A NNALES DE L ’I. H. P., SECTION C
J EAN -P IERRE A UBIN R OGER J. W ETS
Stable approximations of set-valued maps
Annales de l’I. H. P., section C, tome 5, n
o6 (1988), p. 519-535
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Stable approximations of set-valued maps
Jean-Pierre AUBIN and
Roger
J. B. WETSCEREMADE, Universite de Paris-Dauphine and University of California at Davis, U.S.A.
Vol. 5, n° 6, 1988, p. 519-535. Analyse non linéaire
ABSTRACT. - The celebrated Lax’
principle "stability
andconsistency implies convergence"
isadapted
to the case of nonlinearequation
andeven inclusions
(multivalued equations) through
a convenient.concept
ofstability.
Itrequires
the definition of"contingent
derivative" ofsingle
orset-valued maps and states that a
family
of maps is stable if andonly
ifthe inverses of their
contingent
derivatives are bounded.An extension of the Banach-Steinhauss theorem to the set-valued
analogues
of continuous linear operators is alsoprovided,
as well asrelations between
pointwise
andgraph
convergence of sequences of set- valued maps.Key words : Stability, set-valued map, contingent derivative, graph convergence.
RESUME. - Le celebre
principe
de Lax : « stabilite et consistenceimpliquent
convergence » estadapte
au cas desequations
non lineaires etmeme des inclusions
(equations multivoques) grace
a une definitionadequate
de la stabilite. Celle-ci est basee sur le concept de « deriveecontingente »
d’unecorrespondance.
On ditqu’une
famille de corres-pondances
est stable si les inverses de leurs deriveescontingentes
sontbornes.
(*) This research was conducted when the authors were visiting IIASA, International Institute for Applied Systems Analysis.
Annales de l’lnstitut Henri Poincaré - Analyse non linéaire - 0294-1449
On demontre aussi une
adaptation
du theoreme de Banach-Steinhaussau cas des processus convexes
fermes, qui
sont lesanalogues multivoques
des
opérateurs
lineairescontinus,
et on examine les relations entre conver-gence
simple
et convergencegraphique
d’une suite decorrespondances.
INTRODUCTION
Let us consider two Banach spaces X and Y and a set-valued map F from X to Y. An element
yo e Y being given,
we consider a solutionxo E X
to the inclusion
We shall
approximate
such a solution xoby
solutions x" to the inclusionswhere
Xn
andYn
are Banach spaces,Fn
are set-valued maps fromXn
toY nand Y n
aregiven.
We extend Lax’s celebrated assertion that
"consistency
andstability imply convergence" [see
e. g.,Aubin ( 1972)]
still holds true forsolving
very
general inclusions,
since we assumeonly
that thegraphs
of the set-valued maps F and
Fn
are closed.Namely,
we prove that ifXm Yn
areapproximations
of X andY,
if y""approximates" yo
and if theFn
are"consistent with
F",
anadequate "stability property"
of the set-valuedmaps
F" implies
the convergence of some solutions xn to(~)n
to xo. We shall also derive an estimate of the error between xn and xo, which is of the same order as the error between yoand yn
and theconsistency
errorbetween F and
Fn.
In the process, we obtain an
adaptation
of the Banach-Steinhauss Theorem to closed convex processes, the set-valuedanalogues
of continu-ous linear operators.
The tool used to define the
"stability"
of the set-valued mapsFn
is the"contingent
derivative" introduced in Aubin(1981) [see
Aubin-Ekeland( 1984), Chapter 7]. Stability
of theFn’s
means,roughly speaking,
that thenorms of the inverses of the
contingent
derivatives of theFn
areuniformly
bounded. The
techniques
used in theproof
are the ones used forproving
inverse function theorems for set-valued maps
[Aubin (1982), (1984),
Annales de l’lnstitut Henri Poincaré - Analyse non linéaire
Aubin-Ekeland
(1984),
Aubin-Frankowska(1987),
Frankowska(1986)].
They
are based on Ekeland’s Theorem.1. STABILITY AND CONSISTENCY IMPLY CONVERGENCE
Let X be a Banach space. We consider a
family
of Banach spacesXn
and operators
X)
which areright
invertible. We denoteby XJ
aright-inverse of pn.
Thefamily (Xn,
Pm is a convergentapproximation
of X ifIf a Banach space
Xo
is contained in X with a strongertopology,
wedenote
by
the "error function". The Banach spaces
Xn
aresupplied
with the normWe then consider convergent
approximations (Xn,
pn,r n)
and(Yn,
qn,sj
of the Banach spaces X and Y.
We also consider set-valued maps F from X to Y and
Fn
fromX"
toYn.
We denote yo;F n)
the lack ofconsistency
ofF~
at(xo, yo),
defined
by:
We say that
Fn
are consistent with F at(xo, yo)
if ~(xo,
yo,Fn) ~
0.As announced in the
introduction,
the definition of"stability"
we suggest involves the concept of"contingent
derivative".Let us
begin by defining
the concept ofcontingent
cone to K at x EK,
introducedby
G.Bouligand
in the 30’s.We say that v E X
belongs
to the"contingent
cone"TK (x)
to K at x ifand
only
ifIt is a closed cone
(not necessarily convex), equal
to X whenever xbelongs
to the interior of
K,
which coincides with the tangent space when K is asmooth manifold and with the tangent cone of convex
analysis
when K isa convex subset.
[See
Aubin-Ekeland( 1984), Chapter 7,
for moredetails.]
When F is a set-valued map from X to
Y,
the"contingent
derivative"DF (xo, yo) at
apoint (xo, yo)
of thegraph
of F is the set-valued mapfrom X to Y defined
by
v
belongs
toDF (xo, yo) (u)
if andonly
if(u, v) belongs
to the
contingent
cone to thegraph
of F at(xo, yo). ( 1. 4)
In other words
set-valued maps whose
graph
are cones arepositively homogeneous:
they
areactually
called"processes" [see
Rockafellar( 1967), ( 1970)].
Hencecontingent
derivatives are "closedprocesses".
One can also
prove
that vbelongs
toDF (xo, Yo)(u)
if andonly
ifWe are now
ready
to define "stable families" of set-valued mapsFn.
DEFINITION 1. 1. - Let
(xo, yo) belong
to thegraph of
F and suppose that theapproximations
pn,rn)
and(Y",
q",s") of
X and Y aregiven.
We say that a
family of
set-valued mapsF" : Y"
is stable around(xo, yo) if
there exist constants c >0,
r~ > 0 and a E]0, 1[ such that, for
all(xn, yn)
EGraph Fn satisfying
for
all vn EYn,
there exist un EX"
and wn EYn satisfying
STABILITY. THEOREM 1.1. - Let X and Y be Banach spaces and p",
rn), (Y",
qn,sn)
two.f’amilies of
convergentapproximations.
Let us consider set-valued maps F
from
X to Y andF" from X"
toYn
with closed
graphs.
Let xo be a solution to the inclusion
Suppose
the set-valued mapsFn
are consistent with F and stable around(xo, If
qnYn converges to yo, then there exist solutions xn to the inclusions such that p" x" converges to xo.Furthermore,
threre exists a constant l > 0 suchthat, for
all yn,n and x"
EF-1n (n) satisfying
yo,qnyn ~
yo and pnxn ~
xo, we haveAnnales de l’lnstitut Henri Poincaré - Analyse non linéaire
In
particular,
we deduce thatRemark. -
Stability
is necessary.When the vector spaces
Xn
are finitedimensional,
condition( 1. 8)
isactually equivalent
to thestability
of theF n. Indeed,
let vnE Y n
be fixedand set yn : for all h > o.
By ( 1. 8),
there existsxh~F-1n (yn+hv)
such thatHence uh : is bounded
by l ( 1 + E) ~
Since the dimension of
Xn
isfinite,
asubsequence (again denoted)
M~,converges to some u, a solution to
Hence the
Fn’s
are stable. DRemark. -
By taking
y" = sn yo andFn :
= sn F pn, we obtain the estimatesThe
right-hand
side converges to 0 when F is lower semicontinuous. D Remark. - Firststability
criteria.The set-valued maps
F~
are stablewhen,
forinstance,
theircontingent
derivatives
DF~ (xn, y")
aresurjective
and when the norms of their inverseare
uniformly
bounded. The norm ofDFn (xn,
isdefined
by
The
question
arises whether an extension of the Banach-Steinhauss Theo-rem could
provide stability
criteria.For that purpose we need to introduce the set-valued
analogues
ofcontinuous operators, which are the set-valued maps whose
graphs
areclosed convex cones
(instead
of closed vector.spaces). They
are called"closed convex
processes".
A map A with closedgraph
is a closed convexprocess if and
only
ifContingent
derivatives are notalways
closed convex processes. When the spaces are finitedimensional,
the lowersemicontinuity
of(x, y) -Graph
DF(x, y)
at(xo, yo) implies
thatDF (xo, yo)
is a closedconvex process
[see
Aubin-Clarke( 1977)].
When the
contingent
derivative is not a closed convex process, we can consider closed convex processes contained in it.For
instance,
we could work with theasymptotic derivative,
introducedby
Frankowska( 1983), (1985).
If A is a closed process from X toY,
the set-valued mapA ~
from X to Y is definedby
Since the
graph
ofA ~
is a Minkowski difference(or
theasymptotic
cone of
Graph A),
it is a closed convex cone. HenceA~
is a closedconvex process contained in A.
Consequently,
the"asymptotic contingent
derivative"
D~ F (x, y)
definedby
is a closed convex process contained in the
contingent
derivative. It also containsalways
the derivative CF(x, y),
whosegraph
is the Clarke tangentcone to the
graph
of F at(x, y),
introduced in Aubin(1982) [see
alsoAubin-Ekeland, ( 1984), Chapter 7].
In any case, let us consider a
family
of closed convex processesAri
fromXn
toY~
such thatUNIFORM BOUNDEDNESS THEOREM 1.2. - Let us assume that the closed convex processes
An
aresurjective
andsatisfy, for
allAn
n( (xo, B) ~
V v E Y, there exists u" E
A" 1 (s" v)
such thatsup~pn u" I
+ ~.( 1. 15)
n
Then the
family of
set-valued mapsFn
is stable.Proof. -
We consider the functions pn and p definedby
and
Since
An
is a convex processand s"
islinear,
we deduce that pn is convex andpositively homogeneous (sublinear).
Since each set-valuedmap is a closed convex process whose domain is the whole space, the function pn is
continuous,
thanks to the Robinson-Ursescu’s[Robinson
( 1976),
Ursescu( 1975)] theorem,
an extension of the Banach ClosedGraph
Annales de I’Institut Henri Poincaré - Analyse non linéaire
Theorem. Then the function p is lower
semicontinuous,
convex andposi- tively homogeneous. Assumption ( 1. 15) implies
that it is finite. We thus deduce from Baire’s Theorem that it iscontinuous,
andthus,
that there exists a constant c > 0 such thati. e. that for all
v E Y,
there exists such thatBy taking
we deduce that thefamily
ofF n’s
is stable. D
Remark. - If the Banach spaces
Xn
arereflexive,
we do not need theRobinson-Ursescu
Theorem,
since it is easy to check that the function p"is lower
semicontinuous,
andthus,
continuous. DWe also mention another useful consequence of the Uniform Bounded-
ness Theorem.
THEOREM 1. 3. - Let us consider a metric space U. Banach spaces X and
Y,
and a setvalued-map associating
to each u~U a closed convexprocess u H A
(u) :
X -~ Y. Let us assume that thefamily of
convex processes~ A (u),
u EU ~ is bounded,
in the sense thatThen the
following
areequivalent
(i)
the set-valued map u HGraph
A(u)
is lower semicontinuous ;(ii)
the set-valued map(u, x)
H A(u) (x)
is lower semicontinuous.Proof. -
Condition(ii) implies
condition(i),
even when thefamily { A (u) ~
is not bounded. Forproving
the converse, consider a sequence of elements(un’ xn) converging
to(x, u)
and choose anarbitrary element y
in A
(u) (x).
We have toapproximate
itby
elementsSince u H
Graph A (u)
is lowersemicontinuous,
we canapproximate (x, y) by
elementsY n)
EGraph
A(un). By
Theorem 1.2, applied
to thethere exists a constant l > 0 such that
Hence we can
choose zn
E A(x" - xn)
suchthat ) ) (1
+E).
Therefore yn :
= y" + zn
doesbelong
to A(un) (xj
and converges to y becausez~ converges to 0
and yn
to y. D Remark. - Dualstability
criteria.Closed convex processes, as continuous linear operators, can be transpo- sed. Let A be a set-valued map from X to Y. Its transpose A* from Y*
to X* is the closed convex process defined
by
pEA * (q)
if andonly
ifIn other
words,
pbelongs
toA * (q)
if andonly
if(p, - q) belongs
to thepolar
cone ofGraph
A.[See
Rockafellar( 1967), (1970),
Aubin-Ekeland( 1984).] ]
Many properties
oftransposition
of continuous linear operators can be extended to closed convex processes. Forinstance, q belongs
to(Im A) -
if and
only
ifTherefore,
if the vector space Y is finitedimensional,
A issurjective
ifand
only
if the kernel A * -1(0)
of itstranspose
is reduced to 0.We also check that in this case
where
B*
is the unit ball of Y*. It is easy to deduce from Theorem 1. 2 thefollowing
COROLLARY 1. l. - Let us consider closed convex processes
An
containedin
yn) for
ally")
inGraph Fn
n((xo, B).
Let us assumethat their transpose
An satisfy
Then the
family of Fn’s
is stable.Remark. -
Graph
andpointwise
convergenceof
set-valued maps.We consider now the case when
X" = X
andYn = Y
for all n.Let
F"
be afamily
of set-valued maps from X to Y. We can define the convergence of the set-valued mapsFn
either from the convergence of theirgraphs (graph convergence)
or from the convergence of their valuesF n (xn) (pointwise convergence).
We recall the
following
definitions of the Kuratowski upper and lower limits of a sequence of subsetsKn
of a Banach spaceK".
We denote
by
F# the set-valued map definedby
and
by
Fb the set-valued map definedby
Annales de l’lnstitut Henri Poincaré - Analyse non linéaire
The
following
relations followdirectly
from the definitionsIt is also easy to check that
The
Stability
Theorem(applied
to the mapsF; 1
instead of the mapsF n) implies
theequality
of F andF#.
PROPOSITION 1. l. , - Let us assume that the set-valued maps are
stable around
(xo, yo)
EGraph
Fb. Then yobelongs
to lim infFn (x").
pxn - xo
This
point
ofview,
that leads toreplacing pointwise by graph
conver-gence was
already
found to beadvantageous
in the"epigraphical" setting, i. e.,
for the set-valued functionsx H f (x) + R + where f is
an extendedreal valued function defined on the space X. The results
reported
in theliterature are
mostly
oftopological
nature,cf.
Salinetti and Wets( 1976), Dolecki,
Salinetti and Wets(1983);
for more aboutepi-convergence
andgraph
convergence consult Attouch(1984).
In asubsequent
paper, wedevelop
theapplications
of these results toepigraphical
maps, and show howthey
can be used to obtainapproximation
andstability
results of aquatitative
nature for variationalproblems.
2. THE LINEAR CASE WITH CONSTRAINTS
We shall deduce the
stability
theorem 1. 1 from asimpler
statement.We consider two Banach spaces Z and
Y,
a continuous linearY)
and a subset K of Z. We consider theproblem (a
linearequation
withconstraints)
find xo E K a solution to A x =yo.
Remark. -
By taking
Z : = Xx Y,
K := Graph F, A : _ ~cy,
theprojec-
tion from X x Y to
Y,
we observe that inclusion(*)
is aparticular
caseof this
problem.
DWe
approximate
thisproblem by introducing
(i)
convergentapproximations
pn,rn)
and(Yn,
qn,sn)
of thespaces Z and
Y;
(ii)
subsetsKn c zn,
(iii)
continuous linear opertorsAn
6 Jzf(Zn, YJ.
We use the
following approximate problems:
The
"convergence" of Yn
to yo, ofKn
to K at xo and ofAn
to A ismeasured
by
thefollowing
DEFINITION 2. 2. - We shall say that these
approximations A")
are"stable"
if
andonly if
there exist constants c> 0,
r~ > 0 and ae]0,1 such
that
for
all n,for
all xn EK" satisfying
r~ andfor
all v" EY",
there exist un E Z and wn E
Yn satisfying
THEOREM 2. 1. - Let us assume that the subsets
Kn
are closed. Assumethat the
approximations
are stable.Then, if ( |y0-
qn yn d(xo,
pnKn)
andc (A, An)
converge to0,
there exist solutionsxn~Kn
toAn xn = yn
whichconverge to xo.
Furthermore,
there exists a constant I suchthat, for
allxn
EK"
such that p"xn
converges to xo, we haveIn
particular,
Proof of theorem
2. 1. -Supplied
with the metricxn)
:
K"
iscomplete.
Weapply
Ekeland’s theorem to thecontinuous function
V"
defined onKn by
Let
E ( 1- a)/c
be chosen.We take
x"
EK"
suchthat ()
converges to 0.Annales de l’Institut Henri Poincaré - Analyse non linéaire
Therefore,
Ekeland’s theoremimplies
the existence ofxn
EK" satisfying
The first
inequality implies
thatThe error converges to 0 since
and
Consequently,
for nlarge
enough,
the Pnxn belong
to B(xo, r~). By
thestability assumption,
we canassociate
with vn : = yn-Anxn
elements andBy
the very definition of thecontingent
cone, weassign
to any h > 0(which
will converge to0)
elementswhere 0
(h)
converges to 0 with h.By taking
such an x", from the secondinequality
of(2. 6),
we obtainThis
implies
thatBy letting h
converge to0,
we obtainSince (X+EC
1,
thisimplies
that andTherefore,
Since this
inequality
is true for we can let E converge to( 1- a) /c,
so thatBy taking x"
EKn
suchthat ) )
d(xo,
p"Kn) ( 1 + j3)
andletting 03B2
converge to
0,
we obtain the estimate(2. 5).
DProof of
thestability
theorem 1. l. - We take Z : = X xY, K = Graph
= Graph Fn and An : =03C0Yn. We observe
that
c (A, since,
for allYn)~
The
stability
of the set-valued mapsFn is just
the same as thestability
of their
graphs
with respect to theprojections
~cy and 1ty n.If
(xm Yn)
is in thegraph
ofF m
we deduce thatFinally,
we can estimate the distance between(xo, yo)
and theimage
ofthe
graph
ofFn by pn
x qn in thefollowing
way.Indeed, (pn
xqn) Graph Fn
=Graph (qn
where the domain of qn is ~7n On ~7n one has qn pn qnFn
xwHence Theorem 1. 1 follows from Theorem 2 . 1. D
Annales de l’lnstitut Henri Poincaré - Analyse non linéaire
3. A STABILITY CRITERION
We devote this section to criteria
implying
that afamily
of subsetsKn
is stable. For
simplicity,
we consider the case whenZn : =Z, Y~=Y, qn = id, Pn = id
andAn = A.
It is time to recall that the Kuratowski lim infis the set of x’s such that x = lim xn where xn E
Kn.
The
stability assumption (2. 3) implies implicity
that xobelongs
to thelim inf of the subsets
Kn.
We consider now the lim inf of the
contingent
conesand we address the
following question:
under which conditions does the"pointwise surjectivity assumption"
imply
thestability
of theK".
The next result answers thisquestion
whenthe dimension of Y is
finite, unfortunately.
PROPOSITION 3. 1. - Assume that T
(xo)
is convex and that AT(xo)
= Y.Let us assume that there exists a space Y such that the
injection from
Y to H is compact. There exists a constant c > 0 such
that, for
all a E]o,1 [,
there exist r~ > 0 and N >_ 1 with the
following
property:there exist solutions ~c" E
TKn (x")
and W" E Y toRemark. - When Y is finite
dimensional,
we can take H = Y. DProof. -
Let S denote the unitsphere
ofY,
which isrelatively compact
in H. Hence there are p
elements vi
such that theballs vi
+(a/2) BH
coverS. Since
T(xo)
is convex andAT (xo) = Y,
Robinson-Ursescu’s Theoremimplies
the existence of a constant ~, > 0 such that we can associate with any vI E S an ui E T(xo) satisfying I
~,.By
the very definition of T(xo),
we can associate with
a E ]o,1 integers N1 and ~i > 0
such thatV x" E
Kn n (xo
+B),
there existun
ETKn (xn) satisfying
Let N : = max
Ni
and r~ : = min We taken >_ N
andxn E Kn
(~(Xo+l1 B).
Let vbelong
to Y. There exists such that(where
c :=~,+1/2IIA H))
and thatThis proves our claim. D
This result
justifies
a furtherstudy
of the lim inf ofcontingent
conesto
TKn (xn).
We introduce the coneCKn (xo)
of elements v such thatWhen all the
Kn’s
areequal
toK,
then liminf Kn = K
andCKn (xo)
coincideswith the Clarke tangent cone to K at xo.
It is
clearly
a closed convex cone:indeed,
let vi,and v2 belong
toCKn (xo),
xn EKn
a sequenceconverging
to xo andhn
~ 0+. There exists asequence v 1 n
converging
to v 1 such thatxn : belongs
toKn
for all n. Since
xn
also converges to xo, there exists a sequence v2nconverging
to v2 such that for all n. Hence xn+ hn
+v2n)
=xn
+hn
v2n EKn
for all n and v1n + U2n converges to vl + v2.Then
belong
toCKn (xo).
A
slight
modification of a result of Aubin-Clarke(1977) implies
thefollowing
relations betweenT (xo)
andCKn (xo).
PROPOSITION 3. 3. - Assume that Z is
reflexive
and that the subsetsKn
are
weakly
closed. ThenAnnales de l’Institut Henri Poincaré - Analyse non linéaire
Proof. -
Let vbelong
tolim inf TKn (xn). Then,
for anyE > o,
thereexists N such that
Let us set
gn (t) : =d(xn+tv, Kn). By Proposition 4 .1. 3,
p. 178 of Aubin- Cellina( 1984),
where yn
EK"
is a bestapproximation
of x" + tv. Let xo" EK
denote a bestapproximation
of xo. Sincewhen x" E
(xo + (rt/2) B)
nK"
and t _r~/4 ( I v II,
we deduce that the function which is almosteverywhere differentiable,
satisfiesBy integrating
from 0to h,
we deduce thatfor all
n ? N
and DThe converse is true when the dimension of Z is finite or when the subsets
K"
are convex. Moregenerally,
we introduce thefollowing "weak contingent
cones"T (x)
defined in thefollowing
way:v
belongs
toTK (x)
if andonly
if there exist asequence hn
0 + and asequence w"
converging weakly
to v such thatbelongs
to K forall n.
We see at once that
and that
they
coincide when the dimension of Z is finite or when K isconvex:
indeed,
in this case,TK (x)
andT (x)
are the closure and the weak closure of the convex conespanned by
K - x, which thus areequal.
We then obtain the
following
trivial inclusion:PROPOSITION 3. 2. - Assume that Z is
reflexive,
thenProof. -
Assume that vbelongs
toCKn (xo). Then,
for allE > o,
there exist
~ > 0, N and 03B2>0
suchthat, for
alln >_ N and xn~Kn
(1(xo
+ ~B),
- _
Let us fix such an
n _>_ N and
Let such thatand
set v~ : _ 2 E
and sincethe space is
reflexive,
asubsequence of vn
convergesweakly
to someSuch a vn
belongs
toTKn (xn).
Henced (v, (xn))
convergesto 0. 0
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( Manuscrit reçu le 12 aoft 1987.)