PARETO
OPTIMALITY FOR NONLINEAR
INFINITE DIMENSIONAL
CONTROL SYSTEMS
by
EVGENIOS P. AVGERINOS
UniversityofThessaloniki Schoolof
Technology,
Thessaloniki54006,GREECE
and
NIKOLAOS S. PAPAGEORGIOU UniversityofCalifornia 1015
Department
ofMathematicsDavis, California95616,
U.S.A.
(Received February 2, 1989 and in revised form April 3, 1989)
ABSTRACT.
In
this note weestablish theexistenceofParetooptimalsolutionsfor nonlinear, infinitedimensionalcontrolsystemswithstatedependentcontrolconstraintsand anintegral criteriontakingvaluesinaseparable,reflexive Banach lattice.An
exampleisalsopresentedindetail. Ourresult extendsearlieronesobtainedbyCesariand
Suryanarayana.
KEY
WORDSAND
PHRASES. Paretoefficient points, Banach lattice,mildsolution, evolution operator, compactness,Fatou’s
lemma,orientorfield,nonlinearparabolicequation.1.
INTRODUCTION
In
recentyearsthere has been anincreasinginterestinoptimizationproblemswithmultiple objectivesconflictingwithoneanother. The subjecthasitsoriginsinmathematical
economicsandinparticularinwelfare theoryandfromthereitpassedintoother subjectslike game theory,operationsresearch,optimization andoptimalcontrol.
Suchproblems,inthe contextofoptimal controltheory, were recentlyconsideredby
Cesari and
Suryanarayana
inaseriesof interestingpapers[5], [6],
[7].
Weshould alsomentionthe earlier workof Olech
[9],
who,
motivatedfrom the fundamental work ofCesari[4],
studied similarproblemsinIR
n.
Theaimofthisnoteistoextend the finite dimensionalexistenceresultfor
Pareto
solutionsof Cesari-Suryanarayana[5],
to infinite dimensionalcontrolsystems. Exploiting[11],
weareable toprovetheclosedness of acertain orientorfield andthroughthat establishtheexistenceof
Pareto
optimalsolutions. 2.PRELIMINARIES
Let
(,E)
be ameasurable space andX
aseparable Banach space.Throughout
this notewe willbe using thefollowingnotations:and
Pf(c)(X)
{h c__
X: nonempty, closed,(convex)}
P(w)k(c)(X)
{A
c_.
X: nonempty,(w-)compact,
(convex)}.
A
multifunction(set
valuedfunction)
F: -,Pf(X)
issaid to bemeasurableif andonlyifforall y
X,
w-d(y,
F(w))
inf{lly-xll:
xF(w)}
ismeasurable. Ifthereexists a a-finitemeasure
(.),
withrespect to whichE
iscomplete, then the above definitionofmeasurabilityisequivalenttosaying that GrF
{(w,x)
e X:xeF(w)}
ZB(X),
withB(X)
beingtheBorel a-fieldof
X (graph measurability).
For furtherdetails onmeasurablemultifunctions werefertothesurvey paper ofWagner
[16].
By
S
we will denote the set ofselectorsofF(.),
thatbelongintheLebesgue-Bochner spaceLI(x)
i.e.S
{f
LI(x)
f(w)
F(w)
#-a.e.}.
Thissetmaybe empty. HoweverifF(.
isintegrablybounded(i.e.
F(.)
ismeasurable and w
IF(w)l
sup{llxll"
xF(w)}
eL),
thenS
#
q). UsingS
we can defineaset valuedintegralforF(.)
bysettingF(w)d(w)=
{I
f(w)d(w)"
fS}.
Let
Y,Z
beHausdorff topological spacesand let G:Y2Z\{t)}.
We saythatG(.)
is uppersemicontinuousbyinclusion(u.s.c.i.),
ifforallYn
y inY
G(Yn)
{z
Z: z limznk’ znk
eG(Ynk
),
n<
n2<
...} c__
G(y).
Finally,inthe nextsectionwe will beusingsomenotionsand resultsfromthetheoryof ordered vectorspaces. Forthenecessarybackgroundwe refertothebooks ofPeressini
[14]
andSchaefer
[15].
3.
EXISTENCE
THEOREMLet Y
be alocallyconvex vectorspacewitha partial order inducedbyanonempty,closed,convex and pointed cone
Y+.
For y,y’
eY’
wewrite y_<
y’
ifandonlyify’-y
Y+.
LetA
c_
Y.A
vector x0K
issaid to beParetoefficient forA,
if(x0-Y+)
N),
whereY+
Y+\(0}.
SotheParetoefficient(or
Pareto optimal)pointsofA,
are those pointsof whichareminimalfor the partial orderinducedbyY/.
The setof Paretoefficientpointsof
A
will bedenoted byEft(A).
(a)
All ordered vectorspaceswhichhave compact order intervals(resp.
weakly compact,ifthe order isnormal).
(b)
Allsemi-reflexive ordered vectorspaces,withnormalorder.(c)
Allorderedvectorspaces,withY/
completeandhavingaboundedbaseB
s.t.0
I
t
(in
particularthen,ifY/
islocallycompact).
(d)
All(countably)
ordercomplete Banach lattices,unlesstheycontaina lattice isomorphic to.
Notethatevery
(countably)
Daniellspaceis(countably)
order complete. Thefollowingexistenceresultis well knownamong peopleworkinginPareto optimization(see
for examplePenot[13]).
PROPOSITION" If
(Y,Y/)
isaDaniell vectorspaceandA
c_
Y
isnonemptyandbounded below,
then
Eft(A)
#).Nowlet T
[0,b],
abounded, closedinterval inJR+,
X
aseparable Banach space(the
state
space), Z
anotherseparableBanachspace(the
controlspace)
andY
aseparable, reflexive,ordercomplete,Banach lattice.Wewill considerthefollowinginfinitedimensional,nonlinear
control
system:[(t)=A(t)x(t)+
x(0)
x0,
u(t)
eU(t,x(t))a.e.
f(t,x(t),u(t))](.)
By
a solutionofthissystem,we willunderstanda mild(integral)
solution.A
pair of functionsx(.)
eC(T,X)
andu(.)
LI(z),
thatsatisfythe dynamic constraints(*),
aresaidtobean "admissible pair".
In
particularx(.)
isan "admissibletrajectory",whileu(.)
isan "admissible control".We
willdenote the setofadmissible pairsbyA(x0).
Finally note thatsystem
(*)
hasfeedback typeconstraints,sincethe multifunctionU(.,-)
dependsalso on the state.Tothiscontrolsystem,we associate aY-valued costcriterionof thefollowing form:
b
J(x,u)
|L(t,x(t), u(t))dt
J0
with
L" TXZ
Y.Our goalistoproveatheorem saying thateveryvectorin
Eff(J(A(x0)))
isrealizedby an admissible pair.Tothisend,weneed thefollowingsetof hypotheseson the dataoftheproblem.
H(A):
{A(t)"
eT}
are linear, unboundedoperatorsonD(A(t)) c_
X,
thatgenerateastronglycontinuousevolutionoperator
S(t,s)
e.2’(X),
0_<
s_<
_<
b, which iscompact for t--s>
0.H_:
f:TXZ
X isa function s.t.(1)
tf(t,x,u)
ismeasurable,(2) (x,u)
-
f(t,x,u)
issequentiallycontinuousfromXZ
Z
w denote the Banach spaces
X, Z
with theirrespective weaktopologies),
(3)
IIf(t,x,u)ll <
a(t)
+
b(t)
(llxll
+
Ilull)
a.e. witha(.),
b(.)
eL+.
H(L):
L:TxXxZ
Y
isameasurablefunction.H(Q):
For every(t,x)
eTxX,
the setQ(t,x)
{(v,r/)
eXY: vf(t,x,u),
uU(t,x),
L(t,x,u)
<
r/}
isconvexand xQ(t,x)
isu.s.c.i, from X intoX
w.
H(U)"
U: TxX
efc(Z)
isa multifunction s.t.(1)
(t,x)
U(t,x)
ismeasurable,(2)
x-,U(t,x)
isu.s.c.i, fromX
intoZ
w,(3) U(t,x)
c_
W a.e., where WPwkc(Z).
Ha:
A(x0)
#q)(i.e.
thereexistadmissible"state-control" pairs).Hb:
J(A(x0)
isorder boundedin X.Hypothesis Ha isa controllability type hypothesis,whilehypothesis Hb issatisfiedif for example
IL(t,x,u)l <
a’(t)
+
b’(t)
(llxll
+
Ilull)
a.e. witha’(.),
b’(.)
LI(y+).
RecalllYl
=Y++Y--THEOREM1: Ifhypotheses
H(A),
H(f), H(L), H(Q), H(U),
H
a andH
b hold,then
Eff(J(A(x0)))
#
) andevery elementin this set can be realizedbyan admissible"state-control" pair.
PROOF: Recalling thatareflexive Banach latticeisa Daniellspace and using
hypothesis
H
b and the proposition, we deduce thatEff(J(h(x0)))
#
).Let
eenff(J(A(x0))).
Thenbydefinition eeJ(:A(x0)
). So
thereexistYk
eJ(A(x0)
),
k>l s.t.
Yk
_s
e. WehaveYk
J(Xk’Uk)’
with(Xk,Uk) A(x0)
forall k>l.Ourclaimisthat
{Xk}k>l
isrelativelycompactinC(T,X).
Tothisend,we will first determinean apriori boundforthe trajectories of(*).
Soletx(.
eC(T,X)
besuch a trajectory. Wehavex(t)
S(t,O)x
0+
S(t,s)f(s,x(s)), u(s))ds,
T,
u(’)e
SI(.,x(.))
0
-<
IIS(t’O)xoII
+
I
IIS(t,s)I1.11 f(s,x(s),
x(t)]
ds0
:=v
IIx(t)ll _<
MIIXoI
+
M|[a(s)
+
b(s)(llx(s)ll
+
Ilu(s)ll)]ds
(since
IIS(t,s)ll _<
M)
J0
t
_<M(llXoI
I+llall
1+
IWI.IIDII1)+M
b(s)
JJx(t)JJ
ds0
(IWl
:sup{lul’ueW})
InvokingGronwall’s inequality, wegetthat
JJx(t)Jl
_<
M
for all T and alltrajectories
x(.)
of(*).
Next
let t,t’
eT,
_<
t’.
For any(x,u)
eN{(x
k,Uk)}k>l
c_.
A(xo)
t’
rt]]S(t’,0)
x0+
J
|
S(t’,
s)
f(s,x(s),
u(s))
ds-S(t,0)
x0-|S(t,s)
f(s,x(s), u(s))
0 J0
t’
_< IlS(t’,0)x
0-S(t,0)x0]
+
|]ls(t’,s)ll.
IIf(s,x(s),
u(s))]l
dsJ
/|
IIS(t’,s)- S(t,s)l[. [[f(s,x(s), u(s))l[
dsJ0
Letusestimatethethreesummandsintheright handside of the above inequality.
Because
ofthestrongcontinuityoftheevolutionoperator,given>
0 thereexists1
>
0s.t. for
]t’-t
<
1’
wehaveIIS(t’,0)
x0
S(t,0)
x011
<
t’
t’
r
J
IIS(t’,s)ll IIf(s,x(s), u(s))l[
ds<_
M
J
[
[a(s)
+
b(s)(M
1Also
1
b(.)e
L+,
wecanfind2
>
0s.t. forIt’-t]
<
2’
wehavet’
M
J
[a(s)
+
b(s)(M
1+
IWl)lds
<
(1)
+
Wl)]ds.
Sincea(.),
(e)
Finally for e
>
0 wehaveI
IlS(t’,s)- s(t,s)ll. IIf(s,x(s),
u(s))ll
ds0
_<
[
t-el
I[S(t’,s)- S(t,s)]l.
Ils(s,x(s), u(s))]]
ds+
2M(a(s)
+b(s)(M
+
IWl))ds
0 t-e
1
Let
>
0 besuch thatI
2M(a(s)
+
b(s) (M
1+
IWl))ds
<
e/6.
Also fromt-e
proposition2.1 of
[11],
weknow thatbecause ofthe compactness hypothesis onS(t,s)
for t-s>
0(see
hypothesisH(A)),
wehavethat tS(t,s)
iscontinuous intheoperator norm, uniformly forall s s.t. t--s isbounded awayfrom zero. Thus wecanfind3
>
0s.t. forIt’-tl
<
a
wehaveIIS(t’,s)
S(t,s)ll <
e/6(llall
+
Ilbll
(M
+
IWl))
for all sT
witht--s
_>
1. Soweget -el
IIS(t’,s)-
S(t,s)ll.
IIf(s,x(s), u(s))ll
ds<
e/
0 t
IlS(t’,s)- S(t,s)ll. IIf(s,x(s),
u(s))ll
ds<
e/3
(3)
0
From
(1),
(2)
and(3)
above,we havethatfort’-tl
<
b min{1’
2’ 3
}’
we have-x(t)ll
<
e for all x{Xk}k>
xk(t
S(t,0)
x0/J
S(t,s) V(s)
ds 0where
V(s)
{xe
X"
[[x[[
_<
a(s)
+
b(s)
(M
+
[W[)}.
SoV(s)
isalmosteverywhere bounded, closedandsinceS(t,s)
iscompact for t-s>
0,S(t,s) V(s)
is almosteverywherecompact andclearly measurablein s.
So
by RadstrSm’s embeddingtheorem(see
forexample[11]),
weget thatI
S(t,s) V(s)
dsPkc(X),
==
{xk(t)}k>
Pkc(X).
So invokingthe 0Arzela-Ascolitheorem,wededuce that
{Xk(. )}k>l
isrelatively compactinC(T,X).
Observe that
{Uk}k>
c__
S
and thelatterisw-compact inLI(z)
(see
proposition3.1 of
[10]),
andbythe Eberlein-Smuliantheoremissequentially w-compact. So bypassingtoasubsequenceifnecessary,wemayassumethat x
k
-
x inC(T,X)
anduk u in
LI(z).
Setvk(t
f(t,
xk(t
),
Uk(t))
andr/k(t
L(t,xk(t), uk(t)).
NotethatI
b LI
b
r/(s)
dsJ(Xk, Uk)
e. Applyingtheorem2.1 of Balder[2],
weget?e
(Y)
s.t.?(t)
0 k 0
dt e and
(t)
convw-lY-
{k(t)}k>_l
a.e.. AlsonotethatVke
SI(.)
whereK(t)
conv
f(t,xk(t), uk(t)).
But
becauseofthecompactnessof{xk(t)}k>_l
in X andsince w{uk(t)}k>_l
_
W andf(t,.,.)is
continuousonXxZw
intoXw,
wededucethatK(t)e
Pwkc(X)
a.e. andclearlyismeasurable. Soproposition 3.1 of[10]
tells us thatSI(.)
issequentially w-compactin
LI(x).
Hencewemayassume that vk v inLI(x)
andfurthermore fromtheorem 3.1of
[12],
wehavev(t)
convw-ff
{vk(t)}k>_l
a.e.. Thus we have(v(t),
y(t))
econvw-l](vk(t), /k(t))
a.e.(v, r/)
S1convw-I]-
Q
(.
,xk(.))
But byhypothesis
H(Q),
weknow that xQ(t,x)
isu.s.c.i, fromX
intoX xY
w w’Hence w-Ii-
q(t,
xk(t))
c__
q(t,x(t))
a.e.==
(v,r/)
eS((.,x(.
))"
Let
R(t)
{ue U(t,x(t)): v(t)
f(t,x(t), u), L(t,x(t),
u)
_<
r/(t)}.
Since(v,)
S((.
,x(. ))’
we seethatfor all eT
0,A(T\T0)
0(A
being theLebesgue
measure on),
wehave
R(t)
). Sethl(t,u
v(t)-
f(t,x(t), u)
andh2(t,u
(t)- L(t,x(t), u).
Because
of hypothesesH(f) (1),
(2)
andH(L),
wededuce that bothhl(.,.
andh2(.,.
are measurable. On(T\T0)
Z
sethl(t,u
0 inX
andh2(t,u
0 in Y. Alsolet p:TZ
-
TXZ
be definedbyp(t,u)
(t,x(t), u).
Clearlythisismeasurable. So because ofhypothesis
H(U),
p-l(GrU)
eB(T)
e(z).
But
observe thatp-l(GrU)
{(t,u):
uhl(t,u
0,h2(t,u
0}
B(T)B(Z).
ApplyAumann’s
selectiontheorem toget u:T
Zmeasurable s.t.
u(t)
R(t)
forallT
==
u(t)
Q(t,x(t))
a.e.v(t)
f(t,x(t),
u(t))
a.e. andL(t,x(t),
u(t)) < /(t)
a.e.. Recall thatxk(t
S(t,0)x
0+
J
0
S(t,s)
Vk(S
ds and xk-
x inC(T,X),
whileJ[
S(t,s)
Vk(S
dsS(t,s)v(s)
ds. Soin0 0
thelimitas k-
x(t)
S(t,0)
x0
+
|J0S(t,s)
f(s,x(s),
u(s))
ds,u(t)
V(t,x(t))
a.e.i.e.(x,u)
isb rb
admissible
"state
control" pair andJ(x,u)
|L(t,x(t),
u(t))
dt_<
|r/(t)
dt_<
e an0 J0
J(x,u)
e.Q.E.D.
REMARKS:
(1)
Our resultsextendsthefinite dimensionalwork ofCesari-Suryanarayana
[3]
(theorem 4.1),
as wellastheinfinitedimensional ones bythesame authors[6]
(theorem
1)
and[7]
(theorem
8.1),
whereZ
wasreflexive,intZ+
#
q) and the overallhypotheseson the data were more restrictive.(2)
Iff(t,x,.)
islinear(i.e.
f(t,x)u),
uL(t,x,u)
isY+-convex
(i.e.
L(t,x, ,u
q-(1-A)u2)
_<
A
L(t,x,ul)
+
(l-A)
L(t,x,u2)
A
[0,1],
Ul,
u2e
Z)
and(x,u)
L(t,x,u)
is scalarly sequentially 1.s.c. onXxZw
(i.e.
for every y eY+
(x,u)
(y
L(t,x,u))
is sequentially1.s.c. onXxZ
w into
IR),
thenwe claimthatH(Q)
issatisfied.It
iseasytoseethat because of theabove hypotheses
Q(t,x)
is closed, convex forall(t,x)
TX. Also ifx
n x in X and
(v,r/)
w-IiQ(t,
Xn)
thenbydefinitionwecan find(Vk,
r/k
Q(t,
xnk
s.t.
(Vk,
r/k
w*w(v,r/).
We
havev
k
f(t,xk,Uk),
ukU(t,xk)
c_.
W andL(t,
Xk,
Uk)
_<
r/k
k_>l.By
passing to asubsequenceifnecessary,wemayassume that uk u. Then uw-Ii
U(t,xk)
c__
V(t,x), f(t,
xk,Uk)
f(t,x,u)
==
vf(t,x,u)
and for all yeY+
(y
L(t,x,u))
_<
lira(y
L(t,xk, Uk)
_< (y
r/)
L(t,x,u)
_<
r/==(v,r/)
eQ(t,x)
Q(t,.
is u.s.c.i..4.
AN EXAMPLE
Let
T
[0,b]
and V aboundeddomain inn
withsmoothboundary 0V F. On240 E.P. AVGERINOS AND N.S. YAYAGEORGIOU
L(t,v,x(t,v), u(t,v))
dvdt inf(x’u)
Io
Iv
/s.t.
O
t’v)
--Ax(t,v)
f(t,v,x(t,v)) u(t,v)
|
x(t,
v 0 onWr
x0
/
x(0,v)
(v)
on{0}
xV_
Ilu(t,.)ll
2s
r _.3L
(V)
We
willneedthefollowing hypotheses onthe dataof(**).
H_’:
f:TxVx
-
isamaps.t.(1)
(t,v)
f(t,v,x)
ismeasurable(2)
xf(t,v,x)
iscontinuous,(3)
If(t,v,x)l <_
a(t,v)
a.e., witha(t,.)
L(R)(V),
-
Ila(t,’)ll
L(R)(V)
LI(T).
H_.("
L:TxV.RxIR
m
isa function s.t.(1) (t,v)
L(t,v,x,u)
ismeasurable(2)
foreach k>_l(x,u)
-
Lk(t,v,x,u
is1.s.c. and convexinu,
whereL
mL=(
k)k=l,
belongingin
(3)
k(t,v)
5
Lk(t,v,x,u
5
lk(t,v)
+
2k(t,v)(Ix[
2+
[u[2),
where1k(.,.
LI(TxV),
2k(t,.)e
L(R)(V)
and1l2k(t,.)llL(R)(V)
L+.
H0:
x0(.)e
L2(V).
Let X
L2(V),
Z
L2(V)
andY
R
m.
Define:
T
X
X
to be the Nemitsky operatorcorrespondingtof(t,v,x)
i.e.(t,x)
(.)
f(t,.
,x(.)).
Then[(t,x)
u](v)
f(t,v,x(v)) u(v).
First let uscheckthat indeed(t,x)
u(.)e
X
L2(V).
We
haveI(t,x)
u(v)l
2dvf
]f(t,v,x(v))l
2lu(v)l
2dvV V
V
a(t’v)2 ]u(v)]2
dv_<
Ila(t,.)ll2L(R)(V).
Ilull2L2(V
IIf(t,x)ll
<
(R).L2(V)
Nextlet h
L2(V).-
We
have(t,x)u)
h(v)f(t,v,x(v))
u(v)
dv(h,
JV
Fubini’stheoremwe know that t |
h(v) f(t,v,x(v))
u(v)
(h,
f(t,x) u)
is FromJ
V
Nextlet
A
A withD(A)
H(V)
n
H2(V).
It
iswell known(see
for exampleBarbu
[3])
thatA
generatesa semigroupofcontractionsS(t)"
L2(V)
L2(V)
whicharecompactfor
>
0. Sowehave satisfiedhypothesis H(A
).
Let L: WxXxY
-
m
be definedbyL(t,x,u)--
L(t,v,x(v), u(v))
dv. ThenV
(Lk)k=lA
m andfor each k
(1,
m}
k(t,x,u)
V
Lk(t’v’x(v)’
u(v))
dt. LetL:
TVx-
beCaratheodory integrandss.t.Ck(t,v)
_<
L(t,v,x,u)
_<
m andL
mk
T
L
k as m-o foreach ke(1,
m}.
This ispossiblesinceLk(.,.
,.)
isanormal integrand(see
forI
L(t,v,x(v),
u(v))
dv. FromFubini’s example lemma2 inBalder[1]).
Set(t,x,u)
V
theorem t
(t,x,u)
ismeasurable,
while(x,u)
(t,x,u)
isclearlycontinuous. So(t,x,u)
L
Am
k(t,x,u)
ismeasurable andsinceby the monotoneconvergence
theoremL
^mk
k’
weconclude
Lk(.
,.
,.)
ismeasurable.So
wehave satisfied hypothesisH(L).
In
factL(t,x,.)
is
---convex
(see
hypothesisH(L)’(2))
andfrom theorem5 ofBalder[1], (see
alsoEkeland-Temam
[8]),
wegetthatL(t,.,.)
isscalarly1.s.c. onL2(V) L2(V)
w.
SoH(Q)is
satisfied(see
remark(2)
in section3).
_<
r}.
Then we have satisfiedH(U).
AlsoLet
U(t,x)
W(u
eL2(V):
IlUlIL2(V
assumethat:
’- Thereexists
(x(.,.), u(.,.))
admissible pairfor(**)
s.t.J(x,u)
<
oo.H
aThis assumptionimplies that H
a issatisfied. Finally note that because of
H(L)’(3),
H
b issatisfied too. Rewrite(**)
inthefollowingabstractform:jb
L(t,x(t),
u(t))
dt- inff
s.t.i(t)
Ax(t)
+
(t,x(t))u(t)
x(0)
x0
u(t)
W a.e.This isaspecial case of the optimal controlproblemstudiedinsection 3. Sowecan
invoketheorem and
get
thefollowingexistenceresult.THEOREM
2: If hypothesesn(f)’, H(L)’,
H
0 andH
holdthe.___an
Eff(A(x0)
#
q) andthePareto
efficient pointsof(**)
are realizedbyadmissible"state-control" pairsof
(**).
1)
E. Balder:REFERENCES
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3)
4)
)
6)
7)
S)
9)
10)
11)
12)
13)
14)
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Penot:
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Peressini: "Ordered Topological VectorSpaces,"
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andRow,
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