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 n dimensionswhen fisquadraticwithzerosetan(n 1)-dimensionalhyperplane.
0.
INTRODUCTION
We
are concerned with a class ofvectorequations of the formx’= Ax + f(x)
where the nonlineartermf(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)
withf conservative then Ilxll2isconstant. Theproblem
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 quadratic terms
xTAx- aTf(x)dominate
dtA
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 also sufficient. Settling the obvious conjecture for all nbogs
down in a proliferation ofcases.However,
we haveshown in thispaper
thatthenecessary
condition is sufficientfor the simplest n-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 multiplication if and only if k is in the kernel ofB
relative to right multiplication. This follows sinceT
(k
TB) =-Bkwhen B
isskewsymmetric.1.2. Therankofaskewsymmetricmatrix is even 3,
page 217].
1.3. Againlet
B
be an n-dimensional(n> 2)
skewsymmetricmatrixandC
be the (n 1)- dimensionalprincipalsubmatrixobtainedfromB
by removingthe first rowandthe firstcolumn.Ifthe
ker(B)
isnondegerate
andis contained in{xlx
0 thenC
is singular. This follows since k intheker(B)
implies k 0 thatis k(0,
k2kn)T. Now
if weproject k byP
definedbyPx
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)
where
Bj
andCj
refertothejth
columnofB
andC,
respectively.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 (n 1)- dimensionalhyperplane,
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 represent
fk,
k 1,2 nbyn n
fO,) b x.x.
j=l ij tj
then
n n
fk(0’x2 Xn)=E E
bkx.x.=0
i=j j=l ij tj
forallx2,x3 xn Therefore, bk 0if neither nor is1.
Or
n n
fk (x)=E
j=l bklXl xj =Xl jlb
klj x.and
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
n SincexTf(x)
xxTBx
0for all x LetB
denotethe man’ix(bk 1"
n
xTf(x)
"1"= bjlj xl x2j
n n
+
E E (bkl + bjlk)
xxj
xk 0 which is the zero polynomial havingk= 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
0x2
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 termsxTAx 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 been given 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 matrixS
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
transforms the 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 transforms intoy’ (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.Notethat
xTSAx yT(H-I)THTHA H-ly yTHA H-ly yTBy.
When Sf isconservative then we say that avectorct is admissible for the dynamical system
x’ Ax
+ fix) if-xTSAx
+aT H fix)
is apositivedefinite functionwhereS HTH.
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 anadmissibleo
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,
the resulting 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 quadratic functionSfareconservative andCondition
(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 quadratic function, ispoint dissipative whenand
(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.Proof.
From
Lemma the system can be transformed into a system which has a conservative quadratric term.Moreover,
the zeroproperties are preservered.So
we assume that f is conservative. Wecan assume thatZ(f)
x lx 0 andf(x)xlBx
whereB
isskew symmetric as shown in Section 1.3. Since
Z(f)
x[ x 0},
k in thekernel ofB
implies (0, k_ kn)
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
formedby
removing thefirstrowancolunm ofB. Moreover,
ifthe rank ofC
0, we canchoose
h sothat 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 aclosed cone on aclosedcone which containsthehyperplane
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
inmagnitudewecanassure thattq132>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) <
0which implies 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 -1
X
+
2-1
-I
-3 -1-Xl XlX2 + XlX4
-1 -1 -1 -3 2
"x
1- XlX
2XlX
3In
thisexample the conservative quadraticfunction canbewritenasf(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}.
Thehypothesisof the theorem hold since 0 (0,z2,z
3,
z4) A z3
(z2,z3,z4) AI
z3 andA
z4 z
4
-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 X2x3)T tXl2. So
the quadratic termoftheLyapunov
function is
T
txT
xT 2 xTx
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
cansetit equaltozeroandhavethe equationof aellipsoidwhich contains theattractorof thesystem. The equationis-1 -1 -1 -1 2 -1 -1 -1
xT
-1 -3 -1 -1 x(0,3,-3,3)
-1 -3 -1 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 -0.2017
0.54101
X-0.4082 0.7071 -0.2017 0.5410 -0.4082 0.7071 -0.2017 0.5410
J
theabove equation becomes
-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
3
5.3065)
+5.6458(x
4
-1.0574)
47.7333 The distance to the centeris 6.7082 and the half-diameter of theellipsiod is 11.6070and our boundisthe sum of thesetwonumbers
is18.3162
Considerthe dynamical system
[-4 4J lx + [6xY2-4y2 + [
2ye’x ]-x
y-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
-90t + 120
t2-4tx 2-
16t:t+60;2-4
>0-2
:::::::::::::::::::::
Figure
2
The shadedregionisthesetofadmissible0tTrelativeto
A
andL Now
iffor oneof theset’s
condition(A)
hold thethedynamicalsystemis point dissipative. Thisis thecase when wechoose 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 Figure 2
Theattractorabovethe originismagnifiedin thefollowing Figure 3.
It
indicatesthat there isanattractor 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
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Math. andMath. Sci.,14(1990), 99-110.
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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, with Applicatio.n.s,New
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LORENZ, E. N.,
Deterministic non-periodic flow,J. Atmos.
Sci.,20(1963),
130-141.6. Phase Portraits, Version 2.0,