A NNALI DELLA
S CUOLA N ORMALE S UPERIORE DI P ISA Classe di Scienze
R AINER N AGEL
Characteristic equations for the spectrum of generators
Annali della Scuola Normale Superiore di Pisa, Classe di Scienze 4
esérie, tome 24, n
o4 (1997), p. 703-717
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RAINER NAGEL*
1. - Motivation
The spectrum
a(A)
of thegenerator
A of astrongly
continuoussemigroup
on a Banach space X characterizes various
qualitative and,
inparticular,
asymp- toticproperties
of thesemigroup.
Weonly
mention that thenegativity
of thespectral
bound ofA, i.e.,
implies
uniformexponential stability
foreventually
norm continuoussemigroups
on Banach spaces or for
positive semigroups
on LP- spaces(see [Ne], Chap-
ter
3.5).
We refer to themonographs [Nal]
and[Ne]
where these and manymore relations between spectrum and
asymptotics
are discussedsystematically.
It thus remains a fundamental task to find or at least to estimate the spectrum
a- (A)
ofsemigroup
generators A.By definition,
this is aproblem
in the
given
Banach space.However,
in many situations it can be solvedby finding
the zeros of a certaincomplex
function. Moreprecisely,
there existsa function
~ : C 2013~
C such that thespectral
values of A are the zeros of aso-called characteristic
equation, i.e.,
Thus the infinite dimensional
(linear) problem
ofcomputing a(A)
is reducedto a one-dimensional
(non linear) problem.
Here are some firstexamples
forthis
phenomenon.
1.1 EXAMPLES.
(i)
Take the finite dimensional space X := C" and acomplex n
x n-matrixThen
* The author gratefully acknowledges the hospitality by G. Di Blasio and E. Sinestrari and the support by the Accordo culturale Eberhard-Karls-Universität (Tfbingen) and Universita di Roma
"La Sapienza".
Pervenuto alla Redazione il 5 marzo 1996 e in forma definitiva 13 novembre 1996.
for the characteristic
polynomial PA(À)
:=det(À - A).
(ii)
In thesemigroup approach
todelay equations
one considers the Banach space X :=C [-1, 0]
and theoperator A f
:=f’
on the domainfor some continuous linear form L E X’. Then it is well known that
where
These and many more
examples
lead to thequestion
we intend tostudy
in this paper.
1.2 PROBLEM. For which operators A :
D(A) C
X - X is itpossible
tocharacterize
(parts of)
thespectrum or (A) through
a "characteristicequation"
ina
smaller, preferably
finite dimensionalspace?
In Section 2 we propose an abstract framework for this
problem
and thenshow in Section 3 its usefulness
by
a series ofexamples.
2. -
Theory
We use
perturbation
methodsand,
inparticular,
thefollowing
well-knownobservation.
Let
Ao : D(Ao)
C X - X be aclosed,
linear operator withnonempty
resolvent setp(Ao).
For a linearoperator B : D(Ao)
C X - Xsatisfying
Ao)
E for some(all) h
Ep (Ao)
define theperturbed
operatoron the domain
D(A)
:=D(Ao).
Then theidentity
implies
thefollowing
characterization ofa(A)
np (Ao) .
2.1 LEMMA. Fork E
p (Ao)
one has theequivalence
Another
technique
we shallemploy
in Section 3 consists intaking
the"part"
of agiven operator
A :D (A)
c X -~ X. For this we suppose that aBanach space Y is
continuously
sandwiched between the domainD(A)
withthe
graph
norm11
. and thegiven
Banach space X,i.e.,
Then the
part
of A in Y iswith domain
If A is closed then
Ay
is closed as well and one has coincidence between the spectra andcr (A Y ) (see [Ar], Proposition 1.1).
2.2 LEMMA. 0 then one has
After these preparatory lemmas we formulate the abstract framework which
we will use to discuss Problem 1.2.
2.3 Assumi-rioNs.
Throughout
this section we assume thefollowing.
(A 1 )
The Banach space X =Xl
x X2 is theproduct of
two Banach spacesXl
and
X2.
(A2)
For the operatorAo : D (Ao)
C X --+ Xand for
~, Ep (.,4.0)
we have anexplicit representation of
the resolventin operator
matrix form
with respect to theproduct Xl
xX2.
(A3)
Theperturbation
B :D(Ao) C
Xsatisfies Ao)
EC(X) for
all À E
(A4)
The operator A :D (Ao) C
X isdefined
as the sumIt is evident from these
assumptions
that we will useterminology
andresults from the
theory
of operator matrices.However, only
someelementary
facts from that
theory
will be sufficient and we refer the interested reader to K.-J.Engel’s
survey article[En-3]
and his bookmanuscript [En-2]
for moresophisticated
results. Inparticular,
it is shown there(see
also[Na-2])
that -using
Schurcomplements
- the spectrum of a 2 x2-operator
matrix can becomputed
in one of the factor spaces once the spectrum of thediagonal
entriesis known.
Surprisingly
in all concreteapplications
studied in Section 3 thefollowing special
situation occurs.2.4 THEOREM. Let the operators
A, Ao
and B on theproduct
space X =Xl
xX2 satisfy assumptions (Al)-(A4). If
B isof the form
then
for
each À E p(Ao)
one has theequivalence
PROOF. The
assumption (A3) guarantees
that we canapply
Lemma 2.1. Todo this we use the standard matrix rules to compute
Hence, k E
p (A)
if andonly
ifis invertible. This is the case if and
only
if and areinvertible, i.e.,
The condition
might
be called the characteristicequation
of ,A. withrespect
toXl.
Itgives
ananswer to Problem 1.2 and
permits
tocompute
values of cr(A)
in the smaller spaceXl.
If this space is finite dimensional the condition reduces to a scalarequation.
2.5 COROLLARY. In the situation
of
Theorem 2.4 assume dimXl
00.If
wedefine
then
In
particular, if a (.,40)
= 0 one hasNote that we did not assume dense domain for our operator A. This is necessary since in many
applications (see
3.3 and 3.4below)
we start witha
(densely defined) semigroup generator,
but then extend it to a Hille-Yosidaoperator
with non dense domain in someextrapolation
space. It isonly
thisextension which
produces,
in aquite surprising
way, situations for which,As-
sumptions (Al )-(A4)
are satisfied.However, having
characterized thespectrum
of the extendedoperator,
we obtain information on the spectrum of theoriginal
operator by applying
Lemma 2.2. Aspecial
caseoccurring frequently
in theexamples
below is statedexplicitly.
2.6 COROLLARY. In the situation
of
Theorem 2.4 assume thatand that the operator A on X and its part
Ay
in Ysatisfy peA)
f1p (,,4y) =,4
0. ThenE p
(Ao)
one hasPROOF. Lemma 2.2
implies = a (Ay),
hence the assertion followsfrom Theorem 2.4. D
2.7 COMMENTS.
(i)
It was thespecial
form of theperturbing
operator B as a matrix B =0 B
whichproduced
the characteristicequation
in the spaceXl.
This( 0 0)
p q pis not such a restrictive
assumption
as itmight
seem. Infact,
let us startwith a full operator matrix
on x =
xl
xx2
anddecompose
it as ,,4 =,A.o
~ ,t3 with andThen it has been shown in
[Na-2],
see also[En-2],
that for "nice" domains the spectrum, resolventand,
if itexists,
thesemigroup generated by
thetriangular
matrix can be calculatedexplicitly.
So the non trivial part of the spectrum of the full operator matrix can be obtainedby
Theorem 2.4.(ii)
We return to the situation ofCorollary
2.6 and observe that the domain of the part,A.y
in Y isThis means that the additive
perturbation
B of ,,4 becomes aperturbation
of the domain. In the
Examples
3.3 and 3.4 we invert thisprocedure
and extend an operator with
"perturbed
domain" to anadditively perturbed
operator. To this extended operator we can
apply
ourtheory.
(iii)
Acompletely
differentapproach
to Problem 1.2concerning eigenvalues
only
ispresented
in[Ka-VL].
3. -
Examples
As said before the abstract framework
might
seem artificial and the resultssimple.
Therefore we aregoing
to present sometypical examples
which should demonstrate that theAssumptions (Ai)-(A4)
and Theorem 2.4 allow to obtain old and new characteristicequations
in a unified way.3.1. -
Delay
differentialequations
In the
semigroup approach
to(Banach
spacevalued) delay equations (with possibly
infinitedelay)
one looks at the spacefor some Banach space X and at the
operator
with domain
For the
off-diagonal
entry in A we suppose"unperturbed" operator
The
with domain
generates
astrongly
continuoussemigroup,
has spectrumand its resolvent is
for S E R and
f X).
If we take asperturbation
theoperator
then the
Assumptions (Ai)-(A4)
are satisfied and Theorem 2.4 takes the fol-lowing
form.PROPOSITION. In the above situation
and for
Rek > 0 one hasIf
B isof the form B(.)
E,C (X ) )
this isequivalent
toand, if in
addition dim X oo, to3.2. - Volterra
integro-differential equation
We refer to
[Na-Si],
Section 4 where Volterraintegro-differential equations
have been solved
using semigroups
onproduct
spaces. In order to determine the spectrum of thecorresponding generator
we look at the Banach spaceand the operator matrix
with domain
Here,
A :D(A) C
X - X is some Hille-Yosida operator withs(A)
0 andthe operator C :
D (A) --* L 1 (R+, X)
is of the formfor some
scalar-valued, integrable
functiona (.)
of bounded variation onR+.
Then ~ -
with
D (,A.o)
=D (A)
is a Hille-Yosida operator withspectrum
and resolvent
for Re h > 0.
Taking
asperturbation
theoperator
all the
Assumptions (Al )-(A4)
are satisfied. It therefore suffices to computeexplicitly
the resolventR (À, is)
asfor Re À >
0,
s > 0 andf X)
in order to obtain thefollowing
characteristic
equation
for the spectrum of A.PROPOSITION. In the above situation
and for
Re À > 0 one hasWe leave it to the reader to rewrite the above condition as a scalar char- acteristic
equation
in case dim X oo. Similar conditions appear in thestudy
of Volterra
integral equations
butusually
are obtained viaLaplace
transformmethods
(see [Pr]). Finally,
wepoint
out that the spectra of ,,4 and its restric- tion toD(A)
=D(A)
xX)
coincide(use
theextrapolation theory
from[Na-Si],
Section 1 and Lemma2.2).
3.3. -
Population equation
withspatial
diffusionWe now
compute
thespectrum
of an operator introducedby
Nickel-Rhandi[Ni-Rh]
in order tostudy
the behavior of anage-dependent population
withspatial
diffusion. We refer to[Ni-Rh],
Section 5 for more details andonly give
the definitions without their
biological interpretation.
Take X := for some open subset Q in
I~N .
On this space we take theLaplace
operator Awith,
e.g., Dirichletboundary
conditionsgenerating
thesemigroup
On theproduct
spacewe define an operator matrix
with domain
The lower
right
entry is an operator Ggiven by
- -, - - -,
on a core of
D(G).
We refer to[Ni-Rh]
for aprecise description.
For the functions J1 and k we suppose
0
JL E and 0 ECb(R+).
Then is a Hille-Yosida operator and for Re h > 0 one haswith
and
for
f and s >
0. These statements can be verifiedby
directcalculations and are
explained by
the observation thatwhile
7~(~, Go)
is the resolvent of a"weighted"
translationsemigroup
with zeroboundary
condition(see [Ni-Rh], (5.5)).
Choose now
0 S fJ
E and define B :L 1 (II~+, X) -
Xby
Then the operators
Ao
and ,~3:_ ~ 0 ~ ) satisfy
theAssumptions (Ai)-(A4)
andwe obtain the
following
information on the spectrum of the operator A :=Ao+B.
PROPOSITION. In the above situation
and for
Re À > 0 one haswhere
Assuming
the spectrum of theLaplace
operator A to be known as a(A) =
Pa (A)
= EZ}
we obtain a veryexplicit
characterization ofa (A).
COROLLARY. For Re X > 0 one has
for
some n E N.3.4. - A cell
equation
In this
example
we compute the spectrum of anoperator which,
apriori,
is not defined on a
product
space and therefore seems far fromsatisfying Assumptions (Ai)-(A4).
Partial differential
equations describing
thegrowth
of a cellpopulation
inwhich division takes
place
have been studiedby
many authorsusing semigroup
methods
(e.g.,
see[Me-Di], [Gr-Na], [Na-4]).
In this
approach
one considers theoperator
with domain
generating
astrongly
continuoussemigroup
on the spaceHere,
a E(0, 1)
is a constant,0 it, b E L’* (’0’ 1 ~
andBy solving
differentialequations
one finds that thespectrum
of G isgiven by
the
following
characteristicequation
We show that this also is a
special
case ofAssumptions (Ai)-(A4)
and Theo-rem 2.4.
As
product
space takeOn. consider the operator
with maximal domain
On the space the operator
with domain
generates the
nilpotent semigroup given by
Finally,
consider C withas a bounded
operator
fromLl(4,1)
intoL 1 ( 2 , 2 )
and the Dirac measure3 2 1
as an operator from~~(~1)
into C. With these operators we define a 3 x3-operator
matrixwith domain
This operator matrix will be considered as a 2 x 2-block matrix in the indicated
way. ~
The resolvent of a
triangular
operator matrix~. E
p (A 11 )
np (A22)
and isgiven by
the matrixexists for
at least when the lower left entry is bounded
(see [Na-2]).
This enables us tocompute the resolvent of
,A.o
for each k E C as theoperator
matrixIn this 2 x 2-block
matrix,
the upper left entry isanalogous
to the resolvent inExample
3.3. Moreprecisely,
one has to takeand
The lower
right
entry is the resolvent of thenilpotent, weighted
translationsemigroup generated by Do
and can becomputed
asFrom this we obtain
and therefore
In the last step we take as
perturbing
operator the matrixand obtain an operator
with domain
satisfying
theAssumptions (Al )-(A4).
Before
computing
itsspectrum
we should note that(1)
the part of A inis
exactly
our initial operator G onL 1 ( 2 , I)
and(2)
thespectra o-(.4j)
anda (A)
coincideby
Lemma 2.2.Therefore it remains to compute
Ao)
which is an operator matrix of the formwith R I
(À) = 3 1
oR(À, being
acomplex
number. From the above2
expressions
we therefore obtain the desired result.PROPOSITION. The spectrum
of
the cellgrowth
operator isClearly,
the same method also works for the similar but morecomplicate equations
on tumorgrowth
treated in[Gr]
or[Gy-We].
However, instead ofadding
moreexamples
weemphasize
thefollowing
observation.The method
proposed
does notonly yield
a characteristicequation
but itisolates the space and the operator
being responsible
for the(non
trivial part ofthe) spectrum.
Thisinsight
allows manyapplications
toperturbation
andstability problems
and we concludeby giving
anexample
in terms of controltheory.
COROLLARY. Let A be the above operator on the space
Then there exists a one-dimensional control space U = C and a control operator K E
£(U, X)
such that the control system(A, K)
isstabilizable,
i.e., there existsa
feed
back operator L E£(D(A), U)
such that thespectral
boundof
A + K Lsatisfies
PROOF. If we take K : U - JY with and
we obtain that
Since we have
already
seen thata (Ao)
= 0 we haveproved
the assertion. D Both the operators and A are Hille-Yosida operators, hence become generators ofsemigroups
if restricted to the closure of itsdomain, i.e.,
to{0}xL~,l)x~(~).
Looking
at the domain of these restrictions one sees that the abovecorollary
is a statement on
"boundary
stabilization".REFERENCES
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Goldstein - F. Neubrander (eds.): Evolution Equations, Lect. Notes Pure Appl. Math.
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Rainer Nagel
Mathematisches Institut Universitat Tiibingen
Auf der Morgenstelle 10
D - 72076 Tiibingen, Germany
e-mail: rana@ michelangelo.mathematik.uni-tuebingen.de