R ENDICONTI
del
S EMINARIO M ATEMATICO
della
U NIVERSITÀ DI P ADOVA
A RRIGO C ELLINA
C ATERINA S ARTORI
The search for fixed points under perturbations
Rendiconti del Seminario Matematico della Università di Padova, tome 59 (1978), p. 199-208
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The Search for Fixed Points under Perturbations.
ARRIGO CELLINA - CATERINA SARTORI
(*)
Introduction.
In what follows S is a
bounded,
open, convex subset ofEn,
1~’ : ~S’ -~ ~S a C2
mapping;
K is the fixedpoint
set of ._F’. We shallactually
assume that .F’ is defined on a
neighborhood
of~S,
with values in S.Fix
EO E as and, following [3],
consider the set of those x’s such that the half-line fromthrough x
intersects 85 at~°.
In thecase $0
is aregular
value of themapping H
definedbelow,
there exists adifferential
equation
such that the solution of the
Cauchy problem
witha?(0) = $°
existson
[0, m),
itspath
is contained in the above mentionedset,
andlim
d(x(t), K)
= 0.t -+ oo
In this paper we
investigate
whathappens
when weperturb
thisset, allowing $
to vary in aneighborhood
of~°.
We remarkthat, although
the set we are interestedin,
i.e. those x’s allinedwith $,
iscompletely defined,
it is not so neither for themapping
H nor forthe differential
equations.
Both of thesedepend
on the way the new, fictitious boundariesthrough $
are defined and on theregularity
prop-erties of the functions
describing
them.Under
genericity assumptions
for.F’,
we can prove thefollowing.
Let $°
be aregular
value forH,
so that thel e exists a differential equa-(*)
Indirizzodegli
AA.: Istituto di MatematicaApplicata,
Università - Via Belzoni 7 - 35100 Padova.tion with a solution
starting
at~o
andleading
to the fixedpoint
set.Then for
every ~
in aneighborhood of $°
there exist a differentialequation
and a solutionleading from ~
to the fixedpoint
set. More-over solutions of these differential
equations
convergeuniformly
oncompacta
to the soution of theoriginal
differentialequation.
Notations and basic
assumptions.
We assume that the
mapping F
is defined on the closure of abounded,
open set Econtaining S
with values inS,
so that hasa
positive
distance 26 from as. We assume that a ball about S of radius 6 is contained in ~. Further we suppose that theboundary
of S is
locally sufficiently
smooth i.e. that anygiven $° belongs
to anopen
neighborhood
~ c E such that:defining
cp : as r1 ~ 2013~ Rby gg(x)
=0,
cp can be extended to 9.L as a C3mapping
into R with a no-where
vanishing gradient
and such thatgrad cp(x), grad ~(x’)~ ~ 0
for xand x’ in 9~ r1 91.
N(x)
is theunique
outwardoriented, unit,
normalvector to a
given
surfacethrough
x.Let us set
~S = S°;
forr > 0,
7 forr 0,
Sr =
d( y, ~(~S) ) ~ - r~.
It follows from theassumptions that,
for all
sufficiently small r,
Sr is a nonempty,
closed convexbody.
For x E
ZEK
letL(x)
be the half-line fromF(x) through
x. SetH(x)
=Z(x)
n asand, for |r| 6, Hr(x)
=.L(x)
n asr. We also setf (x)
=F(z) - z
andg(x)
= The norm11 A 11
of a matrix Ais the
operator
norm. TheJacobian
matrix of h isD(h).
The unitball is denoted
by
B.As in
[5]
most results willdepend
on thefollowing genericity hypothesis:
HYPOTHESIS
(GH).
WhenD( f )
at x is nonsingular.
§
1. - In this section westudy
the set of critical values of our map-ping.
Theorem 1 establishesthat, generically,
it is acompact
subsetof a full
neighborhood
of our initialpoint ~0.
LEMMA 1. For every
pair (r, s )
withIs 6,
for every x)) Hr(r) - H8(r) (I
PROOF. Set n = min
{r, s},
m = max{r, s}
and D = max-
1B, ||F(x) - gs(x)
Since the ballB[F(0153), 6]
is contained in the convex setSn,
the ball aboutHn(x)
of radius11 HI(x) - H8(x)
201
is contained in Sm. Hence
Whenever
defined,
for ,LEMMA 2. Let 0 be an open set whose closure is in flL. There exist
~O* :
and e, such that:i)
P isinjective
on(B[O, e*]
r1as)
x(-
e,e) and ii) d(y,
t~ r1aS)
eimplies
there exist r,irl e,
andas: y
=P(x, r).
Moreover themapping
y H x is
lipschitzean.
PROOF. Ad
i).
Since as in C3 in9.1,
the matrixD(N)
is bounded in normby
some L on~O*],
so that themapping
xH N(x)
islipschitzean
withLipschitz
constant L. Set é = minI-L-1,
Assume there exist
(x, r)
and(x,, r1),
with such that y = x+ + rN(x) = ri + r,N(x,,).
The case both r and r, nonnegative
is wellknown
[2].
Assume r > 0.
By assumption
so that
N(x), (x1-~-- r1N(x1) )
- c 0and,
since thetangent plane
at x
supports S, N(x), x~ - x~ c 0. By adding
we haveN(x),
r1N(xl) ) - x~ c 0.
Hence thepoints
and x+ rN(x)
are at the
opposite
sides of thetangent plane.
For the case consider the ball centered
at y
with radiusan easy
computation
shows that]]
=Also
Since the
tangent plane
to S at x, is ofsupport,
x andr(ri)-lxl
areat the
opposite
sides andHence
Finally
a contradiction.
Ad
ii).
Let x E as and r be such thatd(y,
0 ~1as) = d(y, x)
==- r (C ~O).
Then xE(B[O,
andN(x)
is well defined. Theis well known
[2]. Assume y
E S. We remark that the ball centeredat y
with radius r isfully
contained in ~S’. Then at x the normal to the ball coincides withN(x) and,
asbefore, y = P(x, - r).
Now consider y,., Y2 and the
corresponding (Xl’ r1), (x2 , r2 ) .
Welimit our considerations to the case the other cases
being
treated
analogously. Set y2
=x2 -f- rlN(x2).
ThenLEMMA 3. Set
ly
= x+ rN(x),
x E (9 r1 as andIrl
Thenfor r E J =
(-
~O,~O), i)
a,Sr r1P(as
r1CU’, r), ii)
r1 cU is a02
(%- 1)-surface
andiii)
cU is open.PROOF. Ad
i).
We have’U’,r).
In fact let y :d(y, and y
=x’+ r’N(x’)
with Thenclearly
so that r E J. Let be such that
d(y, x)
=d(y,
Thenand
by i)
of Lemma2,
x = x’ andr = r’. The converse
implication
isproved
inexactly
the same way.Ad
ii).
SinceT(.)
isN( ~ )
andPr( ~ ) = P( ~, r)
areAlso the norm of
D(N)
is boundedby
L so thatD(Pr)
= I+ + rD(N)
is a linearhomeomorphism.
It follows then that isC2
and thatqr = cpoP;l
isC2.
It is then easy to show that= (y: cpr(y)
=0},
thusproving
the claim.Ad
iii).
It follows frompoint ii)
of Lemma 2.We consider a sequence
a(m)
- r E J as m - oo. We set H* =Hr,
Hm - and we denote
by
thej-th component
ofH*,
Hm.LEMMA 4. The sequence converges to
uniformly
on
compact
subset of naSr).
PROOF. Let be
compact,
in C and set for xi such that
P(xi)
EE r’1 The half-line from
through P, $ F(P) +
-f- t(P - F(P)), t ~ 0,
can bereparametrized
as203
By setting
==(ocl(0153i), ..., OCn(0153i))2’
withwhen j =1= i
andai(xi)
=1,
we can write alsoLet = 0
[99*
=0]
be theequations
of r1 IU r’1W],
and consider the
system
of n
equations
in the(n + 1)
unknowns xi ,$1, ... , ~~ ,
... ,~n . By
theuniform convergence of the Hm to H*
provided by
Lemma1,
thissystem
has a solution for allsufficiently large
m.Set
(~i , ... , 8§J/)"
= n n =Hm(P°).
Thevector Q -
-
(xo , ~i , ... , ~n ) is
a solution to the abovesystem. By developing along
the elements of the first row, andtaking
into account that atQ,
=
1,
the determinant of the Jacobian matrix of the left hand side of(1)
withrespect
to..., ~n), computed
atQ,
is found to beWe claim that 7 i.e. that
Otherwise, by multiplying
the vectorby xO
-grad (p-
would beorthogonal
to the vector PO -F(PO),
inH-(PO).
This is acontradiction since is internal to Sm and
grad
is asupport- ing
functional.The
implicit
function theoremyields
the existence of a vector Em .(~i , ... , ~n ),
function of xi, whose derivatives satisfiSystem (2)
can be solved togive
that can be written as
Finally
We interested in the above
expression
for P = PO. At thatpoint
and
Let R be the intersection of the line
through Hm(P°) parallel
toN(Hm(P°) )
with a~Sr.By
constructionand,
as consequence of Lemma1,
it convergesuniformly
toMoreover
is bounded away from zero on
C,
so that theright
hand side of(3)
converges
uniformly
toIt is left to prove the same for
System (2 ) yields
the abovederivative as a linear function of and of with bounded
205
coefficients
independent
of m. Hence uniform convergence holds forFollowing
Sard[4]
we call apoint
xregular
for themapping
Hif
D(H)
at x has maximal rank. Animage v
is called aregular
valueif
H-l(v)
consists ofregular points,
a critical value otherwise. It is knownthat,
for every r,Zr,
the set of critical value of.Hr,
is ofzero in 88r. Next Theorem 1 states that the critical set is
generically
acompact
zero dimensional subset of To prove it we need a further Lemma.LEMMA 5. Under
assumption (GH),
there exists s such that for every r EJ,
the set of criticalpoints
of Hr is at a distance at least sfrom K.
PROOF. Let
r~ > 0
be such that whenever el, ... , en_1 are ortho- normal vectors and ~1, ... , Un-1 are bounded in normby 1,
then thevectors =
1, ... , n -1,
arelinearly independent.
E K.
By (GH), D( f
has maximal rank. Since x HD(f)
is
continuous,
is both continuous and of maximal rank atx° [5]
and =0,
there exist sand ~
such that C Eimplies
and
We claim that for every r E
J, x
EB[x°, s], implies
that x is not acritical
point
of Hr.We have
Hr(x) =
and:Let w be a vector of
norm ~, orthogonal
tof (x).
Then w =D( f ) v
for some v E B. Hence
and also
i,e. contains a
(n - I)-dimensional
ballof radius n
inf-L.
Denote
by
II theprojection
on1m (D(g));
let e1, ... , en-1 be anorthonormal basis in Im
(D(g))
and let V1, ..., be of norm boundedby
1 and such thatBy
our choiceof q,
the vectorsi=l,...,n-1,
are
linearly independent and, being orthogonal
to g, so are the vectorsThe
preceding expression
isD(Hr)vi.
Hence rankD(Hr»n-1,
i.e.x is not critical.
To each x° E g we have associated a
positive
8. Since g iscompact,
an easy
argument
proves the Lemma.THEOREM 1. Set JY’ _ Under
assumption (G.H),
JY’ is arelatively compact
zero dimensional subset ofPROOF. Let
y*
E and assume there exist ym EZa(-),
withClearly a(m)
- r. Let ym = xm a criticalpoint
of.Hm, and, using compactness
and the statement of Lemma5,
assumethat From the uniform convergence of the Hm to H*
it follows that
H*(x*)
=y*.
Since x* is not a criticalpoint,
theJacobian of .H*
computed
at x* is such that forsome C
>0,
By continuity, computing D(H* )
at anypoint x sufficiently
close tox*,
Finally
the uniform convergence ofD(Hm) provided by
Lemma 4gives that,
for mlarge,
at the samepoints,
Hence,
for mlarge,
rm is not a criticalpoint
ofHm,
a contradiction.Then some ball
about y*
does not contain criticalpoints, proving
thefirst
claim,
207
M is a measurable subset of CU’. For every r
E J, Zr
is of(n -1 )-
dimensional measure zero.
By
Fubini’s theorem JY’ has n-dimensionalmeasure zero.
§
2. - The differentialequation
mentioned in the introduction is definedbelow, following [3].
Theorem 2 of this section is the con-vergence result for the solutions of the
perturbed problems.
We are
going
to define continuous functions ur on the open sets’U)r == r1 It is
proved
in[3]
that solutions toare solutions to
i.e. to
Consider
~0:
there exists an index i : the i-thcomponent
of thenormal to as
at $°
is not zero.By continuity
the same is truefor $
in some 0 r1 as
(we identify
this 0 and the induced V with those of Lemma3).
Thenby construction,
it holds true for the normals to 88r n ’BY.Set
u;,
thej-th component
ofur,
to be the cofactor of the elementon the i-th row and
j-th
column ofD(Hr) (so
thatD(Hr)ur= 0).
THEOREM 2.
Let $°
be aregular
value of .H. Let the solution tox = u(x), r(0) = $0
exist on[0, Then,
underassumption (GH),
for every T (o, for every 8 >
0,
there exists 6 such that: whenever11 ~ - $0 6,
the solution toexists on
[0, T)
and~~ C
ê.PROOF. Set
Kn = ~y : d(y, ~(H-1( V ) )~ C
On[0,
T-+- r~],
thesolution
x( ~ )
exists and haspositive
distance from i.e.it
belongs
toXv
for some v. Assume 6 does not exist. Then there existsa sequence of
regular
values~(m)
-$°
for which the conclusion of the theorem does not hold.However, by
Lemma4,
for mlarge,
thefunctions ~c~~m’ are defined on and converge to u. This contradicts the basic convergence theorem
[1].
REFERENCES
[1] PH. HARTMAN,
Ordinary differential equations, Wiley,
New York, 1964.[2]
R. B. HOLMES, A course onoptimization
and bestapproximation,
Lecturenotes in mathematics 257,
Springer,
Berlin, 1972.[3]
R. B. KELLOG - T. Y. LI - J. YORKE, A constructiveproof of
the Brouwerfixed point
theorem andcomputational
results, SIAM J. Numer. Anal., 13 (1976), pp. 473-483.[4] A. SARD, The measure
of
the critical valuesof differentiable
maps, Bull.Amer. Math. Soc., 48
(1942),
pp. 883-890.[5] S. SMALE, Price
adjustment
and Global Newton method, J. Math. Econ., 3 (1976), pp. 1-14.Manoscritto