)-~Bu
in
~
IA¼D u
(6.52)
(6.52)
,
fails
by ~
+ z12,
to be
in Y. w e have that:
Indeed, ~
~ or u • R 1,
~ < ~ with
x+py
[C-T.4]
with a
• ~(Ae)}. = 1 to A
on ~ ( ~ ) x L 2 ( ~ )
see
that
or A - ( 1 - e ) ~
latter
6 6
provided
e L2(~):
than
we see
Since
e ~((-A)e),
true
of
rather
(6.40),
provided
i.e.,
(-A)-IBu
holds
the p r o o f
recalling
we see
using
~ ~2(C).
c C(~),
(1.3)
(6.74)
true if a n d o n l y if A - 1 6
~ ( A l-e)
~-16
m((-A) e) = {x,y
by adapting
on L 2 ( ~ ) x L 2 ( ~ )
[C-T.4]. holds
that
condition
we h a v e
As before,
is t h e n s a t i s f i e d
provided
we s h a l l
result.follows
defined
now
requirement
n ~ 3, so that
n ~ 3.
• ~(U,Y}.
as
conditlon
e L2(~ ) .
condition
holds
in
(#)
Since
true
in
c a s e 6 e [ H 2 - 2 ~ ( ~ ) ] ". i.e., p r o v i d e d H 2 - 2 8 ( ~ } c C(~), i.e., n 2 - 2 e > ~. For e < ~ w e h a v e 4 - 4 e > 3 ~ n, as d e s i r e d .
provided
AssumDtlon
analytic
semigroup IIR(A,A)II was
shown
{H.1}
=
e At o n Y
{1.5]. (not
The operator
contraction
A generates
now)
~ C/IA I for Re A > 0 ~n the n o r m above
for n ~ 3.
since,
a s.c.,
as one
of Z(Y)
sees
[C-T.2].
readily, That
~ < 1
71
(1.9).
F i n i t e cost C o n d i t i o n
w i t h e i t h e r choice of Y,
Concluslon:
T = ~.
and to the cost Conclusion:
T h e o r e m 5.1 applies to the cost
(6.75)
T < ~.
condition
7.
for n 5 3 for any G that makes GL c l o s e d
(2.25}.
E x a m p l e s of partial d l f f e r ~ n t l a l e a u a t l o n p r o b l e m s s a t l s f v l n u {H.2) we i l l u s t r a t e
the a p p l i c a b i l l t y
w i t h i n the class of d y n a m i c s subject to h y p o t h e s i s examples
include:
of T h e o r e m 5.2
(H.2) = (1.6).
the w a v e e q u a t i o n w i t h D l r l c h l e t control
Our
(Section
the E u l e r - B e r n o u l l i e q u a t i o n w i t h D i r i c h l e t / N e u m a n n controls;
w i t h c o n t r o l s as d i s p l a c e m e n t / b e n d l n g moment Schr~d~nger equation h y p e r b o l i c systems
w i t h D i r l c h l e t control
(Section Y.5);
control as a 'bending moment' 7.1.
for n = I
see R e m a r k 2.1 in p a r t i c u l a r the (only) s u f f i c i e n t
In this section,
7.1);
(6.73)
for n ~ 3.
T h e o r e m 2.1 applles w l t h Y as in (6.72) for n = 1
and to Y as in (6.74) (closable);
The s e m l g r o u p e At is u n i f o r m l y stable
(6.72) or (6.74).
flnal/y,
(Section 7.2); (Section 7.4);
and
the first-order
Klrchoff p l a t e w i t h b o u n d a r y
(Section 7.6).
C l a s s (H.2): S e c o n d order h v D e r b o l l o e u u a t l o n s w l t h D l r l c h l e t boundary ~ontrol We c o n s i d e r the f o l l o w i n g problem: Wtt = a W w(O,.)
in (O,T]×Q = Q,
= w O, wt(O,- } = w I in ~,
wl~ ~ U
r e p l a c e -~ by any s e c o n d order,
r e g u l a r i t y theory
{Wo,Wl} E L2{~)xH-I(~)
J(u,w)
(7.1c)
(In (7.1a) we m a y
e l l l p t ~ c o p e r a t o r w i t h time
s y m m e t r i c c o e f f i c i e n t s of its p r l n c i p a l part,
changes in the a n a l y s i s below.) (optimal)
(7.1b)
in (O,T]xF m Z,
w h e r e we take the b o u n d a r y control u ~ L2(~).
independent,
(7.1a)
w i t h minimal
Consistently with established
[Lio.l],
[L-T.2],
[LLT], we take
and the cost functional
2 r )}at. {llw(t)llL2(n )+iiwt(t)ll2H_s(~).+lu(t)iL2( 2
= 0
17.21
71
(1.9).
F i n i t e cost C o n d i t i o n
w i t h e i t h e r choice of Y,
Concluslon:
T = ~.
and to the cost Conclusion:
T h e o r e m 5.1 applies to the cost
(6.75)
T < ~.
condition
7.
for n 5 3 for any G that makes GL c l o s e d
(2.25}.
E x a m p l e s of partial d l f f e r ~ n t l a l e a u a t l o n p r o b l e m s s a t l s f v l n u {H.2) we i l l u s t r a t e
the a p p l i c a b i l l t y
w i t h i n the class of d y n a m i c s subject to h y p o t h e s i s examples
include:
of T h e o r e m 5.2
(H.2) = (1.6).
the w a v e e q u a t i o n w i t h D l r l c h l e t control
Our
(Section
the E u l e r - B e r n o u l l i e q u a t i o n w i t h D i r i c h l e t / N e u m a n n controls;
w i t h c o n t r o l s as d i s p l a c e m e n t / b e n d l n g moment Schr~d~nger equation h y p e r b o l i c systems
w i t h D i r l c h l e t control
(Section Y.5);
control as a 'bending moment' 7.1.
for n = I
see R e m a r k 2.1 in p a r t i c u l a r the (only) s u f f i c i e n t
In this section,
7.1);
(6.73)
for n ~ 3.
T h e o r e m 2.1 applles w l t h Y as in (6.72) for n = 1
and to Y as in (6.74) (closable);
The s e m l g r o u p e At is u n i f o r m l y stable
(6.72) or (6.74).
flnal/y,
(Section 7.2); (Section 7.4);
and
the first-order
Klrchoff p l a t e w i t h b o u n d a r y
(Section 7.6).
C l a s s (H.2): S e c o n d order h v D e r b o l l o e u u a t l o n s w l t h D l r l c h l e t boundary ~ontrol We c o n s i d e r the f o l l o w i n g problem: Wtt = a W w(O,.)
in (O,T]×Q = Q,
= w O, wt(O,- } = w I in ~,
wl~ ~ U
r e p l a c e -~ by any s e c o n d order,
r e g u l a r i t y theory
{Wo,Wl} E L2{~)xH-I(~)
J(u,w)
(7.1c)
(In (7.1a) we m a y
e l l l p t ~ c o p e r a t o r w i t h time
s y m m e t r i c c o e f f i c i e n t s of its p r l n c i p a l part,
changes in the a n a l y s i s below.) (optimal)
(7.1b)
in (O,T]xF m Z,
w h e r e we take the b o u n d a r y control u ~ L2(~).
independent,
(7.1a)
w i t h minimal
Consistently with established
[Lio.l],
[L-T.2],
[LLT], we take
and the cost functional
2 r )}at. {llw(t)llL2(n )+iiwt(t)ll2H_s(~).+lu(t)iL2( 2
= 0
17.21
72 Abstract
settlna
[T.2],
[L-T.I],
into the abstract model ad~olnt
[L-T.2].
To put problem
(7.1),
(7.2)
(1.1),
(1.2), we introduce the positive self1 ) and define the operator Ah = -~h, ~(A) = H2(Q) 0 HO(Q
operators A =
I° II ;
-A
where D is the Dirlchlet Eq.
Bu
I°I
=
; R = I.
0
17.31
ADu
map encountered
before
in Example
6.3,
16.47),
Dv = y,=, {~y = 0 i n n ,
Ylr = v},
(7.4)
U = L2(V).
(7.5)
and the spaces Z = Y = L2(Q]xH-I(~); The Diriohlet map satisfies Assumptlon
(1.3):
the regularity property
(-A)-~B ~ ~(U,¥).
From
16.48).
(7.3) with u ( L 2 ( r ) ,
we
obtain (-A)-IBu =
1° II°I l:uL =
-I
a [ortiori,
by the r e g u l a r i t y
0
~ Y,
17.6)
ADu
(6.48) of D, and a s s u m p t i o n
11.3) holds
true with q = 1. ASSUmption
(H.2) = 11.6).
B
= D z 2 = - ~-j
z2
Moreover,
(7.3) we calculate
since D
- ~-~
.
(7.7)
we h a v e B'e A*tj
where ~(t)
= ~(t,~O,~l)
~(°")o: with
From
z2zlI
solves
~o" ~t ( ° ' ' )
= ua ~ ,
[Zl,Z2]
e Y,
the c o r r e s p o n d i n g
: ~I
homogeneous
(7.8) problem
in (O,T]×~ ~ Q,
(7.9a)
in ~,
(7.9b)
in (O,T]xF m Z,
17.9c)
73
~0 = -A-Iz 2 e $(A ~) = H~(n); Thus, hy
(7.8),
(H.2) = (1.6}
(7.10),
an equivalent
~1 = Zl e L2(Q)"
formulation
(7.10)
of a s s u m p t i o n
is the inequality
(7.111 Z for the trace of the s o l u t i o n to problem
(7.9).
It should be noted
that inequality
(7.11) does NOT follow from a prioa'i
regularity ~(t)
~ C([O,T];H~(~})
(7.10).
Inequality
(7.11)
It was first e s t a b l i s h e d was first proved,
is an independent
in [L-T.I],
interior
~ L2(~)xH-l(n).
a p u r e l y operator
{w, wt} ~ C([O,T]~
independently see also
technique,
Finite Cost C o n d i t i o n (i)
that indeed
(1.9)
(exponential)
it was proved by
Inequality
and that,
(7.11) was proved
by a multipller
technique;
treatment.
Sufficient
conditions
which would imply
is satisfied are: uniform s t a b i l i z a t i o n
of p r o b l e m
(7.1) on the
space Y = L2(Q)×H-I(Q ) by means of an L 2 ( O , ~ ; L 2 ( F ) ) (ii)
it
techniques,
(7.11) holds true,
L2(~)xH-l(n)).
(1.9}.
operator
via a d u a l i t y argument,
for a comprehensive
that the F.C.C.
In these r e f e r e n c e s
(7.1) with u ~ L2(~),
and directly also in [Lio.1],
[LLT]
result.
result holds true:
for problem
Next,
interior
(7.9),
trace regularity
[L-T.2]:
regularity
{w, wt} E L2(O,T;L2(~)×H-I(~}}
in fact,
to problem
by means of p s e u d o - d i f f e r e n t i a l
that the following
{Wo,Wl}
of the s o l u t i o n
(optimal}
exact c o n t r o l l a b i l i t y from the origin)
of problem
(7.1)
over a finite interval
space Y = L2(~)xH-I(Q),
feedback u;
(to or, equivalently, [O,T],
on the state
within the class of L2(0, T;L2(F))-
controls u. A solution consequently,
controllability additional
to the u n i f o r m s t a b i l i z a t i o n
via a known result of D. Russell problem
geometrical
s t r i c t l y convex n). geometrical
(Iii was first o b t a i n e d
(1973)
exact controllability,
on ~, except
all of F, was e s t a b l i s h e d
in [Lio.2]
(i), and of the exact
in [L-T.12],
condition on ~ (which includes
Later,
conditions
problem
the
under s o m e
class of
this time without
for smooth r, if u is applied by relying on a lower bound
to
74 inequal~ty,
(7.11)
inequality
is s u f f i c i e n t l y large
with t h e
r e v e r s e d i n e q u a l i t y sign,
dZ > C T I l { ~ O , ~ l } l l
.
Z This the
latter
inequality in
the
form.
(7.12)
indeed,
in
of
A direct
this
work
approach
of
the
to
to
solve
(7.12) [t.-T.;t2],
is
the
in
operator
[H]--by
[Lio.1],
uniform
essentially
albeit
using
[L-L-T]
for
stabilization contained
Jn a less
exac~ controllability
input-solution
show the key inequallty,
obtained
had been used in
[L-T.12]
such Inequality
estimates
surjectivity
was explicitly
methods that
(7.11)--and
problem;
(7.12]
(~)xL2(~)
Inequality
same m u l t i p l i e r
if T
(twice the diameter of n)
also
transparent
based on the
and multiplier
methods
to
in the case w h e r e u acts o n l y on a p o r t i o n of
the b o u n d a r y ~0 is g i v e n in [T.3].
Later,
g e o m e t r i c optics m e t h o d s - -
fJrst i n t r o d u c e d in [Lit. ] for exact c o n t r o l l a b i l i t y q u e s t i o n s - p r o v i d e d sharp sufficient c o n d i t i o n s for i n e q u a l i t y true, w i t h ~ r e p l a c e d by a s u b p o r t l o n ~O c Z
(7.12)
[B-L-R].
to hold
The u n i f o r m
s t a b i l i z a t i o n p r o b l e m now holds w i t h no geometrical conditions in [L-T.25],
if the feedback
acts on all of F.
of the Finite Cost C o n d i t i o n v e r s i o n thereof,
(1.9)
In any case,
for p r o b l e m
(7.I},
the v a l i d l t y
or a more general
is firmly established.
We note, however,
that if the control u in (7.1c)
is sought
w i t h i n the class of f l n i t e l y m a n y a c t u a t o r s
u(t,x)
with
3 < ~,
gj
e L2(l')
arbitrary
3 = ~ J=l
but
g,,(x),u~(t) d J fixed,
and /dje
L2(O,T), then
c o n t r o l l a b i l i t y on any [O,T] w i t h i n the class of g j-controls p o s s i b l e for problem dim n = 1 IT.8]. section
exact
is not
(7.1} on the r e q u i r e d s p a c e Y in (7.5), unless
Thls comment applies to all other cases in this
IT.8] and will not be repeated.
Detectab~lltv Condition
However,
(5.17~-{5,~9).
This h o l d s true s i n c e R = I.
we find instructive to glve a n o n - t r l v l a l example for
the w a v e d y n a m i c s
(7.1) w i t h p e n a l i z a t i o n in L2(~)xH-l(n)
i n v o l v i n g an
75
observation cost
operator
function
{7.2)
R which
is not p o s i t i v e
we c o n s i d e r
3(u,w) = o{llw(t)ll~ 2 (~)+llmwt(t)ll2g-z(Q)" where
m(x)
support
is a s m o o t h
on a p r o p e r
up w t o n l y
on ~0'
f ~ H-I(~), order
K = diag[O,-I], now y = p.d.e,
Define
so that
to s a t i s f y
non-negative
subdomain
problem
the
I
w]x ~
geometric
optics
Conclusion: cases
~
(R2f)(x)
picks
= m(x)f(x),
operator.
(5.17)-(5.1g),
we
corresponding
wtt=
compact
to
-Aw-R2wt;
In
take (5.18)
i.e.,
Is
the
= wI
in O;
o
Z.
in
requires
that
stable
is the c a s e
the y - p r o b l e m ,
in the
equivalently
topology
of
If all r a y s
if a n d o n l y
of
[B-L-R].
Theorem
5.2 a p p l i e s
We h a v e
already
to p r o b l e m
(7.1)
in the
two
described.
:
T < ~.
for the w a v e Theorem
3.2
equation
7.2.
there.
smoothing
Class
1.
problem
to be a p p l i c a b l e
on R as d e s c r i b e d additional
Case
with
functional
in Q;
meet the set n x [ O , T ]
T = ~.
of the
damping'
the {w, wt}-problem, be u n i f o r m l y this
o n ~,
the n e w
R 1 = 0,
problem
equation
= w o, w t ( 0 , . )
The Detectability C o n d i t i o n
And
defined
= ~w-mw t
w(0,.)
L2(~)xH-I(~).
)}at '
Condition
feedback
'viscous Wtt
2 *lu(t)lL2(r
(self-ad~oint) m u l t i p l i c a t i o n
or the a b s t r a c t
with
Instead
so that
R = diag[R1,R2],
R 2 Is a
so that
function
n o of Q,
the D e t e c t a b i l i t y
(A+KR)y,
definite.
now
noted
(7.1), for
(7.1)
Finally,
Theorem
where
requires
Theorem
on R as d e s c r i b e d
that
(7.2),
some
holds
minimal
3.3 a p p l i e s
in R e m a r k
3.1
R = Identity,
for
true while
smoothing (7.1)
with
3.4.
~H.2): Euler-Bernoulll equatlons with boundary contro~
We c o n s i d e r
on a n y s m o o t h
bounded
~ c Rn:
76 I wtt+Z~2w = 0 w(0,.) w]:~
-
= w 0, wt(O,- ) = w I 0
theory,
control
(7.13a)
in D,
(7.13b)
in
[ ~wWlz s U with boundary
in (O,T]xf] = Q,
(O,T]xr
=
~',
(7.13c)
in Z,
u e L2(~ ).
the cost functional
Consistently
to be minimized
(7.13d) with optimal
regularity
is
+llu(t)l122 (r.)dt. 0
(7.14)
In)
To put problem (7.13), (7.14) into the abstract Abstract se~tinq. model (1.1), (1.2), we introduce the positive self-adjoint operator = {h e H4(~):
Ah = ~2h, ~(A) and define
hlF
=
~-~Irah
o}.
=
(7.15)
the operators A =
I°I
;
-A
where G 2 is the appropriate
y = G2 v ~
[°I
Bu =
;
0
R = I
(7.16)
AG2u
Green map:
(~2y
= o i n n;
vlr
= O, ~ v { r
= v),
(7.17)
and the spaces Y ~ L2(QlxH-2(~ 1,
AssumDtlon
{1.3):
(-A)-~B ~ ~(U,Y).
L2(? ) ~ L2(~ ). we readily obtain
(-AI-IBu
=
I: -
and assumption Assumption Appendix
(1.3)
(7.181
Since G 2 is certainly
bounded
(7.16) with u e L2(?):
0
=
e Y,
AG2u
holds true for problem
(H.2) = (1.6).
C],
from
U ~ L2(r 1.
One can show that
(7.13) with ~ = I. [L-T.9],
[FLT,
(7.19)
7T
s*eA*tlYZl
= a@(t)
ly l
where { ( t )
= ~(t,{O,{1)
{
+tt.~+
y
e
o
@o' @t ( ° ' ' )
=
+lz ~ ~ t z
= 91
~ o
(7.20)
y,
solves the corresponding =
#(o,-)
,
Ir
homogeneous problem
in (0, T]xO = Q,
(7.21a)
in n,
(7.21b)
in (0, T]xF m ~,
(7.21c)
with
tO = - A - l y 2 Thus,
by
(H.2)
=
(7.20), (1.6)
(7.22)
e ~(A V=) = H02(O): ~1 = Yl e L2{O).
(7.22),
an e q u i v a l e n t
formulation
of a s s u m p t i o n
is the i n e q u a l i t y
fl~12~
~
(7.23)
CTII{+o'+I}II2 ~(n)×L2(n )
for the trace of the s o l u t i o n
to p r o b l e m
wave e q u a t i o n
it s h o u l d
be n o t e d
that
(optimal)
~nterior
regularity
of s e c t i o n
does N O T f o l l o w ~(t)
a priori
from
It is an i n d e p e n d e n t
regularity
s m o o t h ~.
for p r o b l e m
(7.13).
Finite Cost
CODdi~ion
(7.13}
(I.9).
holds
true, within
geometrical
on ~
without
conditions Uniform
geometrical
Detectabilltv
As in the case of the
(H.2)
problem.
for any T > 0, the class
[Lio.2],
conditions
holds
inequality
(7.21),
indeed = (1.6}
conslderatlons
equation
stabilization
Conditions
assumption
The same
wave
space Y = L2(Q)×H-2(n)
all of F.
result w h i c h
Thus,
the case of the p r e c e d i n g of p r o b l e m
(7.21).
of the solution to the p r o b l e m
~ C([O,T];H~(~))
for a n y general
7.1,
[Lio.2],
holds
true
controllability
u, with no
if the c o n t r o l
can also he established,
acts
on
likewise
[O-T].
{5.171-{5.19}.
This holds
true s i n c e R = I.
Conclusion:
T = ®.
Theorem
5.2 a p p l i e s
to p r o b l e m
(7.13),
~oncluslon:
T < w:
Theorem
3.1 a p p l i e s
to
(7.14)
whil e Theorem 3.3 r e q u i r e s
true
on the state
of L 2 ( ~ ) - c o n t r o l s
[L-T.28]
(7.22).
a p p l y n o w as in
Exact
in fact,
(7.23)
a stronger
(7.13),
smoothing
assumption
(7.14). where on R.
R = I;
78 Case 2.
We now consider on any smooth ~ ¢ Rn: wtt+d2w = O w(O,.) = w 0, wt(O,.)
= wI
w[~ = u
in Q,
(7.24a)
in Q,
(~.24b)
in Z,
(7.24c)
(7.24d) Consistently w i t h optimal regularity
with boundary sontro] u e L2(~ ). theory [Lio.2],
[L-T.11],
the cost
5
H-*(n
functional
to be minimized
is
(7.2s)
where
V"
~s
the
dual
space
of
V defined
by
V = {h e Ha(n): hlr = ~ahV I r =
Abstract settlnu. To put problem (7.24), (7.25) model (1.1), (1.2), we introduce the operators A = I ~ -
I I; 0
Bu = ] 0 1 ; AGlU
with A the operator in (7.15) and
G1
(7.26)
0}
into the abstract
R = ~
the appropriate G r e e n
y = GIV c=~ {d2y = 0 in n; Y[r = v, ~YlF = 0},
(7.27)
map: (7.28)
and the spaces Y = H-1ln)xV"
= [~(A~)]'x[~(A~)] "
(7.29)
where with equivalent norms • (A¼) = H~(~):
Assumption
{1.3):
(-A)-TB
e
Z(U,Y).
~(A ~1 = V.
17.S01
It is plainly satisfied with,
= I, as one sees by proceeding as in (7.19).
say,
79
AsSUmDtlon
(H.2) = (1.~).
One can show that
[L-T.9],
[F-L-T,
Appendix C], w i t h y = [yl,Y2 ],
• A'tlyl I ly 2
B e
y e Y,
(7.31)
where @(t) = @ ( t , @ O , @ l ) solves the c o r r e s p o n d i n g h o m o g e n e o u s p r o b l e m (7.21),
this time h o w e v e r w i t h initial data, ~O = A - ~ Y 2 e ~(A~)
Thus, by (7.31) and
= V; ~1 = -A-~Yl E ~(A ~) = H~(~).
(7.32),
(7.32)
an e q u l v a l e n t f o r m u l a t i o n of a s s u m p t i o n
(H.2) = (1.6) is the inequality, dZ
< c 11(~ , ~ . } 1 1 2 . , " T 0 a VxH~ (Q)
for the trace of the s o l u t i o n to p r o b l e m prior cases,
inequality
(7.32).
Again,
as in
(optimal)
of the s o l u t i o n to p r o b l e m
It is an independent r e g u l a r i t y result w h i c h holds
indeed true [Lio.2], assumption
(7.32).
(7.33) does NOT follow from a prJor~
interior r e g u l a r i t y @(t) m C([O,T];V) (7.21),
(7.21),
(7.33)
[L-T.II],
for any general smooth n.
(H.2) = (1.6) holds true for p r o b l e m
F1nlte Cost C o n d i t i o n
(1.9).
Thus
(7.24).
The same c o n s i d e r a t i o n s apply now as in
the case of the w a v e e q u a t i o n in S e c t i o n 7.1 and of the E u l e r - B e r n o u l l i problem
(7.13).
Exact c o n t r o l l a b i l i t y of p r o b l e m
(7.24) on the state
space H-I(Q)xV" holds true for any T > 0 w i t h i n the class of L 2 ( Z ) - c o n t r o l s u, at least under some g e o m e t r i c a l eliminate g e o m e t r i c a l second control [L-T.11].
conditions,
in the B.C.
c o n d i t i o n s on ~.
one may add, however,
(7.24d).
under the same c o n d i t i o n s as exact c o n t r o l l a b i l i t y IT.?]: i.e., u n d e r s o m e g e o m e t r i c a l (7.24c)
a suitable
This and more is p r o v e d in
U n i f o r m s t a b i l i z a t i o n results on H'I(Q)xV"
feedback in the B.C.
To
can also be g i v e n
results
[B-T],
c o n d i t l o n s on ~ if o n l y one
is used; or else w i t h no g e o m e t r i c a l
conditions on n if two feedbacks are used In the B.C.
(7.24c) and
(7.24d) respectively.
In any case,
holds true for p r o b l e m
(7.24) under some g e o m e t r i c a l c o n d i t i o n s on ~,
the Finite cost C o n d i t i o n
or else w i t h no g e o m e t r i c a l c o n d i t i o n s on ~, control In (7.24d) and In the cost
(7.25).
(1.9)
if one adds a s e c o n d
80
Detectabilltv C o n d i t i o n s
f5.17}-(5.!9 ~.
This holds true since R = I,
Conclusion:
T = ~.
T h e o r e m 5.2 a p p l i e s also to p r o b l e m
~
T < ~.
Theorem 3.1 applies to (7.24) w i t h R = I while
:
(7.24).
T h e o r e m 3 . 3 require additional r e g u l a r i t y on R (Remark 3 . 2 ) . Case
3.
We now c o n s i d e r
any s m o o t h
on
[
Q
R n,
c
wtt+62w = 0 w(O,.)
= w 0, wt(0,.)
in Q;
(7.34a)
= w I in Q;
(7.34b)
in Z;
(7.34c)
in Z,
(7.34d)
wIx = 0 wlx = u
w i t h b o u n d a r y control u ~ L2(~). t h e o r y [L-T.14],
[Lio.2],
C o n s i s t e n t l y w i t h optimal r e g u l a r i t y
we take the f o l l o w i n g cost functional
¢O
2 +llwt (t)lI2 H-"1 (n) +]u(t) IL2(F o
)}dr
(7.35)
(Q)
1 with initial data {w0,wl} e H0(~)xH-l(f] ).
A b s t r a c t settlnu. model
(1.1),
To put p r o b l e m
(7.35) into the abstract
(7.34),
(1.2), we introduce the o p e r a t o r s A h = ~2h, ~(A)
= {h ~ H4(n):
hIF =
AhtF = 0};
(7.36a)
w h e r e S 4 Is the a p p r o p r i a t e G r e e n map
7 = S4v ~ and the spaces
(a2y
1 Y = HO(Q)xH-I(Q)
AssumDtlon say,
(1.3):
= 0 in n;
Y[r
= ~(A~)x[~(A~)]';
(-A)-TB E Z(U,Y).
= v},
(7.37)
U = L2(F ).
(7.38)
= o, a y [ r
It is p l a l n l y s a t l s f ~ e d with,
q = I, as one sees by p r o c e e d i n g as in (7.19),
G 4 G ~(L2(F),L2(~)).
since
81 AssumDtlon
(H.2) = ¢I.~I.
B
Y2
One can show that
= G4A Y2 ;
where ~(t) = ~(t,@o,@1)
[L-T.14],
(7.3g)
{Y2
B
solves the c o r r e s p o n d i n g
#it+a2# = 0 @(0,.)
= tO , ~t(0,.)
#{2 = ~ { X
[L-T.15],
= ~I
~ 0
homogeneous
problem,
in Q;
(7.40a)
in O;
(7.40b)
in 2,
(7.40c)
with tO = A-ly 2 E ~(A~); Thus,
by
(7.39),
(7.41),
(7.41)
~I = Yl e ~(A¼).
an equivalent
formulation
of a s s u m p t i o n
(H.2) = (1.6) is the inequality 2
for the trace of the solution of problem cases,
it should be noted that inequality
a priori
(optimal)
equivalent norms
indeed true assumption
(7.421
is an independent
[L-T.14],
where the
[Lio.2]
h{r = ahlr = 0}.
regularity
for a n y general
{ji,9).
for the Euler-Bernoulli (7.38)
Orlglnally, equation
by using however
(7.43)
result w h i c h holds smooth ~.
(H.2) = (1.6) holds true for p r o b l e m
required space
does NOT follow from
[Gr.1]
Finite Cos~ Condition [O,T]
(7.421
As in preceding
interior r e g u l a r i t y @(t) E C([O,T];~(A~)),
~(A ~) = V = {h E H3(O): Inequality
(7.401.
Thus,
(7.40).
exact c o n t r o l / a b i l l t y
(7.34a)
on any
was shown on the
two controls:
w{~ = u I G
H OI(O,T:L2(U))
and Awl~ = u 2 ~ L2(~ ) [L-T .15; .Thm. . 1 2].
is equivalent
to the inequality
[Llo.2]
This
(7.44)
Z
(A~ )x~ (A¼)
82
for p r o b l e m
(7.40),
(7.41), see
[L-T.15,
a~t u~D-- G
o b s e r v e d in [Leb.l] that the term ~absorbed.'
Lemma 3.2].
It was later
L2(~ ) in (7.44) can be
{This is a non-trlvlal improvement,
not a lower order term w i t h respect to ~
a# t
since ~
in L2(~),
usual compactness/uniqueness a r g u m e n t does not apply). improvement has the important equivalent
c o n t r o l l a b l e on [O,T] on the space
Indeed,
and hence the This
is indeed e x a c t l y
(7.38) as desired.
Thus,
[Las.7].
for p r o b l e m
Exact controllability has also been e x t e n d e d to the
Detectabilitv Conditlon
(5.17]-(5.19}.
[H.I].
This holds true since R = I.
Conclusi@n: T = =.
Theorem 5.2 applies to p r o b l e m
Conclu~lon:
Same as i n
T < ~.
(7.34),
(7.35).
Case 2.
We now consider on any smooth n • R n,
{
Wtt+d2W = 0 w(0,.}
in Q;
(7.45a)
= Wo; wt(O,. } = w I in Q;
(7.45b}
w[E = u
w[x
= 0
w i t h b o u n d a r y control u e L2(~ ). theory
(7.34).
the idea ~n [Leb.1] is useful also in the proof w h i c h
t w o - d i m e n s l o n a l plate model w i t h physical moment
Case 4.
the
(i.9) does h o l d true for p r o b l e m
e s t a b l i s h e s the c o r r e s p o n d i n g u n i f o r m s t a b i l i z a t i o n result (7.34)
is
f o r m u l a t i o n that p r o b l e m
(7.34) w i t h just one control u E L2(~ ) in (7.34d}
r e q u i r e d Finite Cost C o n d i t i o n
in L2(~)
[L-T.15],
[Lio.2],
in E ;
(7.4sc)
i n E,
(7.45d}
C o n s i s t e n t l y w i t h optimal regularity
the cost functional
to be m i n i m i z e d for
{Wo.Wl} e H-1(n)xV" is:
+llw t (t)II~,+llu( t ) 11~2 ( r } }at, o
w h e r e V" is the dual of V in (7.43), ~(A ¼ ) = H~(n),
hence
(7.46)
(fl)
and w h e r e we note that
(with e q u i v a l e n t norms}
Y = H-I{O)xV"
= [~(A~)]'x[:D(A~}] "
(7,47)
83
with A the operator defined in (7.36a). variable ~ = -A~w,
By m a k i n g the change of
w solution of problem
variable ~ satisfies precisely problem
(7.45),
(7.34),
(7.47) is mapped into the space in (7.38). problem
(7.45),
satisfies
(7.34),
(regularity, (7.46),
(7.46)
for w is converted
(7.35).
Hence,
the new
Thus,
with U = L2(F),
into a p r o b l e m
for ~ w h i c h
all the required p r o p e r t i e s
exact controllability,
are equivalent
(7.35).
Thus,
we find that
and that the space in
uniform stabilization)
to the corresponding
properties
Theorem 5.2 applies also to prcblem
for (7.45),
for
(7.34),
(7.45),
(7.46).
For sake of completeness we note now that A is the same as in (7.36b),
while B is now
0 1; BU = IAG3U
y = G3v ¢=~ { Ay 2 = 0 in n;
B* IYl t
* -~
Y2
where #(t)
= G3A
ylr
= V: dylr = 0};
• A'tlYll
Y2;
B e
Iy21 =
is the solution of the same problem
8 (~(t) 8u
(7.48)
(7.49)
"
(7.40) with
(7,5o) i.e., 7.3.
the same regularity of the initial data as in (7.41). qlass (H.2): contro,~,
Sch~dlnaer
In n c R n we conslder
theory proved
Abstract settlnq. abstract model
(7.51a)
y(0,.)
in n;
(7.51b)
in Z,
(7.sic}
= u
= Y0
C o n s i s t e n t l y wlth the optimal we take YO E H-I(o)
regularity
and the cost functional
2 }dr. = f0{llY(t)il2H-~(Q)-+]Iu(t)i]L2(F)
[L-T.25]
(1.1),
equation
in Q;
in [L-T.25],
J(u,y)
the Schr~dinger
boundarv
Yt = -i~y
YIZ with control u e L2(~ ) .
equation wlth Dlrlchlet
To put problem
(7.51),
(7.52)
(7.52)
into the
(1.2)p we take the following operators
where D is the same Dirichlet map introduced
in Eq.
(3.47):
and spaces
84
A = i.4,
A. = -/',;
B =-IAD; w h e r e ~(t) = ~(t,~O)
~(A)
R = I;
= H2(~)
= I, by
(7.53),
~ssumptlon
(7.55a)
#(O,-) = 40
in n;
(7.55b)
in X;
(7.55c)
IZ = 0
U = L21F).
(-A)-~B ~ ~(U,Y).
According
for a s s u m p t i o n
(6.48)
(H.2) = (1.6)
(7.57)
of (7.55).
is the inequality
As in p r e c e d i n g
cases,
does NOT follow from a-priori
regularity #(t) E C([O,T];H~(n])
is an independent
an equivalent
HO(~)
for the trace of the solution
(7.57}
say with
for D.
to (7.54),
Z
interior
(7.56)
This is plainly true,
(7.54) via p r o p e r t y
note that inequality
problem:
~n Q;
(H.2) = (1.6).
formulation
(7.54)
~t = ia~
Y = H-I(~);
ti.3):
(7.s3)
B*e A ty = -i ~ ;
solves the followlng homogeneous
i Assumptlon
n HI(Ci);
regularity
optimal
with #0 ~ H~(n).
result,
we
Inequality
which is e s t a b l i s h e d
in
[L-T.25]. F i n i t e Cost Condition stabilization
of problem
L2(O,T;L2(C))-contrcls space H-I(~) geometrical of F.
See
~1.9).
Both exact c o n t r o l l a b i l i t y
(7.51)
conditions
on n,
[L-T.25]
u n i f o r m stabilization.
Thus,
(1.9) holds true for p r o b l e m Detectabilltv
on any
as well as u n i f o r m s t a b i l i z a t i o n
with L2(O,~;LI(F))
[Leb.1],
on the space H-I(~)
Conditions
and u n i f o r m [O,T],
with
on the same
feedback controls hold true without
if the control action is e x e r c i s e d for exact c o n t r o l l a b ~ l i t y a fortiorl (7.51),
and
on all
[L-T.25]
for
the Finite Cost C o n d i t i o n
(7.52).
t5.1T)-IS.19).
This holds true since R = I.
85
CoD~luslon:
T = =.
Theorem 5.2 applies
to problem
(7.51),
(7.52).
Conclusion:
T < ~.
Theorem 3.1 applles
to problem
(7.51),
(7.52),
where R = I. 7.4.
Theorem 3.3 requires additional
Class
tH.21: First-order
Consider
hvDerbollc
smoothing on R.
systems
the following not necessarily symmetric
first order h y p e r b o l i c
or d i s s i p a t i v e
system in the unknown y((1,~2 ..... ~n ) e R m
n in (0, T]xf2;
(7.58a)
Y[t=0 = Y0 e [L2(~)] m
in ~:
(7.58b)
M(u)y(t,u)
in (0, T)xF,
(7.58c)
"
where Aj,
j=0
~
= U(t,a)
respect.
functions under
e L2(O,T;[L2(F)]k )
M, are smooth mxm,
the assumptions
F being non-characteristlc,
and
of
(after a s i m i l a r i t y M : [I,S]
Without
kxm,
matrix valued
(a) strict hyperbollclty,
and of
(b)
(c) rank M(a)
for the number of negative elgenvalues outward unit normal.
respect,
= k ~ m; here k stands n of A N =j=l ~ A~N~,j 2 N = IN 1 ..... N m]
loss of generality,
we may assume that
transformation)
I: kxk identity; S: kx(m-k)
A N : dlag[AN, AN],__
+ A; < O, A N > O,
(?.59) where AN is a kxk m a t r i x having the same negative and A + N is a (m-k)x(m-k) AN .
With
eigenvalues
m a t r i x having the same poslt~ve
(7.58) we associate
of AN;
elgenvalues
of
the cost
T J(u,Y)
= [ I"Ry(t)"2 ]m+,U(t), } dt 0 ~ [L2(n) [L2(F)]k
(7 60) "
for T < ~ or T = ~, with R E ~([L2(~)]m).
Abstract
settlnq.
abstract
form
[C-L],
(1.I},
[D-L-S]
To put problem
(7.58)
in the
(1.2), we choose
Z = Y = [L2(~)]m;
U = [L2(F)]k;
(7.61)
86 A = first order differential operator F with homogeneous b o u n d a r y conditions,
(7.62)
where
n Fy = Z Aj(¢)aty;
B = ADI:
(7.63)
A-IB = DZ;
J=0 where
(up to a translation) Dlg=
f ¢=, {Ff = O in f~;
DI: c o n t i n u o u s
(1.$):
(7.65)
[L2(F)]k ~ [L2(f))]m.
It is well known that A generates Assumption
(7.64)
Mf = g in F);
a s.c. s e m l g r o u p e At on Y.
(-A)-TB e ~(U;Y).
This follows with ~ = 1 from
(7.63)-(7.64). AssumDtlon available [C-L].
(H.2) = (1.6). from [Kr.1],
The required regularity p r o p e r t y
[Rau.1],
and is put in a semigroup
These formulas w~ll be n e e d e d
treatments
of Section
10.4 in P a r t
in the numerical
If.
We have
[H.2] is
framework
in
approximation
[C-L],
t (Lu)(t)
(7.66)
= AIexp[A(t-T)]DlU(r)dr; O
B*x = ANx-Ir
,
x = [x-,x+],
It is readily verlfled
dim x- = k;
that the Y-adjoint
, n ,~ )c3jy A y = -Y- A (~"
n - Y~ a
J=l
~(A
*
*
T
The r e g u l a r i t y
results of [Kr.l]
characteristic
systems yield
-i
[Rau.l]
(7.67)
T
(7.6s)
T
yields
-
for s t r i c t l y hyperbolic
~ CTtlXll [L2l~l]m
the desired estimate
(7.69)
(7.70)
S A N , Im_k].
lleA tXllL2(O,T;[L2(~)]m)
w h i c h combined with
T
J=0 jAj(¢)y + A (~);
= [-(AN)
(7.67)
of A is
A * h e [L2(~ ) ] m and M * h = 0};
) = {h ~ [L2(~)]m;
M
A
dim x + = m-k.
non-
(7.71)
(H.2) as in
87
HB'eA txll ~ CTHXll ]m L2(0, T;[L2(F)] k) [L2(n)
F i n i t e Cost C o n d i t i o n Cost C o n d i t i o n
(~,%).
A s u f f i c i e n t c o n d i t i o n for the F i n i t e
(1.9) to hold is the f o l l o w i n g
controllability'
property:
(7.72)
'exact null
there exists T > 0 such that for any
YO G [L2(n)]m , there exists u E L2(0, T;[L2(r)] k) such that the c o r r e s p o n d i n g s o l u t i o n of p r o b l e m
(7.58) s a t i s f i e s Y(T) = 0.
p r o p e r t y has been proved in the o n e - d i m e n s l o n a l finite open interval
[Ru.2,
Detectabilltv Condltlon Conclusion:
T = ~.
Thm.
case w h e r e then ~ is a
3.2].
(5.17}-(5.19):
holds true with,
T h e o r e m 3.1 a p p l i e s to p r o b l e m
Riccati o p e r a t o r P(t)
that R * R A ~ • Z(Y)
from (3.6).
two cases, and yields,
(3.25).
•
(7.60)
for
(Section 3.4)
That this P(t) solves the DRE (3.21)
r e q u i r e s one a d d i t i o n a l minimal assumption; [C-L].
Flnally,
requires a d d i t i o n a l smoothing; satisfy assumption
(8.58)
case.
(7.58),
any R ~Z([L2(n)] m) and yields a " v l s o o s ~ t y solution"
for all x,z • ~(A)
R = I.
P r o g r e s s on null c o n t r o l l a b i l i t y is
needed to apply T h e o r e m 5.2 also in the m u l t i d i m e n s i o n a l
T < ~.
say,
T h e o r e m 5.2 on the ARE applies to p r o b l e m
with R = I and n one dimensional.
Conclusion:
This
e.g.,
u n i q u e n e s s as in T h e o r e m 3.3
e.g.,
R ' R A E ~(Y)
[D-L-T~
p. 34] to
Below, we shall v e r i f y d i r e c t l y
(3.25) in
w h e r e then the e x i s t e n c e and u n i q u e n e s s T h e o r e m 3.3 a p p l i e s in particular,
B*P(tlx = AN[P(t)x]-IF:
that continuous
[L2(F)]k ~ c ( [ o , T ] ; [ L 2 ( n ) ] m ) .
(7.73) Case I.
Take R to be a hounded,
l-rank o p e r a t o r on Y: Rx = (x,a)b,
a,b • Y, so that R x = (x,b)a and R Rx = (x,o)c,
c = llb]~a. Then,
for
u 6 U, R * R e A t B u = (u,B*e A tc)c and T
~
,
[[R*ReAtBullydt ~ [lOll
llullU ~
llB*eA tCl]L2IO, T;U )
0 const T HclJ HuH U ,
(7.74)
88
and
(3.25) holds true.
Thus Theorem 3.3 applies.
Note that we have
taken any a,b e y, which would not s a t i s f y the sufficient R * R A • ~(Y) Qase 2.
condltlon
in general.
We now take
R'R: continuous [L2(n)] m ~ [H~+e(~)] m. The d i f f e r e n t i a b i l i t y
theorem
e A t : continuous Instead of proving
(7.75)
in [Rau.1] gives
W~+~(~)]m ~ C([0, T];[H~+a(Q)]m) [-0
((3.25):
(7.76)
R*ReAtB e ~(U;LI(0, T;Y)) , we shall
prove the dual statement, see (7.61),
equivalently
T
,
g ~ "JB*e A tR*Rg(t}dt:
continuous
L(0,T;Y)
~ U.
(7.77)
0 Indeed,
for such g we use
(7.67) with AN invertible and standard
trace
theory to obtain T [l~B*e A 0
tR*Rg(t)dt~U .< c T
(by ( 7 . 2 6 ) )
cT
(by (7.75))
sup S[eA tR*Rg(t)ll 0~t~T [H~+e(Q)] m
sup fiR Rg(t)II ._~+~ 0~t~T [n o (Q)
~ c T supHg(t)H
]m
]m = CTIIgHL (O,T;Y) [52(~)
as desired, 7.5.
and
(7.77)
is proved.
Class (H.2}: Kirchoff plate w i t h b o u n d a r y ~oment In n c R n, we conslder wtt-P~Wtt+~2w
the Kirchoff
in the bending
plate in (O,T]x~ ~ Q,
(7.78a)
in ~,
(7.78b)
wl~ e 0
in (O,T]xV,
(7.78c)
Aw[z = u
in ~,
(7.78d)
w(0,.)
= 0
control
= w o, wt(0,. ) = w I
89
with p take
> O a constant,
in L2(~).
[L-T.16].
and w i t h
Opt~mai
Consistently
Just
one b o u n d a r y
regularity
theory
with
results,
these
control
of p r o b l e m we
u which
(7.78)
take
the
we
is g i v e n
following
in
cost
functional oo
J(u,w)
fllw(t)ll2~
=
0
with
initial
Abstract model
settinq.
To put p r o b l e m
(1.2),
we ~ntroduce
A h = ~2h,
~(A)
as
in
(6.27)
A =
and
G 2 is the s a m e
satisfies D as
in
Eq.
of E x a m p l e
;
(6.48).
;
map
defined
in t e r m s
of
define
Y = [HZ(~) n HO(OI]xH
I1.3):
u ~ L 2(F).
we plainly
AssumDtlon
(1.3)
{H.21
the abstract operators
= O}
0 H~(~}
the
(
operators
;
in
(6.45)
R = I,
in E x a m p l e
the D i r l c h l e t
(7.80)
map
D:
6.3,
which
G 2 = -A-~D,
with
the s p a c e s
1~1 = ~ ( A ~ l x ~ ( A ~ ) ;
(-A)-~B e Z(U,Y).
By ( 7 . 8 0 )
and
u = L2IF).
(7.81)
(7.811
with
have
=
and assumption
(7.79)
AG2u
We a l s o
Assumption
= dhlF
and define
A =
into
self-adjolnt
hlr
= H2(n)
6.1,
Bu =
Green
(6.47)
(7.79)
the p o s i t i v e
~ ( A ~)
0
-
(7.78),
= {h ~ H4(O};
A ~ h = -~h,
the s a m e
)dr
"
{Wo, Wl} e [H2(~) n H ~ ( n ) I x H ~ ( ~ ) .
data
(1.1),
+llw~(t)ll (~)+llu(t)llL2(F 2
H'(n)
=
holds
= il.6).
true
One
0
for p r o b l e m
can show
that
=
(7.78).
[L-T.16]
~ Y"
(7.82)
90
B*e A*t Zl I = ~ 1 z2 ou
(Y.83}
IZ "
where @(t) = @(t,@O,@l) s o l v e s the c o r r e s p o n d i n g
homogeneous problem (7.84a)
#(o,.) = #o~ ~t (°'') = #z
(7.84b)
+lz
(7.B4c)
~ ~¢Iz
-
o
with
#0 = ( i + p A ~ ) - i z 2
• ~(A");
(7.SSa)
~1 ~ - ( I + p A ½ ) - I A ½ z l e ~(A½)" Thus,
by (7.83),
(7.85), an equivalent
(7.85b)
f o r m u l a t i o n of a s s u m p t i o n
(H.2) = (1,6) is the i n e q u a l i t y
X This i n e q u a l i t y holds indeed true, as r e c e n t l y shown in [L-T.16] m u l t i p l i e r methods. problem
Thus,
assumption
by
(H.2) = (1.6) holds true for
(7.78) for general smooth ~.
F i n i t e Cost C o n d i t i o n
fl.9).
The s a m e
as in S e c t i o n 7.1
considerations
for the w a v e e q u a t i o n and S e c t i o n 7,2 for the E u l e r - B e r n o u l l i e q u a t i o n apply.
It was r e c e n t l y proved that p r o b l e m
(7.78)
c o n t r o l l a b l e for s u f f i c i e n t l y large T > O on the s t a t e
is e x a c t l y
space
Y = [H2(~) n H~(O)]xH~(O) w i t h i n the class of L 2 ( Z ) - c o n t r o l s u, w i t h no geometrical
c o n d i t i o n s on ~
(except r smooth), the F.C.C.
if u is a p p l i e d to all
of r [L-T.16].
As a c o n s e q u e n c e ,
(1.9) holds true,
(Problem (7.78)
Is also u n i f o r m l y s t a b i l i z a b l e under some g e o m e t r i c a l
c o n d i t i o n s on n, e.g., strict c o n v e x i t y [L-T.16].) Detectabilltv Condition
(5.17)-(5.19).
This holds true s i n c e R = I.
Concluslon:
T = ~.
T h e o r e m 5,2 applies to p r o b l e m s
Conclusion:
T < ~.
T h e o r e m 3.1 applies to p r o b l e m
(7.78), (7.78),
(7.79). (7.79),
w h e r e R = I, while Theorem 3.3 requires a d d l t l o n a l s m o o t h i n g on R.
91
7.6.
C l a s s (H.2); as a bendlnu We return
A two-dlmenslonal moment
to the E u l e r - B e r n o u l l i
that n o w ~ c R 2 is a s m o o t h u acts
as a
plate
(physical)
model
equation
two-dlmenslonal
bending
moment.
w~th
of S e c t i o n
domain
More
boundary 7.2,
except
the c o n t r o l
and now
precisely,
control
we consider
the
problem wtt+~2w
I
w(0,.)
w[z
in
= O = w 0,
wt(0,.)
in
control
0 ~ ~ < I (physically
u E L2(Z } . 0 < ~
(7.87a) (T.87b)
(O,T]xF
= ~;
(7.87c)
in ~,
[~w+(I-H)BIW] ~ = u
with b o u n d a r y
= Q;
in n;
= wI
0
=
(O,T]×~
In
(7.87d)
< ~) w h i l e
the
(7.87d)
the c o n s t a n t
boundary
p
is
operator
B 1 takes
the f o r m
B1w =
8 w = - k ~-g 8w k ~-g
82w
(?.8s)
8T2 k(x)
being
(7.87c).
the
curvature,
Consistently
we t a k e
the
following
as
with cost
the tangential d e r i v a t i v e optimal
regularity
initial
Abstract (1.1), Ah
data
settlnq.
(1.2), -= A2h,
and d e f i n e
we
(n)
{Wo,Wl}
To put p r o b l e m
the o p e r a t o r s
[: :] ;
G
~s
the a p p r o p r i a t e
y = G v ¢== { d 2 y
= 0 in n;
Into
(7.B9)
the a b s t r a c t
self-adjoint
hIF = 0, ~ h + ( l - p ) B l h l r
BU =
-
where
+lu(t)tZ2(F:)}dt
(7.87)-(7.89)
the p o s i t i v e ,
= {U - H4(C]):
A =
by
[L-T.14],
~ Hl(f])xH-l(~).
introduce
~(A)
a s in
functional
o with
vanishes
theory
[0] ;
model
operator = 0},
R = I,
(7.90)
17.911
Gu
Green yIF
map defined = 0;
by
[dy+(1-p)BlY] F = v},
(7.92)
92
and the spaces
y = H~(n)H-I(~)
Assumptlon
(1.3).
L2(F} ~ L2(~),
(-A)-~B E L(U,Y).
we readily obtain from (7.91) w i t h u E L2(F) : 0
0
G
= -I
Assumption problem
(7.93)
Since G is certainly bounded
(-A)-IBu =
and A s s u m p t i o n
U = L2(I').
= ~(A~)x[~(A~)]';
(1.3) holds true for problem
(.H.2) = (1.6}.
~ Y,
{7.94)
G {7.87) with ~ = 1.
One can show [Hor.1]
that as in (7.39)
for
(7.34) we have
B
where ~(t)
" A't[Yl] e Y2
= ~(t.~PO.~Pl)
nonhomogeneous
boundary
= _ a d,(t),z ~-u solves
the
*
y = [yl,y2]
corresponding
(7.95)
problem with
conditions
i, t t . ~ , = (~-.ID(k ~ ( ~ , I ) ,(o
e Y,
I
= *0
°
in Q=
(7.96a)
~(~I 1
'(~t (0"" } = @I E ~(A~DlJ
i n CI;
@ = 0
on Z;
(7.96b) (7.96c) (7.96d)
With
+I = A;1A~Yz e :%(A~D) = H - l ( { ] ) ,
(7.97)
where AD :Is the p o s i t i v e s e l f - a d j o i n t operator defined by ADh -- -~h,
}CAD) = H2(C~)nH01(C~),
and D is the Dirichlet map as defined (7.96),
in ( 7 , 4 ) .
an equivalent formulation of A s s u m p t i o n
inequa I it7
Thus,
(?.98) b y (7.95),
(H.2} = (1.6)
Is the
93 2
dr"
at
0 is a constant, + 1 e x e r c i s e d at the origin,
open b o u n d e d d o m a i n ~ c R n, n = 1, 2, 3. a s s u m e d in L2(O,T).
and w h e r e 5 is the Dirac mass
a s s u m e d to be an interior p o i n t of the A g a i n the control u is
98
~on-smoothina theory
R.
observat~o~
[T.11].
described
Consistently
below
with
in (7.1271,
def I"~(A~)×~(A~)'
{w0,wl}
and,
e
y = ylxY2
the cost
~nltially,
~
(optimall
regularity
we take (7.117a)
n = 3;
I~(A~)x~(A~)"
n = 2:
(7.117b)
Im(Am1×m(A~1, L
n = I,
(7.117c)
functional T
wl
(7.1i8)
=
0 In (7.117)
we h a v e
as in S e c t i o n
7.5,
that A is the p o s i t i v e or in (6.27),
A h = ~2h; Then
~(A}
self-adjoint
operator
defined
by
= {h e H4(n):
hIF = d h l F
= 0}.
(7.119)
1 = H0(~]I;
(7.Z201
[Gr.1] = {h e H3(f)): hlr = A h l r
• (A ~1
A~4h = -Ah;
~%bstract settlna. model
(1.1),
dynamics
~(A ~) = H 2 ( ~ ) O H o ( ~ ) .
To put p r o b l e m
(1.2),
(7.116)
= 0}; ~(A ¼)
(7.1161-(7.1181
we first o b s e r v e
can be r e w r l t t e n
via
(I+pA)~)wtt
into
(7.120),
abstractly
(7.1211
the a b s t r a c t
(7.121),
that
the
as
(7.122)
+ Aw = 8u,
and t h e n we take as in {7.80), A =
;
;
B =
-A
(as d e f l n e d
Z =Y
Assumption
A =
(I+pA~)-IA:
R =
I.
(7.123)
( Z+pA ~ )
11~3l.
(-AJ-~B
(-AI-IBu
in (7.117));
~e Z ( U , Y ) .
With
U = R 1.
u E ~ 1 we c o m p u t e
=
= -I
[I +pA ½ )-16u
,
(7.1241
99 which we shall
show
the f o u r t h - o r d e r
to b e l o n g
operator
A
to Y.
in
To t h i s
(7.119)
6 E [Ha(~)]" c [~(Aal4)]" where ~
takes
z = A-a/46
A-16
Thus
e L2(~),
= Aa/4
by
holds
on the v a l u e s
(7.124),
AssumptiQn (I.12);
by
we recall
in
that
c Ha(G),
~-a146 E L2(G), (7.109).
Thus
for hence
(7.125)
with
(7.109),
~-7: +e/¢z e m(A ~ -e/4) a ~(A~),
n = 3;
(7.126a)
A -~ +e/4z e ~(A ~ -e/4) c ~(A~),
n = 2;
(7,126b)
A -~ +e/4z e ~(A ~ -~/4) c ~(A~),
n = 1.
(7.126c)
I
(7.126),
and
(7.117),
we see
that
assumption
(1.3)
ff = 1.
(H,2}
i.e.,
we have
-1 z =
true with
or
described
end,
we have ~(Aa/4}
=
(1,6|.
in our
This
case,
is e q u i v a l e n t
to the s t a t e m e n t
to its d u a l that
version
for p r o b l e m
(7.115)
w i t h w 0 = w I = 0 we h a v e L: u ~ { w ( t ) , w t ( t ) } = y(t):
w i t h Y as has b e e n
in
preceding (in the
regularlty
smoqth~a
(1.2),
holds
that true
under
R e Z(Y,Z)
with y(t)
(A,1)
that
by u s i n g
and
R).
final
only
"~+~" than
(3.25)
o n R.
We now
smoothing
The
sharper
the
foregoing
syntheses
turn
of
the
and uniqueness
action
observation
to the
of
of the
the observation
G e Z(Y,W)
in the c o s t
= [w(t),wt(t)].
=
of the
(7.125).
of the
the p o l n t w i s e
on the e x i s t e n c e
state
is
order,
property
(7.127)
(7.101)
(7.116)-(7.118).
R a n d G.
(possibly)
(7.127)
space
(7.127)
property
of p r o b l e m
O n the b a s i s
3.1 on
for p r o b l e m
~ C([O,T);Y)
regularity
in S o b o l e v
Theorem
3.3
of the
the r e g u l a r i t y
obtain
operators
L2(O,T)
in the c a s e
measured
of T h e o r e m
operator
As
(non-smoothlng
observation
Assumptio~
note
one would
T < ~
applicability
operator
we
we obtain
palr
The validity [T.11].
variable)
that
qoncluslon: analysis,
Rlccatl
in
section,
space
optlmul
(7.117).
provided
continuous
operator
[L-T.16;
App.
C],
i00
- A = _ ( Z + p A ~ )-i A = -" A ~ + Z
p
a bounded
perturbation
of
-A~/p,
I
(I+P4~) -i
p2
p2
generates
a s.c.
cosine
(7.i28)
o p e r a t o r ~(t)
t o n L2(~)
w l t h ~%(t) = I Z ( r ) d r :
(7.122),
(7.123),
continuous
L2(/~) ~ C([0, T ] ; ~ ( A ~ ) ) .
From
0 we then o b t a i n w l t h u E
eAtBu
[-A~ (t) ! =
where
z = A-~/46
(7.109)
Thus,
(I-I
(I+pA½)-lA¼~(t)zu
i A~/4
( i + p A ~ ) - i~ ( t ) zu
(7.125).
a n d the a b o v e p r o p e r t y
by
(7.130)
satisfied (7.117).
{
Recalling
,
{7.129)
the v a l u e s
of ~(t) w e o b t a i n f r o m
of u in
(7.129),
C([O,T];~(A~s-£/4)x~(A~-~/4)},
n = S;
(7.130a)
C([O,T];$D(A~-&/4)x~9(A}~-~/4)),
n = 2;
(7.130b)
C([O,T];~(AY~-E/4)x~9(AY~-z/4)),
n = 1.
(7.130c)
we see that a - f o r t J o r i
provided
(I+pA)~ )-16
IA I 4
~ L2((]) by
eAtBu ~
~(tl]
that
assumption
the o b s e r v a t i o n
operator
(A.1)
= (3.25)
R E ~(Y,Z),
is
Y as in
satisfies
R R: c o n t i n u o u s ~ (A~-e/4 )x~ (A~ - e / 4 )
(A~-~/4)x~(A ~-~/41
. .
(A~-~ 14 )x~ (A~-z 14 ]
which requires Assumption (7.115)),
that R R be s m o o t h i n g ;
(A,2)
= (3.26)
we o b t a i n
the o p e r a t o r
on G.
n = 3;
(7.131a)
(A~)x~(A~),
n = 2;
(7.131b)
(A")x~(A~),
n = 1;
(7.131c)
[i e.g.,
R
= A
1/16
As in the p r e c e d i n g
that G m u s t h a v e
R R, as d e s c r i b e d
(A~)x~(A~),
by
section
the same s m o o t h i n g
(7.131);
e.g.,
(see
properties
G = A -~-£
on
101
C_ooncluslon:
T < ~
the d y n a m i c s
(7.116}
identified
(smoothing with
above provided
(7.127),
Theorem
3.3 is a p p l i c a b l e
control
on the s p a c e s
R and G are s m o o t h i n g
If the B.C. dwl~
then the c o r r e s p o n d i n g prop e r t y
point
the l i f t i n g p r o p e r t y
that R R and G s a t i s f y
Remark 7-3-
R and G).
interior
~ 0 in
Kirchhoff
(7.117),
has
aw~ ZI by~-
is r e p l a c e d
~ O,
the same r e g u l a r i t y
in terms of the s p a c e s
of the new o p e r a t o r A w h i c h
incorporates
in [T.11]
for the n e w t e c h n i c a l
to w h i c h we refer
in the sense
(?.131).
(7.116c)
problem
operators,
to
of f r a c t i o n a l
the n e w B.C.
This
issues
powers
is p r o v e d
that appear
in
this case. Case T = ~.
As in the p r e v i o u s
(hence u n i f o r m
stabilization)
interior
controls
point
regularity Remark
in (7.117)
7.4.
Similar
Euler-Bernoulli Schr~dinger regularity
in L2(O,T)
equations
theory
exact (7.116)
controllability with
is not p o s s i b l e
(finitely
many)
on the space Y of
IT.8]. analyses
equations
subsection,
for p r o b l e m
with
with
w o r k also
interior point control,
interior
is p r o v i d e d
considerations/conclusions
in the f o l l o w i n g
point
in IT.10]
of S e c t i o n s
controls.
and
two cases:
and
Their
[T.12].
All
7.7 and 7.8
hold
(i)
(il) sharp
the
true mutatis
mutandls.
8.
E~amDle
of a partial
differential
equation
problem satlsfvlna
(H.2R) The p r e s e n t
section
4.1 and 4.2 by m e a n s for h y p e r b o l i c
mixed problems
example w h i c h m o t i v a t e d All a s s u m p t i o n s this case.
serves
type
as we shall
[L-T.20],
[M.I] will be s h o w n 8.1.
Boundary problems
type,
type.
see,
[L-T.23],
control/boundarv of N e u m a n n tVDe.
r, w e c o n s i d e r
is,
of the class
this
while
to be i n s u f f i c i e n t
of both T h e o r e m observation
This
be s h o w n task will
t h e o r y of s e c o n d - o r d e r
With D a n open b o u n d e d smooth boundary
of N e u m a n n
4.1 and 4.2 will
the recent s h a r p regularity of N e u m a n n
control/boundary
the i n t r o d u c t i o n
of T h e o r e m
However,
as an i l l u s t r a t i o n
of a b o u n d a r y
and
earlier
problem
in fact,
(H.2R)
a key
= (1.8).
to be s a t i s f i e d
crltlca]2y
hyperbolic theory
rely on
equations
[L-M] and
inadequate.
o b @ e ~ v a t i o n for h y p e r b o l i c m i x e d A p p l i c a t i o n of T h e o r e m s 4.1 and 4.2
domain
in R n, n > 2, w i t h s u f f i c i e n t l y
the f o l l o w i n g m i x e d
problem
in
of N e u m a n n
101
C_ooncluslon:
T < ~
the d y n a m i c s
(7.116}
identified
(smoothing with
above provided
(7.127),
Theorem
3.3 is a p p l i c a b l e
control
on the s p a c e s
R and G are s m o o t h i n g
If the B.C. dwl~
then the c o r r e s p o n d i n g prop e r t y
point
the l i f t i n g p r o p e r t y
that R R and G s a t i s f y
Remark 7-3-
R and G).
interior
~ 0 in
Kirchhoff
(7.117),
has
aw~ ZI by~-
is r e p l a c e d
~ O,
the same r e g u l a r i t y
in terms of the s p a c e s
of the new o p e r a t o r A w h i c h
incorporates
in [T.11]
for the n e w t e c h n i c a l
to w h i c h we refer
in the sense
(?.131).
(7.116c)
problem
operators,
to
of f r a c t i o n a l
the n e w B.C.
This
issues
powers
is p r o v e d
that appear
in
this case. Case T = ~.
As in the p r e v i o u s
(hence u n i f o r m
stabilization)
interior
controls
point
regularity Remark
in (7.117)
7.4.
Similar
Euler-Bernoulli Schr~dinger regularity
in L2(O,T)
equations
theory
exact (7.116)
controllability with
is not p o s s i b l e
(finitely
many)
on the space Y of
IT.8]. analyses
equations
subsection,
for p r o b l e m
with
with
w o r k also
interior point control,
interior
is p r o v i d e d
considerations/conclusions
in the f o l l o w i n g
point
in IT.10]
of S e c t i o n s
controls.
and
two cases:
and
Their
[T.12].
All
7.7 and 7.8
hold
(i)
(il) sharp
the
true mutatis
mutandls.
8.
E~amDle
of a partial
differential
equation
problem satlsfvlna
(H.2R) The p r e s e n t
section
4.1 and 4.2 by m e a n s for h y p e r b o l i c
mixed problems
example w h i c h m o t i v a t e d All a s s u m p t i o n s this case.
serves
type
as we shall
[L-T.20],
[M.I] will be s h o w n 8.1.
Boundary problems
type,
type.
see,
[L-T.23],
control/boundarv of N e u m a n n tVDe.
r, w e c o n s i d e r
is,
of the class
this
while
to be i n s u f f i c i e n t
of both T h e o r e m observation
This
be s h o w n task will
t h e o r y of s e c o n d - o r d e r
With D a n open b o u n d e d smooth boundary
of N e u m a n n
4.1 and 4.2 will
the recent s h a r p regularity of N e u m a n n
control/boundary
the i n t r o d u c t i o n
of T h e o r e m
However,
as an i l l u s t r a t i o n
of a b o u n d a r y
and
earlier
problem
in fact,
(H.2R)
a key
= (1.8).
to be s a t i s f i e d
crltlca]2y
hyperbolic theory
rely on
equations
[L-M] and
inadequate.
o b @ e ~ v a t i o n for h y p e r b o l i c m i x e d A p p l i c a t i o n of T h e o r e m s 4.1 and 4.2
domain
in R n, n > 2, w i t h s u f f i c i e n t l y
the f o l l o w i n g m i x e d
problem
in
of N e u m a n n
102
Wtt-Aw+w
w(o,.)
(8.1a)
= O
= w0; wt(0,.)
wI
=
= %~
(As n o t e d
in R e m a r k
regular.)
8.1 below,
The optimal
preassigned,
control
(8.1b)
in
n;
in
Z =
(O,T]xr.
(8.zc)
the c a s e d i m ~ = 1 is m u c h problem
is now:
with
more
O < T
~, see Remark 8.2; thus
the injection H2a-~(~} ~ H~(~} Putting together
(8.21),
(8.25),
and (h.5) = (4.17)
not follow instead, Conclusion. (H.2R),
~
H~lZl
(8.27)
Conculsion
(8.277 would
We have verified all the required assumptions (h.5) for problem
(8.1),
(8.2).
to this problem.
(1.3),
Thus,
both
We obtain the
specialization:
Theorem 8.1. observation (i)
~(z)
is verified.
4.1 and 4.2 are applicable
following
(8.26)
using the earlier theory a = ~.
(h.O) through
Theorems
is compact.
and (8.28), we obtain
L~R*RL0: c o m p a c t as desired,
(8.25)
Wi~h reference problem
(8.1),
to the optimal boundary control/boundary
(8.2), we have:
there exists a unique solution of the DRE, v x,z q HI(~)xL2(~), d
(P(t)x,z)
-
I = (EIIF'ZIIF)L2(F)-(P(t)X'AZ) H_(Q)xL2(n ) H_(~)xL2(n ) I
(P(t)Ax'Z)Hl(~)xL2(n) +([P(t)x]21F,[P(t)z]21F)L2(F
1
w i t h P(T) = O, where we write P(t)x = {[P(t)x]1,[P(t)x]2} the two components (ii)
Uniqueness
(8.287
for
in Hl(n)xL2(~).
is within the class of the following properties: ~w
_> O,
0 ( t < T (* ~n HI(QTxL2(~));
(8.29}
(ii I )
P(t)
( i i 2)
P(t) E ~(HI(fl)×L2(Q);C([0, T];HI(D)×L2(Q));
(8.30)
(~i 3)
tf[P(t)x][FI[C([O,T];L2(F))
(a.31)
=
P
(t)
~ CTllXl! 1 H (N)xL2(N)
107
(lli)
The p o l n t w l s e
feedback r e p r e s e n t a t l o n
of the u n i q u e optimal pair
for the problem starting at t = 0 is:
lwt(t;Wo, Wl) (iv)
The optimal
cost is
lw°( • ;Wo,Wl) I
(V)
The optimal
lu°(.,t;X) lH~
sup
ly°(.,t;x) l
0~t~T
where x = {w0, wl},
Remark 8.3. problem
(8.33)
the regularity
~ CTIXlH 1
(~t)
(Q)xL2(Q)
~
C([t,T];Hl(n)xL2(n))
properties:
(8.34)
;
CT]X I HI(Q)xL2(Q)
(8.35)
y0 = /w0,w0%
We can also use the setting of Section
(8.1),
problem.
3
pair satisfies
sup
O~t~T
2
(8.2);
However,
in particular,
3.3 to treat
we can apply Theorem 3.3 to this
in order %o do so, we must take now 1-a
y
= Ha(~)xHU.-l{~)
instead of the smoother
= 2)(A¢/2)x[2)(A 2 ) ] ,
(8.36)
space Y = HI(~])xL2(Q) as in (8.3).
To t h i s
end, all we need is the following: Ve~ificatlon of a s s u m m t l o n ~n (8.36}.
(A.Z) = (3.~5) w i t h U = z = L2(F) a~d Y as
Since ~ > ~ in the sharp theory
trace theory that the operator R (D1rlchlet R ~ Z(Y;Z). (8.15)
Moreover,
This,
•
( R e m a r k 8.2),
trace)
we h a v e by
in (8.8) satisfies
ReAtBu ~ L2{~ ) = L2(O,T;Z ) w i t h u ~ U = L2(F) by
combined wlth
R =
e L(Z;Y),
shows
(3.25) as desired.
II.
ApproxlmatiQntheory
9.
Num~rlcal a m p r o x l m a t l o n s of the s o l u t i o n to the_abstract Differential and Alaebralc Riccatl Euuatlons The main goal of thls section
numerical
algorithm
is twofold:
for the computation
(1) to formulate a
of the s o l u t i o n
to the
•
107
(lli)
The p o l n t w l s e
feedback r e p r e s e n t a t l o n
of the u n i q u e optimal pair
for the problem starting at t = 0 is:
lwt(t;Wo, Wl) (iv)
The optimal
cost is
lw°( • ;Wo,Wl) I
(V)
The optimal
lu°(.,t;X) lH~
sup
ly°(.,t;x) l
0~t~T
where x = {w0, wl},
Remark 8.3. problem
(8.33)
the regularity
~ CTIXlH 1
(~t)
(Q)xL2(Q)
~
C([t,T];Hl(n)xL2(n))
properties:
(8.34)
;
CT]X I HI(Q)xL2(Q)
(8.35)
y0 = /w0,w0%
We can also use the setting of Section
(8.1),
problem.
3
pair satisfies
sup
O~t~T
2
(8.2);
However,
in particular,
3.3 to treat
we can apply Theorem 3.3 to this
in order %o do so, we must take now 1-a
y
= Ha(~)xHU.-l{~)
instead of the smoother
= 2)(A¢/2)x[2)(A 2 ) ] ,
(8.36)
space Y = HI(~])xL2(Q) as in (8.3).
To t h i s
end, all we need is the following: Ve~ificatlon of a s s u m m t l o n ~n (8.36}.
(A.Z) = (3.~5) w i t h U = z = L2(F) a~d Y as
Since ~ > ~ in the sharp theory
trace theory that the operator R (D1rlchlet R ~ Z(Y;Z). (8.15)
Moreover,
This,
•
( R e m a r k 8.2),
trace)
we h a v e by
in (8.8) satisfies
ReAtBu ~ L2{~ ) = L2(O,T;Z ) w i t h u ~ U = L2(F) by
combined wlth
R =
e L(Z;Y),
shows
(3.25) as desired.
II.
ApproxlmatiQntheory
9.
Num~rlcal a m p r o x l m a t l o n s of the s o l u t i o n to the_abstract Differential and Alaebralc Riccatl Euuatlons The main goal of thls section
numerical
algorithm
is twofold:
for the computation
(1) to formulate a
of the s o l u t i o n
to the
•
108 D i f f e r e n t i a l and A l g e b r a i c Riccati E q u a t i o n s (5.1);
(DRE)
(3.25) and
(ARE)
(ii} to present the relevant c o n v e r g e n c e results. To b e g i n with, we i n t r o d u c e a family of a p p r o x i m a t i n g subspaces
V h c y 0 ~(B
), where h, 0 < h ~ h 0 < ~,
d i s c r e t i z a t i o n w h i c h tends to zero.
is a p a r a m e t e r of
Let ~ h be the o r t h o g o n a l
p r o j e c t i o n of Y onto V h, with the usual a p p r o x i m a t i n g p r o p e r t y ll~hY-yIIy ~ O,
y e Y.
(9.1)
Let Ah: V h ~ V h and Bh: U ~ V h be a p p r o x i m a t i o n s of A, r e s p e c t i v e l y B, w h i c h s a t i s f y the usual,
natural requirements:
(1)
~ h A - 1 - A ; I ~ h ~ O, s t r o n g l y in Y;
(9.2a)
(il)
llA-l(Bh-B)ully ~ O, u ~ U.
(9.2b)
We consider
the following a p p r o x i m a t i o n of the DRE
(3.25) and ARE
(0.I): (Ph(t)Xh,Yh)y+(AhPh(t)Xh, Yh)y+(Ph(t)AhXh, Yh)y+(RXh, RYh)Z = (BhPh[t)Xh,BhPh(t)Yh)u ;
(Ph(T)Xh, Yh}y = (G Gxh, Yh),
DRE h (9.3)
v xh, Y h ~ Vh;
(AhPhXh,Yh)y+(PhAhXh, Yh)y+(RXh, RYh)z = (BhPhXh, BhPhYh) U • xh, Y h e V h. Our m a i n goal is to prove that,
under natural a s s u m p t i o n s w h i c h are the
d i s c r e t e c o u n t e r p a r t of the h y p o t h e s i s of the c o n t i n u o u s case, we have
(ARE) h (9.4)
(H.I) = (1.5) or
(among other things):
(H.2) = (i.6)
in the case of
the D i f f e r e n t i a l Riccatl E q u a t i o n P h ( t ) ~ h X ~ P(t)x,
s t r o n g l y in C([O,T];Y),
x e Y;
(9.5)
B h P h ( t ) ~ h X ~ B P(t)x,
s t r o n g l y in C([0, T];U},
x E Y;
(9.6)
and in the case of the A l g e b r a i c Riccati Equation, (i)
Ph ~ p"
s t r o n g l y in Y;
(g.7)
109
B h P h ~ B P, in a technical sense to be made precise;
(9.8)
(ill) A l t h o u g h there are a n u m b e r of p a p e r s in the l i t e r a t u r e w h i c h deal w i t h the problem of a p p r o x i m a t i n g RE, most of these w o r k s [B-K.1],
[K-S.1],
bounded.
[I-T.1],
treat the case w h e r e the input o p e r a t o r B is
W h e n instead B is g e n u i n e l y unbounded,
difficulties arise.
[G.1],
an a r r a y of new
Some of them are the same w h i c h are a l r e a d y
encountered in the continuous case treatment; some others are new, are i n t r i n s i c a l l y c o n n e c t e d w i t h the a p p r o x i m a t i n g schemes.
and
We llst a
few.
(a)
Open loop approximation.
Consider
the input ~ s o l u t i o n
operator t
(9.1o)
(Lu)(t) = f e A ( t - T ) B u ( r ) d r . 0 Under either h y p o t h e s i s the o p e r a t o r L is continuous:
(H.I) = (1.5), or else h y p o t h e s i s L2(0,T;U) ~ L2(O,T;Y)
C([O,T];Y)
in the case of a s s u m p t i o n
assumption
(H.1) w i t h Y < ~, or with ~ = M, w h e n A has a Riesz basis on
Y).
(H.2),
(H.2),
(indeed
and also in ~he case of
In the c o r r e s p o n d i n g approximation theory,
the q u e s t i o n arises
whether the d i s c r e t e map t (LhU)(t)
= f eAh(t-rlBhu(rldr
(9.11)
0 which is continuous:
L2(0, T;U) ~ L2(0, T;Vh),
operator L2(O,T;U) ~ L2(0, T;Y), h.
(For instance,
is a l s o c o n t i n u o u s as an
u n i f o r m l y w i t h respect to the p a r a m e t e r
one may take B h = ~ h B, w h e r e we note that ~ h B is
well d e f i n e d s i n c e V h ~ ~ ( B
) by assumption:
(~hBU, V h ) y = (BU, Vh) Y = (u,B vh)U). In the case where B is bounded,
this s t a b i l i t y r e q u i r e m e n t
the a p p r o x i m a t i o n of A is consistent, follows via Trotter-Kato theorem.
i.e.,
Instead,
subject
(9.12) is true if
to (9.2),
as it
in the case w h e r e B is
110
unbounded,
special c a r e
a p p r o x i m a t i o n scheme, (b)
must be exercised to select a s u i t a b l e
which guarantees the above s t a b i l i t y requirement.
~ p o r o x l m a t l o n of oaln ooerators B Ph(t),
here is that even if (9.5) clear that
(9.6)
(resp.
(resp.
(9.7)) holds true,
(9.8)) will also follow.
(9.6),
Thus,
B is g e n u i n e l y unbounded,
w h i c h are not present
such as it arises in b o u n d a r y control and
In the B - b o u n d e d case.
offers new challenges
In order to cope w l t h
we n e e d - - a s in the c o n t i n u o u s c a s e - - d i s t i n g u i s h
b e t w e e n d y n a m i c s w h i c h satisfy a s s u m p t i o n which satisfy assumption
(H.I) = (1.5) and dynamics
(H.2) = (1.6).
9.1.
A p D r o x l m a t l o n fo~ ~he fH.1)-class
9.1.1
ApDroximatlon assumptlon~
A D D r o x i m a t l o n of A.
as to obtain
in the case w h e r e the operator
for partial differential equations,
these difficulties,
special c a r e
(9.8) for the gain o p e r a t o r s .
a theory of a p p r o x i m a t i o n s
point control
The problem
it is far from
Thus,
must be given in s e l e c t i n g the a p p r o x i m a t i n g schemes, convergence
B Ph"
Let Ah: V h ~ V h be an a p p r o x i m a t i o n of A w h i c h
s a t i s f i e s the f o l l o w i n g requirements: (A.1)
(uniform analytlcity) IAheAh t IX(y)
~ ~C e (w+z)t •
t > 0
(9.13)
d i s c r e t e a n a l o g of (H.1), where the constant C is u n i f o r m w i t h respect to h; (A.2)
I~hA-I-A;IEhlZ(y)
~ % p p r o ~ m a t l o n of B.
< Oh s
for some s > O.
(9.14)
We shall assume that the o p e r a t o r B: U ~
and Bh: U ~ V h s a t i s f y the following " a p p r o x i m a t i o n "
[~(A )]"
properties,
where
and s w e r e d e f i n e d above (A.3)
('inverse a p p r o x i m a t i o n property')
* JIB*XhJ~u+NBhXh~IU _< C h-~ sllXhllH , (A.4)
f
%
HBS(]~h-I)X~Iu 0 can be a r b i t r a r i l y small: (li)
I~hR(~,A)-R(l,Ah)~hlZ(y)
containing some ~/2
(lii)
~ C h s, s > 0
c° "A";, where Z a p p [A) = closed triangular in A e Z appl
uniformly
the axis
sector
[-~,a] and delineated by the two rays a+p ±I@ for
.
(~(A),Y) uniformly
(9.i0)
< ~ < 2~; a = w+z;
leAht~h-~heA*tl
in t > 0 on compact subintervals.
is
for most of the schemes and
condition for (A.1) to hold is the u n i f o r m c o e r c l t l v l t y
the bllinear
9.1.2
(A.I)
in each case.
examples which arise from analytlc semlgroup problems. sufficient
by
mixed methods,
The property of u n i f o r m a n a l y t l c l t y
not a standard a s s u m p t i o n and needs to be v e r i f i e d However,
(9.18)
They are consistent with the r e g u l a r i t y of
operators A and B.
typical schemes
x e ~((A*)~).
~ C hs
('9.21)
112 R e m a r k 9.2.
We c o n s i d e r the special case of c o e r c i v e b i l i n e a r forms,
and s h o w that in this case a s s u m p t i o n W i t h Y the g i v e n Hilbert space,
(A.1) is a u t o m a t i c a l l y satisfied.
let W be a n o t h e r H i l b e r t s p a c e for
w h i c h the i d e n t i t y W c-~ y is continuous.
A s s u m e that the o p e r a t o r A
s a t i s f i e s further the following conditions: (i)
c o n t i n u i t y of s e s q u i l l n e a r form on W: there exists a constant K s u c h that
l(Ax, y)yl ~ KIIxUwllyll w (li)
(G~rding inequality)
v x,y e w;
there exist p o s i t i v e c o n s t a n t s cl,c 2 such
%hat 2 Re(-Ax, x)y ~ cl~[xHW
-
c211xll~,
v x ~ W,
so that -A+c2I is W - e l l i p t i c or coercive. Then, as is well known,
e.g.
[Sh., p. 99],
the o p e r a t o r A
a c t u a l l y g e n e r a t e s an a n a l y t i c s e m i g r o u p on Y. W i t h V h the a p p r o x i m a t i n g subspaces i n t r o d u c e d before,
define
Ah: V h ~ V h by (AhXh, Yh)y = (AXh, Yh) Y. Then, conditions
xh, Y h ~ V.
A h s a t i s f i e s a u t o m a t i c a l l y the c o n t i n u i t y and G a r d i n g
(1) and
(ii) above w i t h the same c o n s t a n t s K, cl,
i n d e p e n d e n t l y of h > 0.
Therefore,
the very
same
c2,
a r g u m e n t w h i c h proves
a n a l y t l c i t y of e At in the continuous case, verbatim)
once a p p l i e d ( e s s e n t i a l l y Aht yields that e s a t i s f i e s the uniform
to the d i s c r e t e case,
analyticlty condition
(A.1), w i t h constant C i n d e p e n d e n t of h.
9.1.3. A p p r o x i m a t i o n of d y n a m i c s and of contPol D r o b ~ e m s ~ Riccatl eauatlon
•
Related
We n o w i n t r o d u c e an a p p r o x i m a t i o n of the control p r o b l e m and of the c o r r e s p o n d i n g RE. Control oroblem.
G i v e n the a p p r o x i m a t i n g d y n a m i c s Yh(t) c V h such that
yh(t)
= AhYh(t)+BhU(t);
y(O)
= ~hy 0
(9.22)
minimize T J(U'Yh(U))
~
~[IRYh(t)12+lu~t)l~ ~dtz 0
.
(9.231
113
where
T < ~ in the
optimal
solution
~ccatl
Eauat~on.
Riccati
Equation
case
to
of
the DRE
(9.22),
(9.23)
and T = @@ in c a s e (which w e s h a l l
The approximation
of the ARE.
see
later
The
to exist)
the D i f f e r e n t l a l / A l g e b r a l c
of
is d e f i n e d by e q u a t i o n
(DREh)
=
(9.3),
(ARE) h =
{9.4)
wlth B h .
9.1.4.
Main
Differential
Theorem
Ricca~i
9.1.
(DRE)
G G • Z(Y;~(A*)). and
(A.1)
=
Then solution
of
E~uation.
Assume
The m a i n
hypothesis
In a d d i t i o n ,
(9.13) there
Ph(t)
following
of a o D r o x i m a t l n u s c h e m e s
results
through exists
(A.6)
=
(H.I)
(9.3)
=
is
(1.5)
and moreover
the a p p r o x i m a t i n g (9.18)
h 0 > 0 such
the D R E h =
properties
let
result
for ali
exists,
(9.1)
true.
hold
that
that
properties
0 < h < h 0'
is unique,
and
the
satisfies
the
as h~O: cT • Y 0 < p ~ I ;
l[Ph(t)~h-P(t)]X[c([O,T];y)
I[B P ( t ) - B u o uOl
h-
If,
o
~ O,
Ph(t)~h]xlC([O,T];U)
~
x ~ Y;
O,
o
V h c ~(A~)
and
the
(9.25)
x e Y; I
C¢[O,T);U)+IYh -y IC([O.T];y)+I
in a d d i t i o n ,
following
(9.24)
norm
(9.26)
~
o.
(9
equivalence
"
holds
{A Xht ~ {AhXh{,
(9.28)
then IA*~[Ph(t)~h-P(t)]Xlc([O,T];y)
Alqebralc in t h e
Riccatl
case
conditions satisfied
Equatlon.
of the ARE, which
it
guarantee
In o r d e r
to o b t a i n
is n e c e s s a r y that
b y the a p p r o x i m a t i n g
I
(9.29)
approximation
results
to i m p o s e
the F i n i t e problem
X ~ Y.
~ O,
Cost
(notice
some
approximation
Condition that
this
(i.9) does
is
not
114 a u t o m a t i c a l l y follow from the fact that the F.C.C. c o n t i n u o u s problem). sufflclent,
holds true for the
B e l o w we impose c o n d i t i o n s w h i c h are o n l y
but w h i c h are s a t i s f i e d by all a n a l y t i c e x a m p l e s to be
c o n s i d e r e d in Section I0. For the present (H.1) = (1.5),
'analytic'
class,
the Finite Cost C o n d i t i o n will be g u a r a n t e e d by the
followlng Stabillzabllity Condition (S.C.)
subject to a s s u m p t i o n
[B F • Z(Y,U) ,^(A+BF)t } j=
(S.C.)
such that the s.c. a n a l y t i c s e m l g r o u p
[as g u a r a n t e e d by (1.3))
is e x p o n e n t i a l l y
(9.30)
]stable on Y:
/
-~F t
L
e(A+BF)tI[z(Y) ~ MF e
for s o m e ~F > O.
Our main results are f o r m u l a t e d in the theorems below.
T h e o r e m 9.2.
(ARE)
[L-T.2],
[L-T.19] Assume:
I. The continuous h y p o t h e s i s Stabilization Condition and,
(9.30},
(H.I) = (1.5),
the a b o v e
the D e t e c t a b i l i t y C o n d i t i o n
(5.10},
in a d d i t i o n either R > 0
ii)
(9.31)
ii)
or
A-1KR: Y ~ Y compact; *^*-i
either B A
{((i) ii)
: Y ~ U compact
(9.32) or F: Y ~ U compact.
II. The a p p r o x i m a t i o n p r o p e r t i e s (A.6} = (9.18).
Then there
s o l u t i o n Ph to t h e e q u a t i o n following convergence
(9.1),
(A.1) = (9.13) t h r o u g h
exists h 0 > 0 s u c h that for all h < ho, (ARE) h = (9.4) exists,
the
is u n i q u e and the
p r o p e r t i e s hold:
le-Ah'ptjz(y
) .< C e - ~ p t P
> 0,
(9.33)
w h e r e Ah, p - Ah-]]hBB'Ph;
^ "1-p IAh PhlZ(Y)
~ 1~*½-Pp A½-P -'" h h lZ(y)
IIPhT[h-PIIz(y)
.< C h ~0 ~ 0
~ C, as h i 0 ,
for any 0 < p < 1;
v ~'0 < s ( 1 - ~ ) ;
(9.34)
(9.35)
115
llShPh~h-B PIIL(Y;U) ~ 0 for all. ¢0 < s(l-~),
~'~pt
sUp e t>_O
as hgO, x e Y,
0
O, as h$O,
s u p t & eWP tllyh{, O.t,llhx)_y " " O , t ,x)llz(y) O
O;
(9.407
for all SO < s(1-~),
13(u:(. on nhxT,V:(.,~hXT)_j(uO(, o. x), o(.,x)l Moreover,
if in addition,
.
~.
c
h
~0
for some 0 < 8 < 1, V h c ~(~e)
ll(~*)eXhlly _< Cell(A~)exhlly , or
-.
(9.41)
O.
and
(~*)e(~h-1)e ~ Z(Vh, Y),
(9.42)
then ^*
e
}I(A ) (Ph~h-P)XJ}y ~ 0
(9.43)
as h~O, x ~ Y, 0 ~ ~ < i;
II(A )e (Ph]~h-P)A xlly-, 0
as h$O,
Assumption
is c e r t a i n l y
the case when A is coercive and A h is a s t a n d a r d Galerkln
Remark 9.4.
of A: l.e.,
Theorem 9.3.
(ARE)
Thls
[]
(or, more generally,
and A2: Y D ~((-A171-z)
take e = ~ in (9.44).
true wlth ~ = ~.
(AhXh, Yh) y = (AXh, Yh) y.
If A is self-adjoint
with A 1 self-adjoint
holds true:
typlcally holds
(9.44)
11
Remark 9.S.
approximation
(9.42)
x ~ Y, 0 _< ~ < ~.
If A = AI+A 2,
~ Y is bounded),
one can
M
(i) The following u n i f o r m e x p o n e n t i a l
stabllity
116
II-~ ( Y ) " "< ~; e
under the same assumptions (ii)
(9.45)
,
of Theorem 9.2.
Moreover,
sup t~O
e
m
~(y)
Theorem 9.2 provides
the basic convergence
results
for the optimal solutions
of the approximating
the c o r r e s p o n d i n g
operators, and gain operators,
quantities
Riccatl
of the original problem
(I.i),
It states
once acted upon by the discrete
g i v e n by Uh(t,~hX)
= -B PhYh(t,x)
yields
(with rates)
(9.22),
(9.23),
to the same
(1.2).
The advantage of Theorem 9.2 is this:
original system,
problem
(9.46)
that the
feedback control
(uniformly)
law
exponentially
stable solutions. R e m a r k 9.5.
Instead of the original
introduce an equivalent C21Xhly. discrete adjolnt
inner product
In some situations,
inner product operators
R e m a r k 9,6.
inner product (Xh, Yh)Yh,
where CllXhl Y ~ IXhlYh
it is more convenient
( , )Yh as to simplify
for the discrete problem.
The literature
(Xh, Yh) Y , one can
on a p p r o x i m a t i n g
to work with a
the computations
for the
• schemes of optimal
control
problems and related Riccatl equations g e n e r a l l y assumes (i) convergence properties
of the
'open loop'
solutions,
i.e.,
of the maps u ~ y of the continuous problem; (ii)
"uniform s t a b i l i z a b i l i t y / d e t e c t a b i l i t y "
approximating In contrast,
hypotheses
for-the
problems. our basic assumptions
are:
(a) stabilizabillty/detectability hypotheses the continuous
(S.C.)/(D.C.)
of
system;
(b) a "uniform analyticlty"
hypothesis
(A.1) on the
approximations. Starting properties
from
(a) and
(b), we then derive both the c o n v e r g e n c e
of the open loop and the uniform s t a b i l i z a b i l i t y /
117
d e t e c t a b i l i t y hypotheses--(1) assumptions
and
(il) a b o v e - - w h l c h are taken as
in other treatments.
Thus,
the theory p r e s e n t e d here is
"optimal," in the sense that it assumes o n l y what is s t r i c t l y needed. Indeed,
it can be shown that a s s u m p t i o n s
only sufficient,
but also necessary,
(A.I),
{S.C.)/(D.C.)
are not
for the m a i n t h e o r e m s presented
here. These c o n s i d e r a t i o n s are an important aspect of the entire theory since,
in the case where B is an u n b o u n d e d operator,
the
requirement of c o n v e r g e n c e L h ~ L of the open loop s o l u t i o n s is a v e r y strong a s s u m p t i o n as remarked before.
Generally,
bounded,
it may well h a p p e n that the
and the scheme is consistent,
scheme is not even stable;
i.e.,
even w h e n L is
L h may not be u n i f o r m l y b o u n d e d in h.
The p r o p e r t i e s of the c o m p o s i t i o n eAts may not be r e t a i n e d in the Aht approximation e B h. Special care must be e x e r c i s e d in a p p r o x i m a t i n g B. T h e o r e m 9.2 p r o v i d e s rate of c o n v e r g e n c e ~(h s(1-Y)) a p p r o x i m a t i n g problem.
This rate is, in general,
for the
non-optimal,
as it
does not reflect the r e g u l a r i t y properties of the o r i g i n a l c o n t i n u o u s problem.
More precisely,
the regularity p r o p e r t i e s of the Riccatl
operator
(given by (5.2)},
together with the approximation
property
(A.2) s u g g e s t s that the optimal rate of c o n v e r g e n c e of Rlccatl Operators r e c o n s t r u c t i n g this r e g u l a r i t y s h o u l d be l(Ph-Pllz(y)
Similarly,
because of estimate
(Theorem 5 . 2 ) ,
(9.19),
one would expect
s e m i g r o u p Would r e t a i n
eAP t
{
that
convergence
and because
exp(Ap)t
the approximating
properties
eAh'Ph t
-
(9.47)
= ~(hS(1-~)).
[z(YI
similar
C h s8
~ ~
is
analytic
feedback to
(9.19),
i.e.,
~t
e
(9.4a)
where
Ah, Ph
If the o p e r a t o r B is b o u n d e d above rates of c o n v e r g e n c e Even more,
(i.e., B e ~(U,Y)
(9.47),
if A-~B ~ Z(U,Y),
Ah-BhB;P h .
(9.49)
and ~ = 0),
then the
(9.48) are g i v e n by T h e o r e m 9.2.
Theorem 9.2 p r o v i d e s the c o n v e r g e n c e rates
118
equal
to ~ ( h S ( 1 - q ' / %tl-E),
following
question
at c o n v e r g e n c e , A-qB
(9.47}
e ~[U;Y),
Below
~ > 0
we shall
provided,
instance,
A h,
of c o n v e r g e n c e
operator
'nonoptimal'
a positive
B h.
While
are valid
if ~ > O.
to o b t a i n
in the u n b o u n d e d
(particularly,
in the answer
care
for a n y
case,
interesting
is g i v e n
consistent
subject
to
will
Thus,
the o p t i m a l
to the a b o v e
i.e.,
case
results
7 > M)?
question,
with
require,
the
(i.e.,
(9.47),
(9.48))
hypotheses
imposed
on the approximations of
of
A h,
Bh
optimal
(for rates
in general, the u n b o u n d e d
B.
Finally, optimal
rates
it s h o u l d require
the n e c e s s i t y optimal
of
'rough
asserts,
preserve
The
in the
the s i n g u l a r
crucial
role
roughly
speaking,
that
we shall
and
additional
A h are
the
following.
(A.7)
Let U
c U c U be r0 _ r1
(1)
I[A;IBh-A-IB]Uly
two H i l b e r t
IBh_~-IB]ul
abstract
result
perturbations with
results.
for the o p e r a t o r s
spaces
hOlUlu
Ch
such
that
;
rOluIu
• r0
where
0 ~ r 0 ~ s, a n d p
Let Y
be a n o t h e r
> O.
Hilbert
space
r1 y
D ~9(A 1-&) n ~ ( ~ i - £ ) rI
and
the
by the
r1
cii) JEI
of
of
of d i s c r e t i z a t i o n .
our m a i n
~ C
bounded
the
because
{at the origin) is p l a y e d
stabilizability'
approximatlon p r o p e r t i e s
The
is so,
a perturbation
relatively
'uniform
of the p a r a m e t e r formulate
end
with
of B - u n b o u n d e d ,
This
behavior
to this
together
analytlcity'
case
analysis.
estimates
independent
Below,
that
delicate
data'
'uniform
estimates
be n o t e d
a more
'tracing'
solutions.
so-called
(A.8)
the
the r a t e
approximations
(A.1)-(A.S),
the
rates when
to the s e l e c t i o n
the c o n v e r g e n c e
B h = B or B h = ~ h B)
additional
which
(9.48)
very s p e c i a l
however,
~ ( h S ( l - ~ ) / t 1-&)
are
is it p o s s i b l e
and
provide
approximations
which
arises:
such
that
for s o m e
a > O,
B h and
119 (i)
^ -1+~ A B • Z(Url;Y);
(1i)
*"*-1 *^*-1 I[BhAh -B A ]YlUrl
A-IB e ~(Ur0;Yrl), rl c
h
lylz
,
r1
where 0 ~ r I ~ s. (A.9)
B •^A ~-2+6 e ~(Y;Ur6);
(i)
B*A*-I+eA -l+& e Z(Y;U).
(ii) There exists n > 1 such that [B*~*-I~-IB.n J
Theorem g.4. [Las.6] assume hypotheses C independent
¢ Z(U, Uro).
In addition to the hypotheses of T h e o r e m g . 2 ,
(A.7)-{A,9).
Then with
• > 0 arbitrarily
small,
of h and t,
(i)
IP-Phl~(y)
(ii}
IBhPh-B P[~(y) ~ C h-~(s+~)[hS+hr0+hrl].
~ c[hs(1-~)+hr0+hrl];
Theorem g.5. [Las.6] Assume t h e same hypotheses as above. exists w0 > 0 such that for any ~ > 0, t > 0, (i)
-~0 t 0 }(y 0 -yh)(t)Iy ~ Cetl_z IXly[h s( I-~) +hr0*hrl];
(il)
[ (u -u h) (t) IU
0; V Y0 ~ Y" ~ u h G L 2 ( 0 , ~ ; U ) such that J(U, Yh(U)) ( ~ly01 ~. (D.C.)h (uniform D e t e c t a b i l i t y Condltion):
(9.65)
There exist Kh: Z ~ V h such
that
IX~Xhl z S C[l~Xhlu+lXhly],
(9,66~
124 and AKht
Ie where
AKh = Ah-KhR. I.
-wit
I~(y)
~ c e
(9.67)
,
Then:
(convergence
of Hiccati
operators)
IPh, hX-PXly ~ O, Ap,ht
Ie
(9.68)
x e y, -~0 t
Xnl Y ~ 0 e
(9.69)
IXhly,
8
where Ap, h = Ah-BhBhP h.
(convergence of optimal solutions)
II.
0
0
0
0
0
0
~ O;
(9.70)
Iyh- Y IL2(O,®;y) -. O;
(9.71)
lUh-U I L 2 ( O , . ; U )
lyh- Y Ic(O,o.;y)
(9.72)
-* O.
Hence ht
le AP, le Ill.
(iS)
~ O;
(9.73)
Ap h t Apt " ~hx-e Xlc(o,~;y ) ~ O.
(9.74)
(convergence
(1)
Ap~
~hx-e
of "gain"
IBhPh, hXlu For each x E ~(AF)
XJL2(O,~;y)
operators)
]B PXlu,
x e ~(A).
there exists a sequence
(9.75)
x h E Yh such that
x h ~ x in Y and m
IBhPhXh-B Pxl The proof of the above theorem provides operators the model.
theorem
We notice
O.
m
(9.78)
is given in [Las.3].
us with the convergence
and the gain feedbacks
~
theory
with minimal
that the convergence
This
for the Riccati
assumptions
imposed
of the gain operator
on
holds
on a dense set in Y, and not on the whole space Y.
This
with the continuous
B P is only densely
defined.
theory,
where
the gain operator
Is consistent
125
Remark 9.8. analytic
Note
that
semigroup)
nume r i c a l l y continuous
in both
the above
the p r o p e r t i e s case.
and u n b o u n d e d
operators
B, we o b t a i n s t r o n g
on the full space Y, w h i l e operators
regularity
9.2.4.
(i)
"optimally"
Note
(1.5),
analytlcity arbitrary
9.1--we
(9.67).
these p r o p e r t i e s (A.1)
semigroup,
=
these p r o p e r t i e s
in general
They m a y fail,
[L-M],
fact:
[M.1],
(ii)
All
•
need
rather
(delay) These
"uniform
to be e s t a b l i s h e d
sensitive
Negative
equations,
condltlons
assumptions
problem.
requirements of c o n s i s t e n c y
Indeed,
are
to the
A s h o u l d be scheme.
(B.1)-(B.4)
(B.I)
if an examples
are r e l a t e d
operator
They are c o n s i s t e n t
scheme. and scheme
wlth spline
by the c h o s e n a p p ~ o x l m a t l n g
ones.
Conditlon"
in the case of an
of the a p p r o x i m a t i o n
of the o r i g i n a l
the r e m a i n i n g
minimal
imposed on the c o n t i n u o u s usual
problem).
to a s s u m p t i o n
from the
is selected.
[P].
The s p e c t r u m
approximated
in fact,
the
the a n a l y t i c
in the case of B bounded,
scheme
in the case of r e t a r d e d
"faithfully"
and,
even
approximating
approximations following
are
with
case subject
Instead,
conditions
even
hold
the " u n i f o r m F i n i t e Cost
can be d e d u c e d (9.13).
Indeed,
known,
contrast
In the a n a l y t i c
choice
inappropriate
with
" un i f o r m D e t e c t a b i l i t y
for a s p e c i f i c
dependent.
as
the
our a p p r o x i m a t i o n
of the c o n t i n u o u s
to a s s u m e
and the
independently these
case,
and gain operators
is in a g r e e m e n t (i.e.,
9.9--In
need
(9.65)
condition"
s.c.
converge
In the a n a l y t i c
the p r o p e r t i e s
in T h e o r e m
(F.C.C.) h =
(D.C.) h = (9.66),
again, theory
CO semlgroups
on the a s s u m p t i o n s that
of S e c t i o n
Condition"
[H.I) =
This,
in the
of the Riccatl
convergence
operators
and
as they r e c o n s t r u c t
the g a i n o p e r a t o r s
set.
of b o t h Riccati
s p a c e Y.
Discussion
situation
on some d e n s e
of the c o n t i n u o u s
reconstructs
are optimal,
C O semlgroup
that ~n the case of general
operators
on the e n t i r e
abstract
the s o l u t i o n w h i c h are present
unbounded
uniform c o n v e r g e n c e
(general
results
of
This means
cases
are v e r y n a t u r a l
with
the h y p o t h e s e s
and
(B.2)
of the a p p r o x i m a t i o n
are the
of the o r i g i n a l
semigroup and its adjolnt. Hypothesis assumptions
(B.3)
grouped
that A - I B be b o u n d e d
Bh = ~hB).
is a d i s c r e t e
in (B.4s) (and,
counterpart
a r e in llne w l t h
in fact,
of
(H.2),
while
the c o n t i n u o u s
they are s a t i s f i e d
the
property
if one takes
126
9.2.5.
Literature Most of the l i t e r a t u r e dealing w i t h a p p r o x i m a t i o n schemes for
Riccatl E q u a t i o n s for a r b i t r a r y C 0 - s e m i g r o u p treats the case of the input o p e r a t o r
B bounded,
see e.g.,
[G],
[I.l],
[KS].
In the
B - u n b o u n d e d case and w i t h a r b i t r a r y C o - s e m i g r o u p s , we are aware, a d d i t i o n to [Las.3],
[Las.5] of only one paper
[I-T] w h e r e the
a p p r o x i m a t i o n s of ARE are d i s c u s s e d subject to the c o n d i t i o n the a d d i t i o n a l r e q u i r e m e n t [P-S] of Part I.
Since,
in
(H.2) and
that the o b s e r v a t i o n R is s m o o t h i n g like in
as a l r e a d y discussed,
the f r a m e w o r k of [P-S]
is not a p p l i c a b l e to all the e x a m p l e s of S e c t i o n s 9.1,
9.2,
9.3,
9.4
the treatment of If-T] cannot be a p p l i e d either.
10.
E x a m p l e s of, n u m e r $ c a l a p p r o x i m a t i o n ~q~u~be classes and {H,2)
(H.1)
Except for the case of f i r s t - o r d e r h y p e r b o l i c systems,
in this
s e c t i o n we shall c o n c e n t r a t e o n l y on the more d e m a n d i n g a p p r o x i m a t i o n case for the ARE, w h e r e m o r e c o n d i t i o n s n e e d to be satisfied. i l l u s t r a t e the a p p l i c a b i l i t y (class
We shall
of the a p p r o x i m a t i o n T h e o r e m 9.3-9.6
(H.I)) and of the a p p r o x i m a t i o n T h e o r e m 9 . 9
(class
few e x a m p l e s taken from the c o n t i n u o u s S e c t i o n s 6, Y.
(H.2))
in a
For a full
treatment of the case of the heat e q u a t i o n w i t h D l r l c h l e t b o u n d a r y control,
10.1.
we refer to [L-T.I].
Class
(H.1}:
We r e t u r n
Heat e q u a t i o n w i t h D i r i q h l ~ t b o u n d a r v control
to the c o n t i n u o u s p r o b l e m of s e c t i o n 6.1,
a p p l y the a p p r o x i m a t i n g theory
C h o l c e of V h.
[L-T.1],
[L-T.19],
to w h i c h we
[Las.6].
We shall select as the a p p r o x i m a t i n g space V h c H~(Q)
be a space of s p l l n e s
(linear,
quadratic,
to
etc.) w h i c h comply w i t h the
usual a p p r o x i m a t i o n properties:
II~hY-Yll H e (n)
C hS-~IIyll
s ~ 2;
s-~ ~ O;
0 ~ ~ ~ I;
(10.1)
H s (n)"
inverse a p p r o x i m a t i o n p r o p e r t i e s HyhlIH~(~ ) ~ C h-UllyhlIL2(n),
[B]: 0 ~ a ~ I,
(10.2i)
126
9.2.5.
Literature Most of the l i t e r a t u r e dealing w i t h a p p r o x i m a t i o n schemes for
Riccatl E q u a t i o n s for a r b i t r a r y C 0 - s e m i g r o u p treats the case of the input o p e r a t o r
B bounded,
see e.g.,
[G],
[I.l],
[KS].
In the
B - u n b o u n d e d case and w i t h a r b i t r a r y C o - s e m i g r o u p s , we are aware, a d d i t i o n to [Las.3],
[Las.5] of only one paper
[I-T] w h e r e the
a p p r o x i m a t i o n s of ARE are d i s c u s s e d subject to the c o n d i t i o n the a d d i t i o n a l r e q u i r e m e n t [P-S] of Part I.
Since,
in
(H.2) and
that the o b s e r v a t i o n R is s m o o t h i n g like in
as a l r e a d y discussed,
the f r a m e w o r k of [P-S]
is not a p p l i c a b l e to all the e x a m p l e s of S e c t i o n s 9.1,
9.2,
9.3,
9.4
the treatment of If-T] cannot be a p p l i e d either.
10.
E x a m p l e s of, n u m e r $ c a l a p p r o x i m a t i o n ~q~u~be classes and {H,2)
(H.1)
Except for the case of f i r s t - o r d e r h y p e r b o l i c systems,
in this
s e c t i o n we shall c o n c e n t r a t e o n l y on the more d e m a n d i n g a p p r o x i m a t i o n case for the ARE, w h e r e m o r e c o n d i t i o n s n e e d to be satisfied. i l l u s t r a t e the a p p l i c a b i l i t y (class
We shall
of the a p p r o x i m a t i o n T h e o r e m 9.3-9.6
(H.I)) and of the a p p r o x i m a t i o n T h e o r e m 9 . 9
(class
few e x a m p l e s taken from the c o n t i n u o u s S e c t i o n s 6, Y.
(H.2))
in a
For a full
treatment of the case of the heat e q u a t i o n w i t h D l r l c h l e t b o u n d a r y control,
10.1.
we refer to [L-T.I].
Class
(H.1}:
We r e t u r n
Heat e q u a t i o n w i t h D i r i q h l ~ t b o u n d a r v control
to the c o n t i n u o u s p r o b l e m of s e c t i o n 6.1,
a p p l y the a p p r o x i m a t i n g theory
C h o l c e of V h.
[L-T.1],
[L-T.19],
to w h i c h we
[Las.6].
We shall select as the a p p r o x i m a t i n g space V h c H~(Q)
be a space of s p l l n e s
(linear,
quadratic,
to
etc.) w h i c h comply w i t h the
usual a p p r o x i m a t i o n properties:
II~hY-Yll H e (n)
C hS-~IIyll
s ~ 2;
s-~ ~ O;
0 ~ ~ ~ I;
(10.1)
H s (n)"
inverse a p p r o x i m a t i o n p r o p e r t i e s HyhlIH~(~ ) ~ C h-UllyhlIL2(n),
[B]: 0 ~ a ~ I,
(10.2i)
127 l[~u (Y-~hY)II
~ C hS-~,,y[,HS(~ ),
~ < s ~ 2,
(10.2ii)
L2(F)
L2(F) where ~h is the orthogonal projection of L2(Q) onto V h.
Choice of A h.
We define Ah: V h ~ V h as usual, where the inner products
are in L2: (AhXh, Yh) n = (AXh, Yh) ~ -fVXh.VYhd~+c2(xh, Yh) Q ,
Choice of B h.
xh, Y h e V h.
(i0.3)
With reference to (6.5), we define Bh: U ~ V h by (10.4a)
B h = -QhAD1 • D I as in (6.6), (8.7), and we notice that (L2-inner products) • 8Yh. (BhU,Yh) ~ = -(ADlU, Yh) Q = -(u, DiAYh) F = (u, u~-~--}F.
(10.4b)
Hence 8Y h
•
(zo.5)
BhY h = ~y~--.
~pproxlmatlna control problem.
Th~s is given by the O.D.E. problem:
i(~h,~h)n+!~yh.t~hd n - c 2 ItyhI~Q2 = ( u , ~ u #h)F"
~h ~ Vh;
(10.8) [(Yh(0),#h) n = (yCOl,~hl n The optimal feedback control for the approximating flnlte-dlmensional problem is 8
u~(t;O,y O) = - ~5- PhY~(t;O, Y0), where Ph satisfies the following discrete Algebraic Riccati Equation
128
-~VPhXh'~TYhd~-fVXh'VPhYhdQ+(Xh'Yh)~ n n
Verification (9.32).
of ~ s s u m p t l o n s
These are plainly
= ~+z
in o u r case.
bounded}, thus B (A)
Assumntlon satisfied
Because
(A.1} = (9.13) see
U = L2(F)
.
of the c o m p a c t n e s s
in t u r n that A - I B
of A -1
U ~ Y, and
[B-S]
for the s e l f - a d j o i n t
(A.2)
(A.3)
That
this
approximations case and
[Las.l]
is
of e l l i p t i c for the
case.
The s t a n d a r d
elliptic
approximation
< C h2
h o l d s w i t h s = 2.
= (9.15).
By
(10.5)
a nd
(10.21il),
(A.3)
is s a t i s f i e d
(conservatively)
we o b t a i n w i t h
(A.4) = (9.16).
By
(10.5)
implies =
bssumDtlon coincides
(A.4)
2(l-~-e)
and
_ 0,
(lO.26)
~-I~-IAD • ~(H~(F);H~+~(n)). Thus,
applying
(10.26) w i t h ~ = )~ and trace t h e o r y yields
B * ~ * - I ~ - I B • ;Z(H)~(r);HF'(r)), w h i c h proves part
(i) of
(A.9)
(we recall
(lo.27)
that U r0
For part
= H~(r)).
(ii) we use
B*^*-2*~ A = ~ a' E ~ - 2 + z " and s i n c e
.%-2+e e Z(L2(n); Trace T h e o r e m implies part Finally,
part
(ii) of
H4-2E
(O)).
(lo.28)
(A.9).
(ill) is s a t i s f i e d w i t h n = 2.
a p p l i e d w i t h ~ = 0 and trace theory,
Indeed,
B'~.*-I~.-1B E ;Z(L2(F); H I ( F ) ) . R e p e a t e d a p p l i c a t i o n of
(10.26)
(10.26),
g~ves
this time w i t h a = 1 g i v e s
(10.29)
133 B*~*-1~-1 B ~ Z ( H I ( F ) ;
H2(F)).
(lo.3o)
Combining (IO.29) with (i0.30) gives the desired result of (A.9)(lli). Thus, we have verified all assumptions of Theorems 9.4 and g,5. Application of these theorems to the heat equation (3.1) with Dirlchlet control yields the following results. Theorem iO.1, I.
Assume that ~ < s ~ 2 in (I0.I).
Then
The unique solution Ph: Vh ~ Vh to (AREh) = (10.15)
satisfies the follow~ng estimate:
]Ph-P[~{L2(Q)) II.
~ C h2(1-e).
There exists ~0 > 0 and C > 0 such that 0 t
lyh()IL2(Q)
-Uot ~
C
e
lYoln2(n )
,
where y~(t) satisfies in the L2-norms
(y~(O),x h) = (Y0,Xh). III.
C h2(l-a) [Yh(t)-yO(t) IL2(f]) O,
• = JB Xh[ U lXh2(xO)l
~ C h -n/2-~
~ ClXh2[Hn/Z+~(n) C
IXh21L2(n)
h-n/2-¢[Xh[ Y ,
n n and (A.3) follows since ~s = (~ +~)2 > ~.
Assumptlon
(A.4) = (9.16}.
Is*(ghX-X) lu
By (10.31} we compute
= [(QhX2)(x°)-x2(x°)lR1
~ CIQhX2-X21Hn/2+~(n )
C h 2 - n / 2 -~tIx211H2(Q ) ~ C h 2 - n / 2 Since 2(1-I)
-~llxll~(A,) "
= 2(I- ~n -~) < 2- ~n -~, and (A.4) is satlsfied.
A~qmptlon
(A.5) = ~9.17).
It coincides with
Assumptlon
(A.6} = (9.18).
we compute
(A.4).
llB"T[hX[lU = llXh2(x0}llL2(n)