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Damage Spreading in the One-Dimensional

Hinrihsen-Domany Model

Everaldo Arashiroand J.R. Drugowihde Felio

DepartamentodeFsiaeMatematia

FauldadedeFilosoa,Ci^eniase LetrasdeRibeir~ao Preto

Universidadede S~aoPaulo

Av. dosBandeirantes, 3900-14040-901-Ribeir~aoPreto, SP,Brasil

Reeivedon1November,2000

Inthispaperwestudydamagespreadinginaone-dimensionalmodelundertwodynamisintrodued

by Hinrihsenand Domany. Inpartiular,westudythe eetsof synhronousandasynhronous

updatingonthespreadingproperties. Weshowthatthedamagedoesnotspreadwhentheseond

dynami is implementedina synhronous way. We ndthat the rules for updating the damage

produed bythisdynamis,as thetemperaturegoestoinnityandaertain parameteriszero,

areequivalenttothoseofGrassberger'swell-knownmodelAellularautomaton.

I Introdution

The damage spreading tehnique was proposed by

Kaumanthirtyyearsagointheontextofbiologially

motivated ellular automata [1℄. More reently, this

oneptwasextendedtoanalysekinetiIsingandPotts

models whih are desribed bywell-known

Hamiltoni-ans and exhibit ritial properties [2℄. The tehnique

requires followingthe behaviorof twosimilar samples

(slightly dierent initial onditions) under same

ther-mal noise. Usually,the evolutionis done bymeans of

Glauber,Metropolisorheat-bath updating. However,

in order tounderstandtherole ofthedynamis, other

kindsof updatinghavebeenstudied. Infat,this was

the goalof areentpaperby Hinrihsenand Domany

[3℄ whih desribesthe spreading properties in a

one-dimensional modelsubmittedtotwokindsofupdating

(heneforth named I andII). Therst ase(dynamis

I) isverysimilartoGlauberdynamisbut dependson

thesignofthetwoneighboursinsteadofthesiteitself.

Thenewvalueofthevariableat thesiteiis:

i (t+1)= +sign(q i

(t) z) if

i 1 i+1 =+1 sign(1 q i

(t) z) if

i 1 i+1 = 1 (1) where i

(t) = 1, z is arandom number (between

zeroand1)andtheprobability q

i

(t) isgivenby

q i (t)= e h i (t) hi(t) hi(t) (2) with h i (t)= J kT X j j ( t)

and J the exhange oupling onstant (H =

J P <i;j> i j

). DynamisIIombinestheGlauber

up-dating with information about three sites (two rst

neighbours and the site itself). In this ase, the new

valuefor isobtainedby

i (t+1)= +sign(q i

(t) z) if

i 1 i i+1 =+1 sign(1 q i

(t) z) if

i 1 i i+1 = 1 (3a)

ifarandomnumberrisgreaterthanagivenparameter

. Ifr<,theupdatefollowsGlauberdynamis

i

(t+1)=

+sign(q

i

(t) z) if

i

(t)=+1

sign(1 q

i

(t) z) if

i

(t)= 1

(3b)

Thetworulesaboveanbeombinedinoneupdating,

byintroduinganotherparameter,y. Thus,

i

(t+1)=

+sign(q

i

(t) z) ify

i =+1

sign(1 q

i

(t) z) ify

i = 1 (4) where y= i [(1+ i 1 i+1

)+(1

i 1

i+1

)sign( z)℄ ;

zisarandomnumberbetween0and1. Inbothases

thereisadamagespreadingtransition,buttheritial

propertiesaretotallydierent. Whereasthetransition

(2)

lass,dynamisIIleadstoa\parity-onserving"phase

transition. Intherstase,theevolutionofthedamage

(dierene between two samples) an bedesribed by

Domany-Kinzelellularautomata rules, at leastwhen

T =1[3℄. Suh amappingisnotknownfor the

se-ondase. Inthispaperweaddresstwoquestions: rst,

Whatistheeet ofsynhronizationonthespreading

of the damage; seond, Is there a known model that

dynamisIIanbemappedto?

II The role of updating

Toimplement thedynamis presentedabove,we have

at least two possibilities: updating one siteat atime

(asynhronousor\ontinuousdynamis")asisusualin

simulationofIsing-likemodels,orhangingallthesites

at the same time (parallel or synhronous updating),

usuallydoneinellularautomata. Oursimulationsfor

dynamisIshowthatdamagespreadingoursinboth

ases. We heked this onlusion by simulating the

Domany-Kinzelellularautomaton(relatedto

dynam-isI,atT =1,viaamappingfoundbyHinrihsenand

Domany)with ontinuousdynamis. Evolutionofthe

damageisthesameinbothases(seeFig.1). However,

for dynamis II, the situation is ompletely dierent.

Dependingonthekindoftheupdating(synhronousor

asynhronous)damagespreadingmayormaynotour

(seeFig. 2). IntheirstudyHinrihsenandDomany[3℄

usedonlyparallelupdating[4℄. Iftheyhadused

ontin-uous dynamis they would not haveobserved damage

spreading,aswehaveshownin oursimulations. Inthe

nextsetion, wewill obtainamappingof dynamisII

to the model A ellular automaton of Grassberger et

al.[5℄. This will allow a better understanding of our

resultsondamagespreading.

III Mapping to Grassberger's

model A

Webeginbysetting=0(whihimpliesworkingonly

withtheequation(3.a)forupdatingthespins)and

tak-ing high temperature limit (T ! 1). In this ase,

equation(3.a)beomes

i

(t+1)=

i 1

i

i+1

sign(0:5 z) (5)

whihmeansthattheevolutionofthedamage()

fol-lowsdeterministiruleswhihdepend onthesiteitself

andthetwonearestneighbours:

t: 111 110 101 100 011 010 001 000

t+1: 0 0 0 1 0 1 1 0

(6)

Nowweobservethattheserulesorrespondtotheone-dimensionalellularautomatonobeyingrule22(inWolfram's

lassiation),whihis knownto exhibithaotibehavior. Ontheotherhand,wenotethat therule22isexatly

thelimitof theGrassberger'smodelAbelowwithp=1. Thusthedamagespreads.

t: 111 110 101 100 011 010 001 000

t+1: 0 1 p 0 1 1 p 1 1 0

(7)

Inthissense,weanonludethatHinrihsen-Domany'sdynamisII exhibitsdamagespreadingatleastwhen

=0andT =1. Ontheotherhand,for=1,andT =1;equation4anbesimpliedto

i

(t+1)=

i

sign(0:5 z) (8)

whihimpliesanotherkindofupdatingforthedamage. Wendthattheloaldamageinthisaseevolvesexatly

astheone-dimensionalellularautomatongovernedbytherule204(againinWolfram's notation).

t: 111 110 101 100 011 010 001 000

t+1: 1 1 0 0 1 1 0 0

(9)

We remark that damage does not spread in this limit beause the value of is onserved in the evolution

(3)

Figure1.PatternsreatedwithDomany-Kinzelautomaton

rules (withp1 =0.83ep2 =0). (a)Synhronousupdating

and(b)Asynhronousupdating.

Figure2.PatternsreatedwithmodelAellularautomaton

rules (with p=0.3) frominitialstates ontaininga single

kink. (a)Synhronousupdatingand(b)Asynhronous

up-dating.

IV Conlusions

We studied damage spreading in a one-dimensional

modelevolvingundertwodierentdynamis,proposed

by Hinrihsen and Domany[3℄. We showed that

syn-hronous updating andestroy the damage spreading

when the dynamis II is used. In addition, we

ob-tainedamappingofdynamisII tothemodelA

ellu-larautomatonintrodued byGrassbergeret al.[5℄. In

thislight, it is notstrangethat ritial exponents

ob-tainedbyHDwereintheparityonservinguniversality

lass[6℄.

Referenes

[1℄ S.Kauman,J.Theor.Biol.22,437(1969).

[2℄ H.E.Stanleyetal., Phys.Rev.Lett.59,2326(1987)

[3℄ H. Hinrihsen and E. Domany, Phys. Rev. E56, 94

(1997).

[4℄ H.Hinrihsen,privateommuniation.

[5℄ P.Grassberger,F.KrauseandT.vonderTwer,J.Phys.

A:Math. Gen.17,(1984).

[6℄ G.

Imagem

Figure 1. Patterns reated with Domany-Kinzel automaton

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