ON POINT
DISSIPATIVE N-DIMENSIONAL SYSTEMS OF
DIFFERENTIAL
EQUATIONS
WITH
QUADRATICNONLINEARITY
ANILK.BOSE
ALANS.COVER JAMES A.RENEKE
Department
ofMathematical SciencesClemson University
Clemson,
SC 29634-1907
(Received October 17, 1991)
ABSTRACT. Known
sufficientconditionsforquadratic dynamical systemx’=
Ax + f(x)
tobe point dissipative givenin termsofA
and f fordimensions 2 and 3 are extendedtoallowfor more general forms for the nonlinear termf(x).
Furthermore, the conditions extend to ndimensionswhen fisquadraticwithzerosetan(n 1)-dimensional
hyperplane.
0.
INTRODUCTION
We
are concerned with a class ofvectorequations of the formx’=
Ax + f(x)
where thenonlinearterm
f(x)
isquadratic of the form/Tc
xr(x)
xTCn
xThe n)<n matrices Ci} are assumed symmetricwiththe orthogonalityproperty
xTf(x)
O
for all x. IfxTf(x)
0 for all x wesay
thatf
isaconservative function.Note
thatifx’
f(x)
withfconservative then Ilxll2isconstant. The
problem
istodetermine conditions onA
andfsufficient to havethe systempoint dissipative,
i.e., which guarantee theexistenceof a bounded regionR
withthe property that
every
trajectory of the systemeventually
entersandremains withinR
[2].
Consider the
Lyapunov
functionV(x)
(x
(x)T(x
(x)
for the system.For large
Ilxll thed(V(x(t)))
Therefore our questistofindconditions on
A
andffor which there is an admissibletzwhich makesthesetermsanegativedefinite function.Ifthere exists an admissibleothen a classic result 4 impliesthe system ispoint dissipative.
A necessary
condition for the existence of an admissible tis thatxTAx
<
0foreach nontrivial x in the zerosoff.We
have shownforn 2 and 3 that this condition is alsosufficient. Settling the obvious conjecture for all n
bogs
down in a proliferation ofcases.However,
we haveshown in thispaper
thatthenecessary
condition is sufficientfor the simplestn-dimensional case,
namely,
whenthe zerosoff forman(n
1)-dimensionalhyperplane.
Finally,weextend the notionofanadmissibletttoprovide sufficientconditionsfor systems
x’= Ax +
fix) +g(x)
tobe point dissipative when fisquadratic butnotconservativeandg
isnot quadratic. Ifthere is apositivedefinite matrixS
such thatSfis conservative then avectortis admissible for thedynamical systemx’
Ax +
fix)ifxTSAx
tTHf(x)
is anegative definite function whereHTH
S.
Ifz
is an admissiblevector for thesystemx’= Ax
+f(x)
then the systemx’=
Ax
+ fix) +g(x)
ispoint dissipativeifthereisanordered triple (e,C, M)
such that-czTHg(x)
<C
Ilxll2-eforallxwithIlxll>_M.
Ourinterest in systems oftheform
x’= Ax
+ fix)was stimulatedby all of thework in the literature based on systems of the sameform originally studied byLorenz
5 ].We
hope to understand the richness of the class of chaotic systems, especially of dimension n > 3, by classifying a sufficiently rich class of point dissipative systems in terms of their compact attractors. This paper represents a step forward in that program by enlarging the class of systems that can be first classifiedas point dissipativeintermsof their coefficients.1.
PRELIMINARIES
The proof of the prinicipal result Theorem 3 uses some properties of skew symmetric matrices. Theseare matrices such that
A
T -A. Herearepropertiesthat are needed.1.1.
We
notethat kT isinthekernel ofaskew symmetricB
relativetoleft multiplicationif and only if k is in the kernel of
B
relative to right multiplication. This follows since TT
(k
B)
=-Bkwhen B
isskewsymmetric.1.2. Therankofaskewsymmetricmatrix is even 3,
page 217].
1.3. Againlet
B
be an n-dimensional(n> 2)
skewsymmetricmatrixandC
be the (n1)-dimensionalprincipalsubmatrixobtainedfrom
B
by removingthe first rowandthe firstcolumn. Iftheker(B)
isnondegerate
andis contained in{xlx
0 thenC
is singular. This followssince k inthe
ker(B)
implies k 0 thatis k(0,
k2kn)T.
Now
if weproject k byP
definedby
Px
x2Xn)
TthenP
is aprojection fromnton dimensionalvectorspaces.
We
notethat k inthekernelofB
implies that Pkis inker(C).
Since kT(0,
k2 k we havekT
B
(kTB1
kTB2
kTBn
(0,
pkTCI
pkTCn_I
(0,
00)
1.4. Iftheker(B)is contained in
{xlx
0 thenthedim(ker(B))
< dim(ker(C)).To
see this let n bethedimensionofB.
We
seefrom theproof
of3)
thatthedim(ker(C))>_dim(ker(B))anddim(ker(C))
>
1.Suppose
thatdim(ker(C))
dim(ker(B)). Thenrank(C) +
dim(ker(C)) n andrank(B) + dim(ker(B)) n. and so rank(C)rank(B)
1.But
thisimpossiblesince the ranks of both the skewsymmetricmatricesB
andC
mustbe even.Withoutlossofgenerality we canassumethat the
hyperplane
of zerosoff is{xlx
0}.
For
consider the dynamical systemx’
Ax
+f(x)
where the zeros of f are an (n1)-dimensional
hyperplane,
callitH.
Let R
be a rotation so thatH
goesontothehyperplane
Y1
{y
y
0 underR
-.
Let
xRy.
Thentheorginal dynamical system isrepresented by
y’= R
-1ARy
+R
-1f(Ry).Note
that the zeros ofR
-1f(Ry)
are precisely the zeros of under the rotationR
-.
This is true forany
rotation1.
We
note thatZ(R.
-1fiR.y))
R.(Z(f(x))).
ThisappliestobothR
andR
-.
Let
x:
0 be inH.
Thehypothesisof our theoremrequires thatxoTAx
<
0. ThenYo
Rx
andyo
T(R-1AR) Yo
xoTAxo
<
0 SinceR
has an inverse the hypotheses for the dynamical system holds whetherrepresentedintermsof x or y.Now
assuming thatZ(f)
{x
x0}
we notice that f has a convenientrepresentation.Each coordinate functionoff,
fk,
k 1,2 n, musthave{x
x0}
contained in its zeroset. If we representfk,
k 1,2 nbyn n
fO,)
b
x.x.
j=l ij tj then
n n
fk(0’x2
Xn)=E
E
bk
x.x.=0
i=j j=l ij tjforallx2,x3 xn
Therefore, bk 0if neither nor is1.
Or
n n
fk
(x)=E
bXl
=Xl
jlb
x.j=l kl
xj
kljand
f (x)
Xl
_1
bllj
xj:l
b2
Xl-=
ljxj
x bn j! lj
xj
=x
blll
bl12-.-
bll
nb211
b212
b21
nbnll bnl2
bnln
X
)n
nSince
xTf(x)
xxTBx
0for all xLet
B
denotethe man’ix(bn
xTf(x)
"1"=
bjlj
xl
x2j
n n
+
E E
(bkl
+
bjlk)
xxj
xk 0 which is the zero polynomial having k= j=
zerocoefficients.
B
is skew symmetric andwedrop the second subscript which isalwaysone and we have therepresentationf(x) x
0
b12 b13
bin
-b12
0b23
b2n
-bln
-b2n -b3n
0x 2
We
use theLyapunov
functionV(x)=
(x
)T
(xa)
thend(V(x)(T)))
dt
xTAx
Tf(x)
+
d(V(x(t))
linearterms. For large llxll thequadratic terms
xTAx
otTf(x)
dominatedt
quest is find an
x
whichturnsthe quadraticintoanegative
definitefunction.therefore our
2.
EXTENSION
OF PREVIOUS RESULTS
A
sufficient condition for aquadratic dynamical system tobe point dissipativehas beengiven when the dimension is two orthree. This condition uses a relation between the
quadraticand linear partsofthe systemwhen f is conservative. Thefollowinglemmaallows
us toextendthe conditiontothe casewhere thereexists apositivedefinite matrix
S
such that Sf is conservative.Lemma
1.Let
x’
Ax + f(x)
(2.
be aquadratic dynamicalsystemforwhichthere exists apositive definite matrix
S
suchthat Sf is conservative. Then there exists matrixH
for whichthe change ofvariablesyHx
transformsthe dynamical system
(2.1)
intoy’
By
+ g(y) which has a conservative quadratic term. Furthermore,xTSAx
yTBy.
Proof.
We
canfactorS by S
HTH
[31. Let y
I-Ix
or xH-ly.
Thesystem transformsinto
y’
(HAH-1)y
+H f(H-y)
ory’
By
+g(y)
(2.2)
The system
(2.2)
hasaconservativequadratic
term sinceyTg(y)
xTH
TH
f(x)
xTSf(x)
0. NotethatxTSAx
yT(H-I)THTHA
H-ly
yTHA
H-ly
yTBy.
When Sf isconservative then we say that avectorct is admissible for the dynamical
When f is conservativethen the condition for an admissiblectreducesto
xTAx
+ cgTf(x)
is positive definite. The proofs of the theorems when the quadratic part of the system is conservative entaildemonstrating theexistenceof anadmissible
o
for the system.Theseresults can berestatedasfollows:
Theorem1.
A
quadratic dynamical systemx’
Ax + f(x)
ispoint dissipative when thereexists a positive definite matrixS
such that Sf isconservative and thereexists an admissible0t. Ifthe system has dimension 2or3, Sfis conservative andzTSAz
<
0forany
z which is anontrival zeroof fthen the system ispoint dissipative.Proof.
We
cantransformthedynamicalsystemby yHx
whereS
HTH
andbyLemma
the resulting dynamical system satisfies the hypothesis of the previous theorem.
Hence,
theresulting dynamical system as well asthe original system are bothpoint dissipative.
Another direction of generalizing the past results is to consider nonlinear dynamical
systems which have nonquadratic nonlinearterms as well as quadratic terms. Relative to the nonlineartermsthereagainmustexitsapositivedefinite matrix
S
such that the nonlinearterms premultiplied byS
areconservative.Theorem 2. When there exists a positivedefinite matrix
S
such thatSg
and the quadraticfunctionSfareconservative and
Condition
(A)
For some admissibleot for xAx
+f(x)
there exists an orderedtripleof numbers (e,C, M)
such that-0tTHg(x)
< C
Ilxll2-efor all xwith Ilxll> M.
then
x’
Ax + f(x) + g(x)
is point dissipative.
Note
that condition(A)canbereplaced
byeither of the stronger conditions(B)
or(C).
Condition(B) There is an admissible0tforx
Ax
+f(x)
andg
o x2.
Condition
(C)
There is an admissibleotforxAx
+f(x)
andg
is bounded.3.
THE PROOF OF THE THEOREM
Theorem 3.
A
quadratic dynamical system xAx + f(x), A
a matrix and f a quadraticfunction, ispoint dissipative when
and
(1) there exists apositivedefinite matrix
S
suchthat Sf is conservative,(2)
the zerosof f are an(n
1)-dimensional hyperplane,(3)
zTSAz
<
0forany
z which is a nontrivial zero of f.skew symmetric as shown in Section 1.3. Since
Z(f)
x[ x 0},
k in thekernel ofB
implies (0, k_ k
n)
orthat k 0.Let
h beavectorwhich isnotinthe kernel ofB
but(h
2hn)
T is in theker(C),
see Section 1.4.Here
againC
is theprincipal
submatrixofB
formed
by
removing thefirstrowancolunm ofB.
Moreover,
ifthe rank ofC
0, we canchoose
hsothat h 0.
Let G
x
Ix
h, arealnumber and we willshowG
iscontained inthesetofa
is inG
thenctTf(x)
xthTB
xxl
(q, 0, 00)
xq
x
admissible
Note
that ifsincePh isinthe
ker(C).
Alsoq
0 since h isnotintheker(B).
Noticethatq
0 whetheror nottherank(C) 0 furthermore,we canchoose so thata
Tf(x) >
0 forall x.We
can restrict our attentiontothe sphere [Ixll which iscompact. Thereis aclosedcone on aclosedcone which containsthe
hyperplane
x x] 0 suchthatxTAx
<
0 forall x 0in this cone.Hence,
there is an13>
0suchthatxTAx
< 0 on{x
Ilxll =1 and-13<x
< 13}.
Let M
max(xTAx
on x Ilxll}.
By
pickinglarge enough
inmagnitudewecanassurethattq132>
M.
Hence,
0tTf(x)
>tq132> M
on{x
Ilxll andIxll
>
13}.
Thus for allof x Ilxll},
xTAx
0tTf(x) <
0. Andsoforallnonzerox wehave thatxTAx
0tTf(x)
<
0whichimplies thatthe system ispoint dissipative.
This result can be generalized
by
adding to the differential equationany
conservative functiong(x)
whosegrowth
isrestricted. The corollarystatesthis condition.Corollary Let
g
andthequadraticfunction be conservative. IfZ(f)
isan (n 1)-hyperplaneand x inZ(f)
impliesxTA
x<
0 andCondition(A) for some admissible0t thereexistsan orderedtriple of numbers (13,
C,
M) such that otTg(x)
<
Ilxll2-efor all x with Ilxll >M.
then
x’
Ax
+f(x)
+ g(x)ispoint dissipative.
Note
that condition(A)canbereplaced by
eitherof the strongerconditions(B)
or(C).
Condition(B) There is an admissible0t for
x’
Ax
+ fix)andII g II
oII
xII
2.
Condition
(C)
There is an admissibleot forx’
Ax + f(x)
andg
is bounded.4.
EXAMPLES
Considerthe dynamicalsystem
X
XlX
2+XlX
3+
XlX
42 -1
-x+
XlX
3+xIx
4 -1-3 -1X
+
2-1
-I
-3 -1-Xl XlX2
+
XlX4
-1 -1 -1 -3 2
"x
1-
XlX
2XlX
3f(x)
Xl
0
-1 0
x=x
IBx
1-10
1-10
B
isanonsingularmatrixandC
B
11 issingular. The kernelofC
isgenerated by
(1, -1,1).
Since
B
isnonsingularthezerosetoff(x)
isZ(f)
z z (0,z2,z3,z4)
xx=
0}.
The hypothesisof the theorem hold since0
(0,z2,z
3,
z4)
A
z3
(z2,z3,z4)
AI
z3 and
A
z4 z4
-3 -1
-1]
-1 -3 -1
-1 -3
is anegativedefinitematrix.
We
can useotT (0,t,-t,t)
andtx"rf(x)
x
0,t,-t,t).(x
2+x3+X4, X +X +X4, X +X2 X4, X X2
x3)T
tXl2.
So
the quadratic termoftheLyapunov
function isT
txT
xT 2 xT
x
Ax-
f(x)
Ax-tx!xT(A-Q)
x=2-t -1 -1 -1
-1 -3 -1 -1
-1 -1 -3 -1
-1 -1 -1 -3
Thisquadraticfunction isnegativedefinitewhen > 2.6.
By
thetheorem this nonlinearquadraticdynamical
system ispoint dissipative.Indeed inthe
example q
turnsout tobe 1. Therefore,txTf(x)
canonly change
thea
element of
A.
Thisturns outbejust what weneedandwant.Because
the zerosetof f is{(0,
z2, z3,
z4)}
wemusthave that-AI
ispositivedefinite. If canbe choosen so thatdet(-A + Q)ispositive thenthat willbeenough
toinsurethatA + Q
ispositivedefinite.Let
uschoose 3 andreturn tothe derivative of theLyapunov
function.We
cansetitequaltozeroandhavethe equationof aellipsoidwhich contains theattractorof thesystem. The
equationis
-1 -1 -1 -1 2 -1 -1 -1
xT
-1 -3 -1 -1 -1x
(0,3,-3,3)
-1 -3 x=0-1-1-3-1 -1-1-3-1
-1 -1 -1 -3 -1 -1- -1 -3
If we use the rotation
x
=Ry
0.0000 0.0300 0.9370 0.3493
]
0.8165 0.13030 -0.20170.54101
X-2 0 0 0
0 -2 0 0
0 0
-3+
00 0 0 -3
-/’
y + (0.3330,
7.9233, 10.61307,-2.1149) y
0
or
2 2 2 2
2(x
0.16651) + 2(x
2
3.9617) +
0.3542(x
35.3065)
+5.6458(x
4-1.0574)
47.7333 The distance to the centeris 6.7082 and the half-diameter of theellipsiod is 11.6070and ourboundisthe sum of thesetwo
numbers
is18.3162
Considerthe dynamical system
[-4
4J
lx
+
[6xY2-4y2
+
[
2
ye’x
y]-x
-yx’
-4 -6x +
4xy
J
-2xewherethelinear part
Ax
andthe quadratic function[21
6xy4y
fix)
.6x2+ 4xy
arerelated by
zTAz
<
0 when z is a nontrival zerooff. Theadmissiblea’s
are those for whichxTAx
Tf(x)
is anegativedefinite function. This isequivalenttothe matrix2
3
+20t2]
3Oil
+22
41
being poistivedefinite.
For
thediagonialterms tobe positivedefiniteot <l/,,
t2<
2/3
and forthe determiniantofthe matrixtobepositive
2 2
-2
:::::::::::::::::::::
Figure
2
The shadedregionisthesetofadmissible0tTrelativeto
A
andL
Now
iffor oneof theset’s
condition(A)
hold thethedynamicalsystemis point dissipative. Thisis thecase whenwechoose oT
(-1/2, 1/2)
21exy
1
_di,,(x)
=_(,1/21
_2ye_X_,
j
_(x+y)e-x-y
<E
andthe value of the determinate is0.75 andthediagonal elementsare and 1.
Here
isthe graph[6
ofsomeofthe trajectories.dx_
4x
+4y
+ 6xz
4xy
+ 2xe-x-y
dt-dy
d--E
4x
+y
6xy
+4y
z
2ye
x-l
Theattractorabovethe originismagnifiedin thefollowing Figure 3.
It
indicatesthat thereisanattractor at
(-0.5,
1) surroundedbya limitcyclewhich is anrepeller. There is alsoan attractor at (0,0)
andasaddle pointnear(1,2).
Figure 3
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1.
BOSE,
A. K., A. S. Cover
andJ. A.
Reneke,On
Point-DissipativeSystems
ofDifferential Equationswith Quadratic Nonlinearity,
Int. J.
Math. andMath. Sci.,14(1990), 99-110.
2.
HALE, J.
K., L. T.
Magalhaes andW.
M.
Oliva,An
IntrgglucfiontO
lnfinit Dimensional
DynamicalSystems.
Geometric Theory_.New
York, Berlin,Heidelberg, Tokyo, AppliedMathematicalSciences,Spdnger-Verlag.
3.
HORN,
R.A.
andC.
R. Johnson,Mstr.x
Analysis, Cambridge, Cambridge UniversityPress,
1985.4. LASALLE, JosephandSolomonLefsehetz,Stability
_
Liaounov’sDirect
Mgthod, withApplicatio.n.s,
New
York,AcademicPress,
19all.
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LORENZ,
E. N.,
Deterministic non-periodic flow,J.
Atmos.
Sci.,20(1963),
130-141.6. Phase Portraits, Version 2.0,
Department
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