A NNALES DE L ’I. H. P., SECTION B
F. B LANCHARD
P. T ISSEUR
Some properties of cellular automata with equicontinuity points
Annales de l’I. H. P., section B, tome 36, n
o5 (2000), p. 569-582
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Some properties of cellular automata with
equicontinuity points
F.
BLANCHARDa,1,
P.TISSEURb,2
a Institut de Mathematiques de Luminy, Case 930, 163 Avenue de Luminy,
13288 Marseille cedex 09, France
b Institut de Mathematiques de Luminy, UPR 9016 du CNRS, 163 Avenue de Luminy,
13288 Marseille cedex 09, France
Manuscript received in 14 April 1999, revised 2 February 2000
@ 2000 Editions scientifiques et medicales Elsevier SAS. All rights reserved
ABSTRACT. - We
investigate topological
andergodic properties
ofcellular automata
having equicontinuity points.
In this classsurjectivity
on a transitive SFT
implies
existence of a dense set ofperiodic points.
Our main result is that under the action of such an automaton any shift-
ergodic
measure converges in Cesaro mean,assuming equicontinuity points
have measure1;
the limit measure is describedby
a formulaand some of the
properties
of itstopological support
aregiven.
@ 2000Editions scientifiques
et medicales Elsevier SASRESUME. - Nous etudions les
proprietes topologiques
etergodiques
des automates cellulaires avec
points d’équicontinuité ;
nous montronsqu’un
tel automate estsurjectif
sur unsysteme
detype
fini transitif si et seulement si lespoints periodiques
sontdenses, puis
que la suite des mesuresimages
d’une mesureergodique
pour leshift,
donnantmesure 1 aux
points d’ équicontinuité,
converge en moyenne deCesaro ;
nous donnons une
expression
de la mesure limite et etudions certaines1 E-mail: [email protected].
2 E-mail: [email protected].
proprietes
de sonsupport topologique.
@ 2000Editions scientifiques
etmédicales Elsevier SAS
1. INTRODUCTION
Compared
with theirtopological dynamics,
theergodic theory
ofcellular automata is still in its
infancy.
One of the main reasons is that few invariant measures areknown,
if any, for anygiven
cellular automaton. In this article for afamily
of CA definedby
atopological property
wegive
arather
simple
construction of measures that are invariant both for the shift and the automaton; we also show that when an automatonbelonging
tothis
family
is onto, there is a dense set ofperiodic points
for its action.The
property
ofhaving equicontinuity points
was first considered for cellular automataby
Gilman[6]
in relation with Wolfram’sempirical
classification
[14].
Afterwards thisproperty
was usedby
Kurka[8]
as a basic element of his
topological
classification of CAaccording
to their local behaviour. He
distinguishes
four classes:equicontinuous
automata
(El);
those that haveequicontinuity points
withoutbeing equicontinuous (E2);
and two other classes ofCA,
all of them sensitive to initial conditions.In
[9]
Lind finds the exact Cesaro mean limit of theimages
ofBernoulli measures
by
asimple
additive cellular automaton. His resultwas
generalized
in[ 12]
and later extended to Markov measures under the action of alarger
class of additive cellular automata, all of them withoutequicontinuity points, by Ferrari, Maass,
Martinez andNey [5]. Boyle
and Kitchens
[ 1 ]
alsoproved
thatperiodic points
are dense for left- orright-closing
automata; this class hasonly
a smalloverlap
with(E2).
These results concern CA
acting
on the full set ofconfigurations A~ .
Our
setting
isslightly larger:
we consider a cellular automaton Facting
on a subshift X C
A~,
thatis, F (X)
CX,
and theequicontinuity points
we consider are those of the
dynamical system (X, F).
The article is devised as follows. After the
introduction,
Section 2is devoted to
general definitions,
inparticular
that ofblocking words,
which is essential for CA
having equicontinuity points.
Section 3 contains the results. The first one istopological
but we prove it with thehelp
of Poincare’s recurrence theorem:
assuming
that the automaton F actssurjectively
on a transitive subshift of finitetype
X and hasequicontinuity
points,
X contains a dense set ofF-periodic points.
Our main result ispurely ergodic:
if ablocking
word(X, F)
haspositive
measure for ashift-ergodic
measure p, then theimages
of JL under the powers of F converge in Cesaro mean. The limit JLc is of course F- anda -invariant;
itis
given by
aformula,
which nevertheless leaves open severalinteresting questions.
Then we examineproperties
of thetopological support
of andgive
severalexamples
of cellular automata to which our results canbe
applied;
we finish with some openquestions.
2. DEFINITIONS AND BACKGROUND 2.1.
Dynamical systems,
measures, cellular automataA
topological dynamical system (X, T )
consists of acompact
metric space X and a continuousself-map
T.A
point
x E X is said to be anequicontinuity point,
or to beLyapunov stable,
if for any a >0,
thereexists 1J
> 0 such that ifd (x , y ) r~
onehas
(x) , r (y)) ~ ~
for anyinteger i
> 0. When allpoints
of(X, T )
are
equicontinuity points (X, T )
is said to beequicontinuous:
since X iscompact
anequicontinuous system
isuniformly equicontinuous.
The
dynamical systems
in this article are all defined on asymbolic
space. Let A be a finite
alphabet.
Define A* to be the set of all finite concatenations of letters ofA,
calledwords;
thelength
of the word u is denotedby I u I.
Alanguage
L is a subset of A * .The set
A~
of bi-infinite sequences on A is endowed with theproduct topology,
associated with the distanced (x, y)
=2-i
where i =y(j)};
the shift a :a (x)
= is ahomeomorphism
on Given a word u and an integer t, the
iclopen
set ={x
E= U1 ...; 1 =
y p }
is called acylinder
set. When x EAZ and p x q
are twointegers, put x ( p, q)
= ~ ...j~. A sequence is said to beultimately periodic
if there exist two naturalintegers p’
and p such thatSp~+kp+i
=Sp~+i
fork,
i E N.The
dynamical system (A~, a)
is called the full shift. A subshift X isa closed shift-invariant subset of
A~ .
A transitive subshift S is one such that for u, v EL (S)
there is w EL (S)
such that u w v EL (S);
it isstrongly mixing
if for any nlarger
than someno(u, v)
one can find a word w oflength n
with the sameproperty.
To any subshift X therecorresponds
aunique language L (X ) :
it is the set of all words that are found as blocks of coordinates of apoint
of X. Given any subshift X thelanguage L (X )
hastwo
general properties:
for u EL (X ),
any sequence of consecutive lettersof u is also in
L(X);
and for any word v inL (X )
there are letters a and bin A such that avb E
L(X)).
A subshift of finitetype
X is definedby forbidding
a finitefamily
of words E : thenL (X )
is the smallestlanguage having
the twoproperties
above and such that no word u EL (X )
is of theform u = ve w with e E E. Transitive subshifts of finite
type
have a denseset of
periodic points.
When a
probability
measure p onA~
isshift-invariant,
itstopological support
is closedinvariant,
hence a subshift. On every transitive subshift of finitetype
one defines aparticular
measure A withsupport
Xcalled the
Parry
measure; theParry
measure of the full shift is the uniformmeasure.
A sequence of
probability
measures on acompact
set K issaid to converge
vaguely
to a limit JL if the sequencefx f dpn
tendsto
fx f
for any continuousfunction /: ~ 2014~
R. On a subshift X asequence of shift-invariant measures converges
vaguely
if andonly
if for any word u EL (X )
the sequence(pn
converges.In this article we call cellular automaton
(CA
forshort)
a continuousmap F : X ~ X defined on a subshift
X c A~
andcommuting
with theshift a ; we also call cellular automaton the
dynamical system (X, F).
The
Curtis-Hedlund-Lyndon
theorem[4]
states that for every cellular automaton(X, F)
there is aninteger
r, called the radius ofF,
and a block mapf : A2r+1
nL(X) ~
A such that one hasIf X is a transitive subshift of finite
type,
the automaton F actssurjectively
on X if andonly
if theParry
measure £ is F-invariant[3].
The set
W (X )
= is called the limit set of the cellular automaton(X, F) ;
of course when F issurjective W(F)
= X.2.2.
Blocking
words andequicontinuous points
DEFINITION. - Let F be a cellular automaton with radius r
acting
onthe
subshift
X. A word B EA2k+1
is called ablocking
wordfor (X, F) if
there is an
infinite
sequenceof
wordsvn, |vn| =
2i + 1 r suchthat for
any x G
A~
withx (-k, k)
= B one hasFn (x) (-i, i )
=vn for
n E Z*.In the definition above we do not assume X to be
a-transitive,
butthis condition appears necessary for most of our
proofs.
Remark that if B is ablocking
word andx (-k, k)
=B,
then-i )
does notdepend
onx (k, +00),
andreversely
since 2i + 1~
r. An occurrence ofa
blocking
word in aconfiguration x completely
disconnects coordinates to itsright
and left for the action of the automaton; hence the name.The two
following
results areessentially
due to Kurka[8].
PROPOSITION 2.1. -
Any equicontinuity point of
a cellular automa-ton
(X, F)
has an occurrenceof a blocking
word.Conversely if there
existblocking words,
anypoint
withinfinitely
many occurrencesof
ablocking
word to the
left
andright
is anequicontinuity point; if
moreover X istransitive
for
aequicontinuity points
are dense in X.Proof. -
Let x be anequicontinuity point
of(X, F) ; applying
thedefinition of
equicontinuity points
to cellular automata, there is aninteger k
such that ifd (x , y) 2-k ,
for any n one has Fn(x ) ( - r, r)
==Fn (y) (-r, r),
so that B =x (-k, k)
is ablocking
word.Conversely
letV (X )
be the set of allpoints
withinfinitely
many occurrences ofblocking
words to the left and
right;
when X is transitiveV (X)
isnon-empty,
even dense. Let x EV (X).
To anygiven £
> 0 one associates aninteger t
suchthat 2-t ~ . There exist a real
number 17
andintegers t
k such that2-k
17 and the wordsx (-k, -t)
andx (t, k)
contain an occurrence of B each. For everypoint
ybelonging
to thecylinder
set[xC -k, k) ] _k
onehas
Fn (x) (-t, t)
=Fn (y) (-t, t)
for any n; since 6’ is chosenarbitrarily
one concludes that x is an
equicontinuity point.
DFor an
equicontinuous
cellular automaton, there is a naturalinteger k
such that all words of
L(X)
withlength
2k + 1 areblocking words;
thusPROPOSITION 2.2. - The cellular automaton
(X, F)
isequicontinu- ous if
andonly if
there are twointegers
p andp’
such thatfor
x E Xthe sequence
(Fn
isultimately periodic
withperiod
p and prepe- riodp’.
3. RESULTS 3.1. Dense
periodic points
PROPOSITION 3.1. - Let X be a transitive
subshift of finite
type andsuppose that the cellular automaton
(X, F)
has anequicontinuity point.
Then F is onto
if and only if
it possesses a dense setof periodic points.
Proof. -
Let F actsurjectively
on the transitive subshift of finitetype
X and suppose it hasequicontinuity points.
For any word v EL (X)
weconstruct a
a-periodic point
u G X such that - 1 +k)
= v forsome
integer k,
which is alsoF-periodic;
this establishes thedensity
ofF-periodic points
in X.Fix v E
L(X). By Proposition
2.1 F has ablocking
word B EL (X );
as X is transitive and has a dense set of
a-periodic points,
there is aword u = B w v w’ E
L(X)
such that M eX,
where u is theperiodic point
constructed on u and such that an occurrence of u starts at 0. The
cylinder
set C =
[u B ]o
containsM,
and~, (C)
> 0 if  is theParry
measure of X.Since is F-invariant we
apply
the Poincare recurrence theorem: there ism > 0 such that
~(C
nF-m C)
>0;
inparticular
there are apoint
jc e Xand q
=1 )
such thatx (0, q)
=q)
= u B .But B is a
blocking
word. All the coordinates of u coincide with those of x on thesegment [0, q],
and since there is an occurrence of B at thebeginning
of thissegment
and one at theend,
for any n > 0 one hasFn (x) ( j, q - j )
=q - j ), where j
is as in the definitionof
blocking
words. We have thus shown thatFn (x)
andF"(M)
coincideon a segment of
length
which isgreater
than orequal
to the commona -period
of u and thereforeFm(it)
= M.The converse is
straightforward.
DWe have
proved
thistopological
resultergodically.
There should be apurely
combinatorialproof.
Thefollowing simple
consequence is known but seems to be nowhere in written form.COROLLARY 3.1. - A cellular automaton
(X, F)
isequicontinous
and onto
if
andonly if
there is p > 0 such that any x E X isperiodic ofperiod
p.Proof - By Proposition 2.2,
Fbeing equicontinuous,
there is aninteger p’
such that for any x EA~
the sequence isperiodic
withperiod
p ; then anyperiodic point
hasperiod
p.By Proposition
3.1 the set ofperiodic points
isdense;
as in theproof
of thisproposition
one identifies the block of coordinates Fn(x) (-k, k)
with thecorresponding
block of aperiodic point
withperiod
p for every n, andone reaches the conclusion
by letting k
go toinfinity.
D3.2. Cesaro mean convergence of measures
We start with an easy result on
equicontinuous
CA. If JL is a measureon
A ~
and M a Borel set, denoteby
its Cesaro mean of order n with
respect
to F.PROPOSITION 3.2. - Let
(X, F) be
anequicontinous
cellular automa-ton with
period
p andpreperiod p’,
and let p be ashift-ergodic
measurewith support X. Then converges
vaguely
in Cesàro mean to the mea-sure ~c,c~ =
1. "f-1
oF -(i+p’)
.Proof -It
suffices to show that for u EL(X)
the sequence converges to theright
limit.By Proposition
2.2 there arep and
p’
that for anypoint
x, anypair
ofintegers n and i
one has=
Fp’+i (x).
Thus if u EL (X )
and n >p’
one hasThe first term tends to
0; using periodicity
onegets
DEFINITION. - Let F be a cellular automaton
acting
on the sub-shift
X. Aprobability
measure on X is said to beequicontinuous for (X, F) if
the setof equicontinuity points of (X, F)
has measure 1.LEMMA 3.1. -Let
(X, F)
be a cellular automaton and be ameasure on
X, ergodic for
a. Then the twofollowing properties
areequivalent:
( 1 )
there exists ablocking
word B such that,c,c ( [ B ]o )
>0;
(2) ~
isequicontinuous for (X, F).
Proof - ( 1 )
~(2) : since ~
isa-ergodic
and >0,
almost everypoint
containsinfinitely
many occurrences of B to the left andright,
so itis an
equicontinuity point by Proposition
2. l.(2)
~( 1 ) : again by Proposition 2.1,
everyequicontinuity point
contains an occurrence of a
blocking word;
since thefamily
ofblocking
words is at most
countable,
there is ablocking
word B such that> O. 0
DEFINITION. - Given a word
B,
which we shallalways
suppose to bea
blocking
wordfor (X, F),
letR(k,
m,B)
be the setof
allpoints of
X
having
at least one occurrenceof
B between the coordinates -m - k and-k,
and another one between the coordinates k and m + k. Whenever there is noambiguity
on B we denote itby R (k, m).
THEOREM 3.1. - Let
(X, F)
be a cellular automaton and be ashift-ergodic, equicontinuous
measure on X. Then ~,c convergesvaguely
in Cesàro mean under F. The limit is F- and
a-invariant,
andfor
every word u E
L (X )
one hasProof -
It is sufficient to show that for any word u EL(X), lul [
==2k + 1 ,
the sequence converges.By
Lemma 3.1 there is ablocking
word B for(X, F )
with >0. The limit of the
increasing
sequence of sets( R (k, m))mEN
is the setof all
points having
at least two occurrences ofB,
one to the left of -k and the other to theright
of k. Since isa -ergodic
the setV ( B )
ofpoints having infinitely
many occurrences of B to theright
and left hasmeasure 1. Thus
m ) )
= 1 and for anyinteger k,
any wordU E L(X) n A2k+1
one hasWe prove that converges
by using
the twofold convergence of the double sequence(~ ([u]_k)
nR(k,
Indeedsince the interval
[0, 1]
inwhich ,¿
takes its values iscompact,
ifR(k, m)))m,nEN
convergessimply
as n ~ 00and
uniformly
in n as m oo, the two limits commute and one obtainsthe desired convergence:
Let us show first that the sequence converges as n - oo for fixed m.
Let x and y
belong
toR (k, m) : by
the definition ofR (k, m)
there areblocking
words to the left of their -kth coordinate and to theright
of theirkth
coordinate,
so that if y is such that u =y (-m - k,
m +k)
=x (-m - k,
m +k),
then for anyinteger i
one hasFi (x) (-k, k)
=Fi (y) (-k, k).
In
particular
if u is theperiodic point
withperiod
2m+ 2k + 1
such thatM(2014~ 2014 k,
m +~) ==
u, the sequence(Fn(it))nEN == (Fn (x) (-k,
is
ultimately periodic.
Letp (x, k, m )
be itsperiod
andp’ (x , k, m )
be itspreperiod.
Denoteby p (k, m )
the least commonmultiple
of the values ofp(x, k, m)
for x ER(k, m)
andby p’(k, m)
thecorresponding integer
for
p’(x, k, m).
Let w be a word of
length 2 (k
+m )
+ 1 such that[ w ] _k _m
CR (k, m ) .
For any x E
[w]_k_m
andi, j
~ N one has(x) (-k, k) _ (x) (-k, k);
thus for any word u oflength
2k + 1 one hasAn argument similar to that of the
proof
ofProposition
3.2 shows thatwhich is what we want. Now let us prove that the sequence
converges
uniformly
in n when m - oo.We
already
know that for any real number £ >0,
for fixed k there isan
integer
m o such thatwhenever m >
m o onehas /~(7P(~ m ) ) >
1 2014 ~.Thus for any
integer i
and~2 ~
mo one hashence
For any
integer n
ifm >
mo one hasSince the two convergence conditions
hold,
we haveproved
that thetwo
following
limits exist and are the same:Equality (*) permits
to conclude thatThe next
corollary generalizes
Theorem 3.1 to alarger
class of cellular automata. Itsproof
isstraightforward.
COROLLARY 3.2. - Let
(X, F, p)
and k E Z be suchthat ~
isa -ergodic
andequicontinuous for (X,
F ocr -k ) ;
then the conclusionsof
Theorem 3.1 hold.
3.3. The
topological support
of the measure ~~Remark first that the
topological support S(,~~)
is contained in W(F) .
Recall that
R (k, m)
is the set ofpoints
with at least one occurrenceof B between the coordinates -k - m and -m and another one between the coordinates m and m + k. We start with a technical lemma.
LEMMA 3.2. -
Let p
bea a-ergodic
measure,equicontinuous for (X, F),
and let B be ablocking
word such that > 0. For any word u inA2k+1
the sequenceis
non-decreasing.
Proof -
Let m 1 m 2 be two naturalintegers.
The two sequences( Ui )
=
F l (Cu~-k)))
and(Ifi ) = ml)
nF’
are
ultimately periodic
withpreperiod
andperiod m2)
andp(k, m2)
for the
former, p’ (k, m 1 )
andp (k, m 1 )
for the latter.Denote
by p’
thegreatest
of the twointegers m2)
andp’ (k, m 1 ),
and
put
p =p(k, m2)
xp(k, m1).
The sequences(Vi)
and(Ui )
areultimately periodic
withpreperiod pI
andperiod
p so thatSince
R (k, m 1 )
CR (k, m2)
one hasPROPOSITION 3.3. -
Suppose
X is a transitivesubshift of finite
type, F is onto and isequicontinuous for (X, F) and a-ergodic;
thenProof -
Choose ablocking
word B such that >0,
and y E since~([y(-k, k)]-k)
> 0 for anyinteger
k andm))
=1,
there is aninteger
m o such that wheneverm ~
m o one has~([y(-~~)]-~n~(~~))>o.
For mEN choose a
point
xm in[ y (-k, k)]-k
nR (k, m ) . By Proposi-
tion 3.1 the set of
F-periodic points
is dense so there exists one, ym , in thecylinder
set[xm (-k - m, k
+m)]_k_m .
The sequence(Fn(xm)( -k, k))
does not
depend
on the coordinates to the left of -k - m and to theright
of k + m ; it is identical to the
periodic
sequencek) ;
in par- ticularp’ (k, m)
= 0.Fix k and m: the sequence of sets
(F-i ([y(-k, k)]-k)
nR(k,
is
periodic;
since/~([y(-~ k) ] _k
nR (k, m ) )
> 0 onehas,
in the notation of Lemma3.2,
By Proposition
3.1 and Lemma 3.2 the sequenceWm (y(-k, k))
is non-decreasing
and tends tok)]-k)
so thatk)]-k)
> 0and
finally
y E 0In
particular
when F is onto and =A~
one has =A Z .
Let
(X, F)
be a cellular automatonhaving equicontinuity points.
Forany
blocking
wordB,
callE(F, B )
the set of allpoints
y E X such that for any naturalinteger k,
there is another naturalinteger
mo such thatmo and
p’(k, m)
one has[y(-k, k)]-k
nFi (R(k, m)) #
0.PROPOSITION 3.4. - The set
E (F, B) is a subshift ;
one hasthus
E(F, B)
is contained in the limit setW (F); if
F issurjective, E(F, B)
=A~. If
X is transitive(respectively strongly mixing) for
a,then
E(F, B)
does notdepend
on the choiceof
the word B and canbe denoted
by E(F);
it is also transitive(respectively strongly mixing) for
a.Proof. -
Since the definition ofE ( F, B) depends only
on the blocks of coordinates of itspoints,
E( F, B )
is asubshift;
the fact thatderives from the same remark. Let X be
transitive,
Band B’ be twoarbitrary blocking words;
if[y(-k, k)] -k
nF~ (R(k,
m,B)) ~ 0,
thenprovided
m’ isbig enough,
whichimplies E ( F, B)
CE ( F, B’) .
Transi-tivity
orstrong mixing
result from the fact that two words inL (E (F))
can occur in the
image
under Fn of onepoint containing
one or severalblocking
words between theirrespective
occurrences. 0PROPOSITION
3.5. - If
p isequicontinuous for (X, F),
CE(F). If moreover
=X,
then =E(F).
Proof - Fix B
and assume thaty ~ E(F),
so there is aninteger k
such that for any
integer m
and for anyinteger i p’(k, m)
one has[y(-k, Fi (R(k, m)).
ThusApplying Proposition
3.1 one obtains = 0 andy ~
Hence C
E(F).
If = X it is sufficient to prove that
E(F).
If x EE(F),
for any naturalinteger k
there is mEN such that the union ofcylinder
setsG =
k)] -k )
nR(k, m))
is notempty.
Hence > 0.By
Lemma 3.2 andProposition
3.1 the sequence indexedby m
is
non-decreasing
and sinceJ-t( G)
>0, Proposition
3.1implies
thatk) ] -k )
> 0 andfinally
x E 0Examples
In
[2,8,10]
one can findexamples
of cellular automata that aresurjective
onA~
and haveequicontinuity points.
One can thereforeapply Proposition 3.1,
and also Theorem 3.1 andProposition
3.3 if one assumesthat ~
is for instance a Bernoulli measureB ( p } ,
p2,P3)
different from the uniform measure. In[13]
the automaton called "Gliders and walls" hasequicontinuity points
withoutbeing
onto.Here is another
example:
the cellular automaton F :{O, 1, 2}z
-{0,1,2}~
with radius 1 is definedby
the local mapf
such thatxo,
2)
= xo,f(x-1 , 2, x1)
= 2 and when x1 E{0, 1 }
and 2then = xo } mod 2. F is onto; it has
equicontinuity points
since 2 is ablocking
word.Let
be a Bernoulli measure withparameters { p, q, r}
onA~; by considering
thecylinder
sets[2012]0
and
[2112]0
oneeasily
checks that the sequence p o Fn does not convergevaguely. By
Theorem 3.1 it converges in Cesaro meanbut,
stillconsidering
the same twocylinder
sets, the limit cannot be the Bernoullimeasure with
parameters { p 2 g , p 2 g , r } .
Questions
When is
ergodic
for F? When F is onto and p is the uniform measure, which is F-invariant in this case, = p is neverF-ergodic (this
wouldimply transitivity
ofF,
which in its turnimplies sensitivity).
When is it
a -ergodic?
Are there conditions for to be the uniform measure, or at least Bernoulli or Markov?
ACKNOWLEDGEMENTS
We want to thank A. Maass for many
suggestions;
we are alsograteful
to the
referee,
whosignalled
variousshortcomings.
Part of this work wasdone
by
the second author at Universidad de Chile inSantiago,
thanksto the financial
support
ofFondap-Modelamiento
Estocastico and Ecos-Conicyt.
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