C AHIERS DE
TOPOLOGIE ET GÉOMÉTRIE DIFFÉRENTIELLE CATÉGORIQUES
A LFRED F RÖLICHER Axioms for convenient calculus
Cahiers de topologie et géométrie différentielle catégoriques, tome 45, no4 (2004), p. 267-286
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Article numérisé dans le cadre du programme Numérisation de documents anciens mathématiques
AXIOMS FOR CONVENIENT CALCULUS by Alfred FRÖLICHER
CAHIERS DE TOPOLOGIE ET
GEOMETRIE DIFFERENTIELLE CA TEGORIQ UES
Volume XLV-4 (2004)
Dedicated to Dieter Pumplün at the occasion of his 70th birthday and in memory of his active role in the foundations and early developments of convenient calculus
Résumé.
Afin de
g6n6raliser
et am6liorer le calcul differentielclassique,
on aessay6
deremplacer
les normes par d’ autres structures(localement
convexes;
bomologiques;
de convergeance;etc).
Onpeut
éviter unchoix arbitraire. Soit F est une classe
d’ espaces
vectoriels structuresquelconque
et supposonsqu’on
a pour toutE,
F E IF un ensembleS(E, F) d’applications
dites "lisses". Si lesS(E, F)
satisfont troisaxiomes
(qui
sont valables si r est la classe des espaces de Ba- nach avec lesC°° (E, F)),
alors tout E E Tposs6de
uneunique
structure
d’espace
vectoriel convenable telle que lesapplications
"lisses" sont les
applications
lisses au sens du calcul convenable[7].
Donc(T, S)
est unecatgorie équivalente à
unesouscat6gorie pleine
deCon°°,
lacat6gorie
des espaces convenables avec leursapplications
lisses.R6ciproquement,
toutesouscategon*e pleine
deCon’
qui
contientl’objet
R satisfait les 3 axiomes. Dans les sec-tions 8 a 13 on trouve des remarques sur le calcul convenable.
Introduction.
Convenient calculus
generalizes
Banach space calculus and has several usefuladvantages.
An obvious default of Banach space calculus is the fact that many of the involved function spacesbelong
to alarger
class: C°°(R, R)
e.g. is a Frechet but not a Banach space. This is a serious
deficiency
sincefunction spaces
play
animportant
role in modem mathematics. Agood
cal-culus should
introduce,
for 0 k oo,"maps
of classVk "
from E to Fwhich are k-times
differentiable,
and such thatthey
form a function spaceVk (E, F) belonging again
to the class of spaces one started with.For a
long
time the choice of the"appropriate spaces"
was ratherambigu-
ous and hence was influenced
by personal preferences.
Various ambiant cat-egories
have beentried;
wejust
mentionlocally
convex spaces, convergence spaces,bomological
spaces,compactly generated
spaces, smooth spaces.Our axiomatic
approach
avoids such anarbitrary
choice. We suppose thatwe have any class F of structured real vector spaces, and for all
E,
F E r aset
S(E, F)
of maps E -->F,
called "smooth" maps. For these function spaces threesimple
axioms areimposed. They imply
that(r, S)
is a cate-gory.
Examples satisfying
the axioms are:(1)
f the class of Banach spaces andS(E, F) - Coo(E, F); (2)
thecategory
Con’having
the convenientvector spaces as
objects
and theinfinitely
differentiable maps asmorphisms,
cf.
[7]; (3)
any fullsubcategory
of Con°° which contains R. The main result is:Every
model of our axiomsystem
isequivalent (as category)
to a fullsubcategory
of Con°°containing
R.For those not familiar with convenient calculus we recall some of its main features.
(A)
The structure of a convenient vector space includes no irrelevant in-formation ;
itprovides exactly
what is needed for calculus.(B)
The convenient vector spaces with their linearmorphisms (cf. 5.3)
form a
complete, cocomplete
andsymmetric
monoidal closedcategory
Con.(C)
For 0 k oo one has function spacesDk (E, F)
formedby
thek-times differentiable maps E - F with some
regularity
condition on thelast derivative. All these spaces are
again
convenient. Moregenerally
onegets convenient function spaces
1)k(X, F)
for rathergeneral
spaces X .(D)
Whether a mapf :
E - F is of classDk
can be testedby composing
with smooth curves JR -t E and linear smooth functions I : F -->
R;
so thequestion
ofVk -ness
off
becomes reduced to the case of functions R - R.(E)
The category Con’ is cartesian closed.(F)
Convenient calculus involves more hardanalysis
than classical cal-culus. But it is worth the
effort;
one obtains a verypowerful
tool. Forelegant applications
cf.[9].
The axiomatic
part
of the paper ends with section 7. Thefollowing
sec-tions
bring
various remarks and comments. Section 8 deals with the Uniform BoundednessPrinciple
which has fundamental consequences for convenient calculus. As its nameindicates,
the Uniform BoundednessPrinciple
is actu-ally
abomological
result. We refer to abomological
version which is veryappropriate
forbeeing applied
to convenient calculus since both work withbomologies.
The
bomologies
which areactually
used are"linearly generated".
Sincethis notion is
probably
notgenerally known,
wegive
in section 9 various conditions for a vector spacebornology
to belinearly generated.
In classical
analysis
the notions of"continuously
differentiable" and of"Ck -map"
are soimportant
that it is difficult to convince the reader that"Lipschitz-differentiable"
and"Lipk-map"
are moreimportant.
Wegive
insection 10 several
arguments.
The
category
of convenient vector spaces embeds in many ambiant cate-gories,
inparticular
into that ofbomological
vector spaces, of dualized vec-tor spaces, of convergence vector spaces, of smooth vector spaces, of
locally
convex spaces. Each such
embedding yields
a different axiomatic definition of the "same" convenient vector spaces(just
as one gets the "same"topologi-
cal spaces if one uses
"open
sets" or"neighborhoods"
fordefining them). By
far the best known of the mentionned ambiant
categories
is the last named.It is therefore a
great
merit ofA.Kriegl
and P.Michor to have chosen it for theiroutstanding monograph [9]. By using locally
convex spaces andby giv- ing
numerousinteresting examples they
convinced a muchlarger public
thatconvenient calculus is useful. But
unfortunately
thelocally
convextopology
behaves very
badly.
We show in section 11why
the best behaved ambiantobjects
are the much lesspopular bomological
vector spaces.In order to calculate limits and colimits in the
category
of convenientvector spaces
(they
allexist),
it isgood
to know the leftadjoint
retractionfunctor to the inclusion into the
bomological
vector spaces. Section 12gives
an
explicite description.
The last section
gives
twosimple examples:
a(convex) bomological
vec-tor space which is not
linearly generated;
and a dualized vector space which is notbomologically generated.
It is a great
pleasure
for me to express mygratitude
to mycolleague
and friend CLAUDE-ALAIN FAURE. He read
carefully
themanuscript
andmade very valuable
suggestions
whichconsiderably improved
the paper.1. The axiomatic approach.
We suppose
given:
a class r of structured real vector spaces; and for allE,
F E r a setS(E, F)
of mapsf :
E -->F,
called smooth maps.1.1 Notation.
1°
For a vector spaceE,
thealgebraic
dual is notedE*;
2°
For E Er,
weput
E’ :=S(E, R)
n E*.We consider for the function spaces
S(E, F),
whereE,
F Er,
the fol-lowing
axioms.1.2 Axioms for smooth maps.
1.3 Remark. One has 1
2. Consequences of the axioms (Si) and (S2),
2.1 Lemma.
(Let
E Er,
c : R --> E a curve,f :
E --> R afunction.
Then one has:
Proof. 1°
By
axiom(S2)
one has: c ES(R, E)
iff 1 o c o cp EC°°(R, R)
for all l E E’ and all cp ES(R, R). Using
axiom(S1)
thissimplifies
to the stated condition.2°
Similarly (S2) implies: f
is smooth iff 1 of o c
EC°°(R, R)
for allI E
R’
and all c ES(R, E).
Since 1 ER’
isjust multiplication by
a constant,cf.
1.3,
this conditionsimplifies
to the onegiven
above. 02.2
Proposition.
LetE,F E F
andf :
E --> F. Then eachof
thefollowing
conditions isequivalent
withf
ES(E, F):
for
all l E F’ andProof.
(1
==>2).
Let c ES(R, E).
One has to show thatf*(c) = f o c
ES(R, F).
This isby
1° of 2.1equivalent
withhypothesis (1).
(2
==>3). Let g
ES(F, R). Using
2° of 2.1 and(2)
one has for allc E
S(R, E):
( f *
og)
o c = g o( f
oc)
EC°°(R, R)
and hencef*(g)
ES(E, R).
(3 4).
This is trivial since F’ CS(F, R) by
definition 1.1.(4
=>1). By hypothesis (4)
one has of
ES(E, R)
for all l E F’.By
2° of 2.1 this
implies
1 of o c
ECOO(JR, R),
as to be shown. D2.3
Corollary. 1 ° r together
with the smooth maps is a category.20
S iscompletely
determinedif
one knows E’ :=S(E, R)
n E*for
allEEr.
2.4 Lemma.
S(E, F) is
a vector space(for
the naturaloperations).
Proof. Let
f, 9
ES(E, F).
Thenf
+ g ES(E, F)
follows from(82)
sinceC°°(R, R)
is closed under addition.Similarly
one shows thatAf
ES(E, F).
02.5
Corollary.
E’ is a vectorsubspace of
E*for
every E E r. Thismeans that
(E, E’)
is a so-called dualized vector space.These and the associated
bomological
vector spacesplay
animportant
role for differentiation
theory.
Wegive
someelementary
aspects.3. Bornological and dualized
vectorspaces.
3.1 Definition.
1° A
dualized vector space is acouple (E, E’)
where E is a vector space
(over R)
and E’ is asubspace of
thealgebraic
dual E*
of
E. Since we consider E’ as a structure onE,
weoften
writeE =
(E, E’), just
as one uses to write "let G =(G, -)
be agroup".
2°
DVS is the categoryof
dualized vector spaces and has asmorphisms from (E, E’) to (F, F’)
the linear mapsf :
E --> Fsatisfying f * (F’) 9
E’.30
BVS is the categoryof bomological
vector spaces with the linear bomo-logical
maps(also
called "bounded linearmaps ")
asmorphisms.
3.2
Proposition.
1 °
For any dualized vector space E the collectionis a vector
bomology
on the vector spaceE,
i. e.( E, BE)
is abomological
vector space; we denote it
by (3E. If f : E1 --> E2
is amorphism of
DVS,then B E
BEl implies f (B)
EBE2-
So we get afunctor /3 :
DVS - BVSby defining /3(f) :== f.
2° Similarly
we get afunctor
b : BVS -->DVS;
it associates to abomological
vector space F =(F,13)
thecouple (F, F’)
where F’ is thebornological
dual:3°
Bothfunctors
preserve theunderlying
vector spaces and theunderlying
maps.
They form
a so-called Galoisconnection,
i.e. theidentity
mapsbBE -->
E and F -->BbF are morphisms of DVS respectively
BVS.It fol-
lows that 8 is
left-adjoint
toB
and thatbB8
= 6 andBd8
=(3.
4°
Theobjects
Eof
DVSsatisfying dBE
= Eform
afull subcategory bg.DVS of
DVS. Itsobjects
are calledbornologically generated
du-alized vector spaces. In
[7] they
were calledpreconvenient
vectorspaces. The
functor dB gives
a retraction and isright-adjoint
to the in-clusion
bg.DVS -->
DVS.5° Similarly,
theobjects
Fof BVS satisfying BbF
=F,
calledlinearly generated bomological
vector spaces,form
afull subcategory
denotedby lg.BVS. The functor Bd yields
a retraction and isleft-adjoint
to the inclusion.6°
Thecategories bg.DVS and 19.BV S
areisomorphic: The functor (3
re-stricts to an
isomorphism bg.DVS --> Ig.BVS.
The inverse is obtainedby
restriction
of
8.Proof. All verifications are
straightforward.
D4. Difference quotients and smooth
curves.4.1 Definition. Let c : R ---> E be a curve
of
a vector space E.If
to, ... , tk are k + 1
different reals,
then8kc(t0,..., tk)
:=Ei (3i . c(ti)
where
p2
:= k! .IIj#i(ti - tj)-l. If
A C R we denoteby Ak>
the set{(a0,..., ak) /
ai E A andai #
aj for i# j }.
We will consider
this for k E N0
:= N U101
and remark that60c
= cand
A0>
= A.The set
Rk>
will be considered with thebomology having
as boundedsets those contained
in Ink> for
some n E N whereIn
:=[ -n, n].
4.2
Proposition.
For afunction f :
R ---> R one has:f
EC°°(R, R)
==>8k f : Rk>
- R isbornological
for all E N.Proofs can be found in some books on
elementary
calculus or in[7].
In order to
apply
this to vector spaces E E r we recall that associated toE one has the dualized vector space
DE
:=(E, E’)
where E’ :=S(E, R)
nE*;
cf. 1.1. And toDE corresponds
thebomological
vector spaceBE :
:=(3DE
=(E, BE)
whereBE
:={B
C E/ L(B)
is bounded for all l EE’};
cf. 1° of 3.2.
4.3
Proposition. Suppose
E E r and let c : R --> E be a curve. Then c is smooth =>6kC : R kl
-BE is bornological for
allk E N0.
Proof.
By
1° of 2.1 c is smooth iff l o c EC°°(R, R)
for all l eE’,
and
by
4.2 this holds iff8k(l
oc)(Ak>)
is bounded(in R)
for allk E N0
and all bounded A C R. The
linearity
of 1implies 8k (l
oc)(Ak>) = l(8kc(Ak>))
and so the condition isequivalent
with8kc(Ak>)
bounded for all bounded A C R and hence also with8kc : Rk>
--> Ebeeing bomologi-
cal. D
5. Smoothness of linear maps.
5.1
Proposition.
Let E E F andf
E E*. Thenf is bomological
=>f
is smooth.Proof. ==>
Suppose f
is not smooth. Thenby
2° of 2.1 there existsc E
S(R, E)
such thatl o c E C°°(R, R).
Hence there exist k ENo
and A C Rbounded,
with(8k(J
oc))(Ak>)
unbounded in R.By linearity
off
this
equals f(8kc(Ak>)),
and sinceby
4.3 the set(bkc)(Ak>)
is boundedone concludes that
f
is notbomological.
« Trivially f
E E’ and hencef
isbomological by
the definition ofBE.
D5.2
Corollary.
For E C r the associated dualized vector spaceDE
=(E, E’) is bomologically generated.
HenceDE
and the associated bomo-logical
vector spaceBE
determine each other: one hasBE = ODE
andDE
=6BE; cf.
3.2.5.3
Proposition.
LetE,
F E T andf :
E - F a linear map. Then thefollowing
conditions areequivalent:
(1) f is srnooth;
(2) f*(F’) C E’, i.e. f is a morphism of DVS;
(3) f is bomological,
i.e.f
is amorphism of
BVS.Proof.
(1 => 2) f
is smooth ifff*(F’)
CS(E, R)
ifff*(F’)
CE’;
cf. 2.2.(2 => 3)
Oneapplies
the functor13
and uses that/3/ = f .
(3 2)
Oneapplies
the functor b and uses that6f = f .
D5.4
Proposition. 1 ° If one
knowsfor E,
F E 11’ the associated dual- ized vector spacesDE, DF (or equivalently
the dualsE’, F’),
then one canrecover the set
S(E, F).
2°
The same holdsif
one knows the associatedbomological
vector spa-ces
BE, BF (or equivalently
thebomologies BE, BF).
Proof. 1° From E’
(resp. F’)one
recovers the smooth curves R --> E(resp. R --> F) by
1° of 2.1. Now oneapplies (2)
od 2.2.2° From the
bomological
vector space(E, BE)
one recovers(E, E’);
in
fact, by
definition one has(E, BE) = B(E, E’).
Henceb(E, BE)
bB(E, E’) = (E, E’); cf.
5.2. D6. The role of axiom (S3).
This axiom holds iff the associated
bornological
vector spacesBE satisfy
a
completeness
and aseparation
condition. One can express these conditions also in terms of the associated dualized vector spacesDE,
but for the com-pleteness property
it becomes morecomplicated.
6.1 Theorem. Axiom
(S3)
holdsfor
Eiff
the associatedbomological
vector space
(E, BE)
isseparated
andMackey complete.
For a
proof
we refer to 2.5.2 and 2.6.2 in[7].
There it is shown that thedifferent notions of a
separated
as well as those of acomplete bornological
vector
space E
coincide if E islinearly generated,
and that(a)
Vc Es(IfB, E)
3v E E such that(l
oc) (0)
=l(v)
Vi E E’ iff thebomology
isMackey complete.
(b)
The vector v in(a)
isunique
iff thebomology
isseparated.
6.2 Definition.Let E be a
linearly generated bomological
space.1°
E isseparated if its bomological
dual E’ separatespoints of
E.275
2°
E is calledMackey complete if
everyMackey-Cauchy
sequence isMackey
convergent.3°
A sequence Xl, x2, ... isMackey convergent
to x E Eif
onecan write it as xn - x + in .
bn
with reals tn that converge to zero and{ b1, b2, ...}
C E bounded.4°
A sequence Xl, x2, ... isMackey-Cauchy if one
can write:Xn - Xm =
tn,m . bn,m
with realstn,m
such thattn,m
--> 0for
n, m --> 00 and{bn,m /
rt,m E N} C
E bounded.7. Models by
meansof convenient
vectorspaces.
We saw in 5.3 that if
(F, S)
satisfies the axioms1.2,
then every E EIF becomes a
bomologically generated
dualized vector space(E, E’)
anda
linearly generated bomological
vector space(E, BE)
which isseparated
and
Mackey complete.
E’ andBE
determine each other(like
open sets andneighborhoods
of atopological space).
Either one can be used in order todescribe these
objects.
In[7],
E’ was used. We nowgive priority
to thebomologies
sinceMackey complete
is abomological
condition. For a moreimportant argument
in favour ofbomologies,
cf. section 11.7.1 Definition. A convenient vector space is a
bomological
vectorspace which is
linearly generated, separated
andMackey complete.
7.2 Theorem.
1°
T’he axioms 1.2hold for
the category Con’(cf. Introduction).
2° They
alsohold for
eachfull subcategory of
Con 00 which contains R.3 ° Every
modelfor
the axioms 1.2 isequivalent
toa full subcategory of
Con 00
containing
R.Proof. 10. We remark that with its usual
bomology
R becomes aconvenient vector space. From this
(Si)
followseasily.
For(S2)
and(S3)
we refer to
[7].
2°. This is trivial.
3°.
Suppose
that(r, S)
satisfies the axioms. We saw in 2.3 that(f, S)
is a category.
Every object
E E f has a natural structure of convenientvector space. We denote this convenient vector space
by Q(E)
and the fullsubcategory
of Con’containing
all theobjects Q(E)
for E E IFby A.
Remark that E and
Q(E)
have the sameunderlying
vector space. We first consider on E E r a linear function 1 : E - R.By
5.1 1 is smooth iff 1is
bornological.
Andaccording
to convenient calculus(cf. 2.4.4
in[7])
onehas: I is
infinitely
differentiable iff I isbomological. Together
thisgives:
i E
5(£’, lR)
=> I ECon°° (E, R) = A(E, R).
Sinceby
2° of 2.3 allmorphisms
are determinedby
the linear ones E --> R we conclude thatS(E, F) = ConOO(E, F).
So we can defineQ(f)
=f
forf
ES(E, F)
andthis
gives
a functor Q:-.(f, S) -->
A which isfull,
faithful andsurjective
onthe
objects,
hence anequivalence
ofcategories.
D7.3 Remark. The theorem shows that Con’ is a
maximal modelfor
ouraxiom system: one takes as F all convenient vector spaces and as "smooth"
maps the
infinitely differentiable
ones,cf. [7J.
8. Bornological function spaces
The Uniform Boundedness
Principle
is fundamental for convenient cal- culus. As its name indicates, itactually
should be formulated andproved
inthe frame of
bomological
spaces instead oflocally
convex spaces. Wegive
a short survey and refer to
[5]
for details and theproofs
of 8.2 to 8.4. LetX,
Y bebomological
spaces and A4 a function spaceconsisting
of(certain) bomological
maps X --> Y. On A4 one can consider twobomologies:
8.1 Definition.
1 °
The canonicalbornology
has as bounded sets theB C A4 which
satisfy B (A)
bounded in Yfor
all A bounded in X.2°
Thepointwise bornology
has as bounded sets the B C A4 whichsatisfy B (a) bounded in Y for all a E X .
If
E,
F arebomological
vector spaces, the set of linearbomological
maps E --> F with the canonical
bornology
is notedL(E, F).
Asspecial
case we have E’ :=
L(E, R)
8.2 Theorem. Let
E, F,
G bebornological
vector spaces and suppose that F islinearly generated.
Thefollowing
conditions areequivalent:
(1)
On E’ thepointwise
and the canonicalbonlology coincide;
(2)
OnL(E, F)
thepointwise
and the canonicalbomology coincide;
(3)
A linear map u : E -->L(G, F)
isbornological iff ev x
o u is so;(4)
A bilinear map b : E x G - F isbomological iff
it ispartially
boniological.
If these conditions hold for E one also says: the Uniform Boundedness
Principle
holds for E.8.3 Theorem. For every
Mackey complete
convexbomological
vectorspace E the
Uniform
BoundednessPrinciple
holds.One furthermore has to know that the
properties linearly generated
andMackey complete
go over from F toL(E, F).
8.4
Proposition.
LetE, F
bebornological
vector spaces and F lin-early generated.
1°
Thebomology of L(E, F)
is alsolinearly generated;
2° If F
isMackey complete,
the samefollows for L(E, F).
Proofs can be found in
[5]
or[7].
8.5
Corollary.
1°
A mapf :
Z -->L(E, F) from a bornological
space Z into thefunction
spaceL(E, F)
isbomological iff
evx of
isbomological for
allx E E.
20
A curve c : R -->L(E, F) is
smoothiff ev x
of
issmooth for
all x E E.3°
A mapf :
G -L(E; F) is
smoothiff evx
of
is smoothfor
all x E E.Proof. 1° is a direct consequence of the Uniform Boundedness Prin-
ciple.
2° follows from 1° since
by
4.3 c is smooth iff6kC
isbomological
for all k.3° follows from 2° since smoothness can be tested
by
smooth curves; cf. 2°of 2.1.
9. Other aspects of the linearly generated bornologies.
The
bomology
of a convenient vector space islinearly generated
andthis
implies
that it is a convex vectorbomology (the
convex hull of every bounded set isbounded). Example
13.2 will show that the converse fails.For a better
insight
of the notionlinearly generated,
it will behelpful
toknow some
equivalent
characterizations.9.1
Proposition.
Let E =(E, B) be a bomological
vector space. Thefollowing
conditions areequivalent:
(1)
Thebomology
islinearly generated,
i.e.BbE
=E;
(2)
there exists afamily
Gof
linearfunctions
l : E - R such thatfor
B C E one has: B E B
=> l(B)
is bounded Vl EG;
(3)
The canonicalmap j :
E - E" is anembedding,
i.e. B boundediff jB
bounded;
(4)
There exists afamily
Pof seminorms
p : E -->R+
suchthat for
B C Eone has: B E B «
p(B)
is boundedVp
EP;
(5)
B is the von Neumannbomology of some locally
convextopology
T.Proof.
(1
=>2)
is trivial.(2
=>3)
The canonicalinjection j :
E - E" is definedby (ja) (1)
= l(a)
for a E E and l E E’ . Since E’ =
L(E, R)
isMackey complete,
one knows(by
the Uniform BoundednessPrinciple
forbomological
vector spaces, cf.section
8),
that a subset W C E" is bounded on all bounded subsets of E’iff it is
pointwise
bounded.Using
this for W:= j (A)
one gets(j A) (B)
bounded for all bounded B C E’ iffl (A)
bounded for all E E’.The
bomology being by hypothesis (2) linearly generated,
theright
handside says that A C E bounded. The left hand side says,
by
the definition of thebomology
ofE", that jA
C E" is bounded.(3
=>4)
The space E’ :=L(E, R)
is aMackey complete
convex bomo-logical
space. Henceby
the Uniform BoundednessPrinciple
the canonical and thepointwise bornology
of E’ coincide. So we obtain: A C E boundediff j A
C E" bounded iff(jA)(B)
C R bounded for all B C E’ boundediff
(jA)(L)
=l (A) 9
R bounded for all l E E’. So we can take as semi-norms {|l|/l E E’}.
(4
=>5)
One considers thelocally
convextopology
determined in the usual wayby
thefamily
of seminorms. One verifieseasily
that the subsetsbounded in the sense of von Neumann are
exactly
those B C E whichsatisfy p(B)
bounded for allp E P.
(5
=>1)
It is a well-known classical result that for anylocally
convexspace the bounded subsets B are
exactly
those for whichl(B)
is boundedfor
every 1
E G where G is the set of linear continuousfunctions;
cf.[5]
fora short
simple proof.
So one has E =(3 D
where D is the dualized vectorspace D :=
(E, .c).
Thisimplies (38E
=E;
cf. 3.2. 010. Lipschitz-
versuscontinuous differentiability.
In classical calculus the functions
f :
E - F which arejust
differen-tiable
(e.g.
in the sense of Gateaux orFrechet)
do not form useful function spaces. Much better are the spacesCk (E, F)
based on the notion of con-tinuous
differentiability.
Also in convenient calculus it isgood
toimpose
a
regularity
condition on the derivative and onemight
think of acontinuity
condition. There are several
topologies
available. Inparticular:
the usuallocally
convex onecorresponding
to thebomology (cf. [7]),
the weaktopol-
ogy, the
Mackey
closuretopology.
But one would loose thetesting property,
cf. 2° of 10.6. Infact,
in the finite dimensional case all thesetopologies
co-incide with the standard one. But there exist
simple examples
of a functionf : JR2 -t
R such that for every C°°-curve c : R -JR2 (even
for everyC1-curve)
thecomposite f o c : R --> R is a C1-function,
but,f
is notC1;
cf.[1].
An
important regularity
condition for which thetesting property
holds isas follows.
10.1 Definition. A map
f :
E - F is called aLip°-map if for
every smooth curve c : 1R. -7 E and everyfunction
I E F’ thecomposite
l of o c :
R - R is
locally Lipschitzian.
10.2 Definition.
A map
f :
E - F is calledLipschitz- differentiable if
7. For all
(x, v)
EE nE, df (x, v) 1. f (x+tv)- f (x) exists.
2. The so
defined
mapdf :
E nE - F is aLip°-map.
By
w-lim we understand "limit with respect to the weaktopology".
Sothe first of the two conditions means that the curve cx,v : R -->
F,
definedby
t -->
f (x
+tv)
has at t = 0 a tangent vector, noteddf (x, v);
cf.1.2, (S3).
10.3 Lemma.
Suppose f :
E --> F isLipschitz-differentiable.
Thenfor
any
points
x,v, w E E
exists and is
equal
todf (x, v).
M-limstands for Mackey
limit.For a
proof,
cf. 4.3.12 in[7].
10.4
Corollary. If f :
E - F isLipschitz-differentiable,
thendf
islinear in the second variable.
Proof.
df (x, t - v) -
t -df (x. 1))
followstrivially.
For theadditivity
one uses
By
the lemma thisgives df (x, v)
+df (x, w).
D10.5
Proposition. If f :
E - F isLipschitz differentiable,
thenf’(x)
:==df (x, -)
EL(E, F)
and the mapf’ :
E -L(E, F)
isLip 0
The converse is trivial.
Proof.
(a)
Wejust
saw thatdf (x, -) is
linear. Furthermore, it isLipO.
But for a linear map this is
equivalent
withbomological;
cf. 2.4.4 in[7].
Thisproves that
f’(x)
:=df (x, -)
EL(E, F).
(b)
A map g : G -L(E, F)
isLipo
iff evx o g isLip°
for all x E E.The
proof
of this is like that of 3° in 8.5. For 9 =f’
one has(evx
of’)(v) ==
df (x, v),
i.e. evx of’
=df (x, -)
and this isLipo.
010.6
Summary. Lipschitz- differentiability
has thefollowing
use-ful properties wlzich fail for
continuousdifferentiability.
10 Imposing
the conditionLipo
ondf
or onf’
isequivalent.
20
Thetesting
property holds: A map g : E ---> F isLipschitz differen-
tiable
iff f
:=l o g
o c : R --> R isLipschitz-differentiable for
all smoothcurves c : R --> E and all 1 E F’.
For f :
R ---> R one has asimple
criterion
by
meansof difference quotients: 8i f
must bebomological for
0 i 2.
Equivalent is: f
must bedifferentiable
and its derivativef locally Lipschitzian.
More
generally
one canrecursively
define maps g of classLipk
as follows:Lipl
is the same asLipschitz
differentiable. And g is of classLipk+1
if itis of class
Lipl
andg’ (or equivalently dg)
is of classLip k .
For all thesefunction spaces the
testing
property holds.Moreover, they
all have a naturalstructure of convenient vector space. Let us remark
that,
moregenerally,
oneobtains convenient function spaces
Lipk(X, F)
if onereplaces
Eby
a set Xendowed with a so-called
’Lipk_structure".
Inparticular,
X may be a subset of E or a differentialLipk-manifold
modelled on convenient vector spaces.10.7 Remark. One
might
say that01
is moreimportant
since it isan essential
hypothesis
for the inverse function theorem of classical Banach space calculus.However,
the standardproof
establishes in fact two results:1 ° If f :
E --> F iscontinuously
differentiable in aneighborhood
of apoint p E E, then f
isstrictly
differentiable at thepoint
p;2° If f
isstrictly
differentiable at apoint p E E
and if the derivativef’ (p)
is an
isomorphism
E -->F,
then the standard conclusion on localbijectivity
of
f holds,
andf-1
isstrictly
differentiable at thepoint q
:=f (p),
with(f-1)’(q) = (f’(p))-1.
We recall that
f
is calledstrictly
differentiable at apoint
p if there exists l EL(E, F)
such that the remainder functionr(x) := f (p+x) - f (p) - l(x)
satisfies
Obviously
1° and 2°together
prove the inverse function theorem. Theproof
of 1° is based on the mean value theorem which estimates for a curve c :
[a, bJ
--> E of a of a Banach space E the incrementc(b) - c(a)
in terms ofthe values
c (t)
for t E[a, b];
see e.g.[2], (8.5.1),
p. 153. The result 2° fol- lows from the fixedpoint
theorem.. This shows that for the inverse function theorem strictdifferentiability
is theadequate hypothesis.
Continuous differ-entiability only plays
a role since 1° is a useful lemma. The essential result is 2°.Furthermore, Lipschitz-differentiability implies
strictdifferentiability.
Finally
we remark thatusing
aLipschitz-type
condition is aspecial
caseof
using
ageneral
H61dercondition;
cf.[3]
and[4].
11. The
mostconvenient description of Con.
Besides the two
possible descriptions
of convenient vector spaces con- sidered in section 7 there exist many more.For the
category
Conembeddings
into variouscategories
of structured vector spaces are described in[7].
Those which allow an efficient access todifferentiation should be
prefered.
This is the case if one usesbomological
or dualized vector spaces: the smooth curves
(analogous
results hold forLipk-curves)
can be describedeasily;
cf.4.3,
resp.2.1, 1°.
In section 6 we saw that in order to be suitable for differentiation
theory
the spaces must have a certain
completeness property, namely Mackey
com-pleteness.
Thisproperty
isof bomological
nature and thusbomologies
seemto be the most natural structures for
general
calculus.There is still another reason in favour of
bomologies.
Thecategory
Conis
complete
andcocomplete,
i.e. allcategorical
limits and colimits exist. Buta
simple,
efficient way forcalculating
them is desirable. There is one if one uses an ambiantcategory Z
in which all limits and colimits areknown,
and which contains Con as reflective(coreflective) subcategory,
i.e. such thatthe inclusion functor Con --> Z admits a left
(right) adjoint
retraction. It is well known that then any limit(colimit)
in Con coincides with the limit(colimit)
taken ini,
and colimits(limits)
in Con are obtainedby applying
the retraction functor to the colimit
(limit)
formed in Z.We first consider the category BVS of
bomological
vector spaces as am- biantcategory.
In BVS limits(colimits)
are easy to describe: one forms them in thecategory
of vector spaces and endows these with the initial(fi- nal)
vectorbomology;
cf.[8],
2:6.LFrom
BVS one canget
to Con in severalsteps by restricting
theobjects successively by
the conditions: thebomology
has to belinearly generated;
it has to be
separated; finally
it has to beMackey complete.
So weget
thefollowing
inclusion functors:The nice
thing
is that all these inclusion functors and hence also their com-posite
admit leftadjoint
retraction functors. These are: thecompletion
func-tor and the
separation
functor(for
these one can refer to[7]),
and the functor(3
0 8(cf. 3.2).
For the inclusion functor Con - BVS wegive
anexplicit description
of its leftadjoint retracting
functor w : BVS --> Con in section12.
By
the results on reflectivesubcategories
one now obtains:11.1 Theorem. The category Con is
complete
andcocomplete.
Lim-its in Con can be
formed
in BVS. Colimits are obtainedby applying
thefunctor
w to the colimit taken in BVS. Inparticular, if Ei
are convenientvector spaces, the