Appl .Mat h.J.Chi ne s eUni v.Se r .B 2005,20(3):253267 COMPLEXI TY ANALYSI SOFTI MESERI ESGENERATED BY ELEMENTARY CELLULAR AUTOMATA Qi nDa ka ng Xi eHui mi n . Us ,c Abs t r ac t i ng t he t ool s ofdi s t i nc te xc l ude d bl oc ks omput a t i ona ls e a r c ha nd s ymbol i c ,t dyna mi c s hec l a s s i f i c a t i onpr obl e m ofa l l256e l e me nt a r yc e l l ul a ra ut oma t ai sdi s c us s e df r om t hepoi ntofvi e w oft i mes e r i e sge ne r a t e dbyt he m,a nde xa mpl e si ne a c hc l a s sa r epr ovi de dt o e xpl a i nt heme t hodsus e d. "# I $t r %&’c t ( %$ )c Fr om t hepoi ntofvi e w ofdynami c als ys t e mst hec e l l ul araut omat a(C)s anbes e e n .*neoft asac l as sofi nf i ni t edi me ns i onaldynami c als ys t e ms hef e at ur e sofC)si st hatby us i ngve r ys i mpl emappi ngr ul ei ti spos s i bl et oobt ai nve r yc ompl i c at e ds pat i ot e mpor al .Howe ,i pat t e r ns ve r ts t i l ll ac kse f f e c t i vemat he mat i c alme t hodst os ol vet hec l as s i f i c at i on ,i pr obl e mf orC)s t fnotc ons i de r i ngt hee xt e ns i vec omput e re xpe r i me ntasi n+1,2,.Mos f i ne l ye s t abl i s he dr i gor ousme t hodsar er at he rc oar s eand of t e n di f f i c ul tt obeus e di n c ompl e xi t yanal ys i sf ornont r i vi algi ve nC)s(e.g.,s e e+3-6,).Us i ngt heme t hodof ,s dynami c als ys t e ms omemor ec ompl i c at e dC)sar ee xpl or e di n+7-10,,i nwhi c hs ome ,i t he l e s s nt he s ewor ksonec anonl yknow t he ne wi de asandme t hodsar ec ont ai ne d..one gr ammat i c all e ve loft hegi ve nC)si nChoms kyhi e r ar c hybutnott hegl obalunde r s t andi ng . oft he i rc ompl e xbe havi or s ,i ) ne w appr oac hi se xpl or e di nt hi spape r n whi c ht het ool sofdi s t i nc te xc l ude d bl oc ks(orhi dde nwor ds),c omput at i onals e ar c hands ymbol i cdynami c sar eus e dt ot he c l as s i f i c at i onpr obl e mf ort hee vol ut i onar yc ompl e xi t yoft i mes e r i e sge ne r at e dbyal l256 e l e me nt ar yc e l l ul araut omat a(/C)s).0hi swor khasbe e nc ompl e t e df oral lbutamor e .1 c ompl i c at e dc l as s nt her e s toft hepape rwewi l lpr e s e ntt her e s ul t sobt ai ne dandus e e xampl e st oe xpl ai nt heme t hodsus e dt he r e i n. ."2s 0hepape ri sor gani 2 e dasf ol l ows ummar i 2 e sc onc e pt sandnot at i onsus e di nt he 0204. Re c e i ve d:2005MR Subj e c tCl a s s i f i c a t i on:37B15,68Q80,03D05,68Q45,68Q15. :e ,di Ke ywor ds l e me nt a r yc e l l ul a ra ut oma t on,t i me s e r i e s s t i nc te xc l ude d bl oc k,f or ma ll a ngua ge, Choms kyhi e r a r c hy. . Suppor t e dbyt heSpe c i a lFundsf orMa j orSt a t eBa s i cRe s e a r c hPr oj e c t s .MST .B Ajjg d.J.CdU ac s cUaU e.Sc r 2:9 .2RQN-.’ V-4 .&’( .70er pape r )*) e +, -( ., r -+*/ e, 0e, 0e -r 1-2+( ) , ( ./ ,e 3/ 4 *+e + 54 -/ 6) e ) *4 , )-2 / -8p*, a, ( -.a4) e ar / 0ar epr e ) e ., e +( .&9.&:;&<ar e+e =-, e +, -+( ) / *) ) ( .>e a/ 0/ 4 a) ) -2?@A)r e ) pe / , ( =e 4 1.70e2 ( .a4&B( )a5r ( e 2+( ) / *) ) ( -.. &C DEF GF H EIJ Ke 2L5e, 0e>4 -5a48app( .>a)Me 4 4a), 0e4 -/ a4r *4 e-2a>( =e .@A.A.?@A ( )a-.eN +( 8e .) ( -.a4@A M( , 0, M-) , a, e )a.+r a+( *)O.Ppe / ( 2 ( / a4 4 1Qa) ) *8e, 0a,, 0e r ear e( .2 ( .( , e 4 1 Qa.+e 8a.1/ e 4 4 )+( ) , r ( 5*, e +-., 0e( ., e >e r4 a, , ( / e )-2r e a4a3( ) a/ 0/ e 4 4/ a.0a=e, M-) , a, e ) T +e .-, e +51, 0e) 185-4 )-2Ra.+O.Ke ,SU5e, 0e) , a, e-2/ e 4 4a,, 0e) ( , eUa.+, 0e, ( 8e) , e p Q, T 0e ., 0e4 -/ a4r *4 e-2?@A ( ) T VO SU W LXST ST QST . U Y OQ U U V OZ XOZ ^ Ke ,, 0ea4 p0a5e ,5e[W\RQO]Qa.+[ , 0ep0a) e) pa/ e-2@A.70ep-( ., )-2p0a) e) pa/ e( ) R Q.a8e / a4 4 e +, 0e / -.2 ( >*r a, ( -.) 4 1 SW _ SY O SRSO _. A) ) *8( .> S ( ), 0e ) , ar , ( .> T VO T / -.2 ( >*r a, ( -.a.+51*) ( .>, 0e( , e r a, ( -.2 -r 8*4 aS W LXSZQMe/ a.-5, a( ., 0ep-) ( , ( =e T ) e 8( -r 5( ,\S]T‘ R. R O a 70e, ( 8e) e r ( e )-2a>( =e .@A ( )+e 2 ( .e +51, 0e) , r ( .>SUSU...SUQa‘RQM0( / 0( )2 -r 8e + Q( 51, 0e) , a, e )-2/ e 4 4-2) ( , eU+*r ( .>, 0ee =-4 *, ( -.-2@A.P( ./ eL( )( .+e pe .+e .,-2T , ) *2 2 ( / e ), --5) e r =e, 0e) , a, e )-2/ e 4 4-2) ( , eR.b ,) 0-*4 +5e.-, e +, 0a,( ,( ), 0e8e , 0-+-2 . / -ar ) eN >r a( .( .>51*) ( .>, 0e) , a, e )-2a) ( .>4 e/ e 4 4, -r e pr e ) e .,, 0e/ -.2 ( >*r a, ( -.)-2@A) 70( )a8-*., ), -*) ( .>a.-5) e r =( .>M( .+-M -2M( +, 0O. c .e. b .-r +e r, -) , *+1, 0e, ( 8e) e r ( e )a5-=eN 8e ., ( -.e +Me.e e +a.-, 0e r8app( .>LQ( .P, T dcc ef g hT U f aiS jjU akQM0( / 0( )+e r ( =e +2 r -8 L.b ,/ a.5e+e 2 ( .e +a)2 -4 4 -M) ar , ( .>2 r -8 R R R QMe/ a) , r ( .>SW SY a...SR...Sa a.+app4 1( .>L, -( ,51a, ( 8e ) a.-5, a( .a) e l*e ./ e-2 T T T R Ya R R maQa.+ ) , r ( .>)SY aV T...SR...SaY TQOmT R O LcXSZW LcXSR ..SR ..SR ..Sa Y a. R. aZW S RS R. R. R c R O a 70e) , r ( .>SWS ...S...Sa ( )/ a4 4 e +a.LN ( .=e r ) e( 8a>e-2SRSR...SR. n Ke ,[ 5e, 0e) e ,-2a4 42 ( .( , e) , r ( .>)-=e r, 0ea4 p0a5e ,[.b ,( )/ 4 e ar, 0a,, 0e r e8a1 c n c .-,e 3( ) ,LN ( .=e r ) e( 8a>e2 -r) -8e) , r ( .>op [ Qa.+, 0eLN ( .=e r ) e( 8a>e8a15e.-, *.( l*e( 2, 0e r e+-e )e 3( ) ,) */ 0( .=e r ) e( 8a>e2 -ro. c c n )) *r q e / , ( =e( 2, 0e r ee 3( ) , )LN ( .=e r ) e( 8a>e2 -re a/ 0op[ . 70ee =-4 *, ( -.8app( .>L ( n Z4 ?a/ 0) *5) e ,-2[ ( )/ a4 4 e +aX2 -r 8a4 a.>*a>e-=e r[. A. -pe r a, -rr-..-.N e 8p, 1) , r ( .>)( )*) e +( ., 0epape r, 0a,roXorZ( ), 0e) , r ( .> s Z4 .70e.-, -5, a( .e +2 r -8 o 51r e 8-=( .>( , )2 ( r ) ,X4 a) , e , , e r a, ( -.o +e .-, e ), 0e) , r ( .> Q51a.-pe . -5, a( .e +51Mr ( , ( .>o5a/ 6Mar +Q, 0a,( ) r a, ( -.-2r e =e r ) a4 &t uH J F H Iv Fw xv y z{w {|y Ev }J Q.a8e Q-2 70e/ -./ e p,-2~U s T U ac Tc oc g h~c ~b g f c ks 4 12 -r 5( ++e . 54 -/ 6)-rM-r +) , e . COMPqhX[ TY gAgqYS[ SOFT[ MhShR[ hS . QQ nDLkLng,T NLR 2?? .Howe ,i appe ar si nl i t e r at ur eofl anguage sands t r i ngs ve r tt ur nsoutt hatat he or e t i c al .Forr s t udyabouti tmaybeve r yhe l pf ul e f e r e nc e sr e ade r sc ans e e[11],[12,>1?],[1@, >2.2].Aot . et hati nt hi ss e c t i ont heal phabe tBc anbeanynonC e mpt yf i ni t es e t Di s t i nc te Ec l ude d bl oc Fs ar ec l os e l y as s oc i at e d wi t ht he l anguage s havi ng t he J f ol l owi ngpr ope r t y.Gec al lt hatal anguageHIB hast heKLM N O P Q LRSP O ST P N UV i fas t r i ngWX H,t he ne ve r ys ubs t r i ngofWbe l ongst oH. Y2Z [ ti se as yt of i ndt hatt hel anguage sappe ar i ngi ndynami c als ys t e msands omeot he rf i e l ds of t e nhavet hef ac t or i alpr ope r t y.Forc onve ni e nc ehe r eweal waysas s umet hatt hee mpt y XH. s t r i ng\ ]^ _ ‘ a‘ b ‘ cadef.g nonC e mpt ys t r i ngWi sc al l e dadi s t i nc te Ec l ude dbl oc FYDhiZ,i fWjH, bute ve r ypr ope rs ubs t r i ngofWbe l ongst oH. k^ lmn o.[ fal anguageH hast hepr ope r t yY2Z,t he nas t r i ngWi saDhiofH i fandonl yi f Wj H,butpW,WpX H. Y@Z J hes e tofal lDhisofH,t he ni ti s qe tHrbet hec ompl e me nts e tofH i nB ,andHst J tBJ Hs V e as yt oobt ai nHr B andt her e l at i ons hi psbe t we e nH andHs Ht BJ u Hrt BJ u BJ Hs BJ , YvZ J Hst wxy z{zwxy z{YB u HZ, Y?Z whe r ewx y and{ ar et heope r at or sonl anguage|de f i ne dby[1v]V wxyY|Zt }WX |~nopr ope rpr e f i EofWi si n|}, {Y|Zt }W~W{,Wwr i t t e nbac Fwar d,i si n|}. .Si The r e f or e,Fnowi ngal lDhisofHi se qui val e ntt oFnowi ngt hel anguageHi t s e l f nc eHr J tBJ Hs t hec ompl e me ntofH,i sobvi ous l yane qui val e ntc har ac t e r i z at i onofHandHr B ,t he s e tHsmaypr obabl ybeas i mpl e rc har ac t e r i z at i onofH.g s i mpl ee Eampl ei st hef i ni t e ,i .Si nc eHsi sonl yaf i ni t es e t ti se as yt o c ompl e me ntl anguaget hathasonl yf i ni t eDhis . s e ef r om YvZt hatt hef i ni t ec ompl e me ntl anguagemus tber e gul ar Toc har ac t e r i z et het i mes e r i e sge ne r at e dbyCgst hr oughDhisi st hef i r s tt ooloft he . pape r >4 Cclpub mb ‘ camls ^ mn c h J Fr om now onweal waysas s umet hatBt}0,1}.qe tHIB de not et hes e tofal lt i me .e.,agi s e r i e sge ne r at e d by K,i ve n Cg.Gewi l lt r yt o unde r s t and t hee vol ut i onar y c ompl e Ei t yofK t hr ough t hes t udy ofH.Us i ng t hes t andar dc odeofr ul enumbe rt o [1] ,t fanhCg hast her ul enumbe rofP he nf or di s t i ngui s ht heal lpos s i bl e2?6hCgs .[ T T c l ar i t ywec anus eKPandKPt ode not eKandK r e s pe c t i ve l y. [ ti sc l e art hatt hel anguageH hast hef ac t or i alpr ope r t y Y2Z,t he r e f or ewec an . c har ac t e r i z eH f r om i t sDhiss e tHs Si nc et he r edoe snote Ei s tane f f e c t i veme t hodt of i ndDhisf oragi ve nl anguage,whi l e .Mwt .B }xx~ h.J.Chz ne s eUnz v.Se y 256 .20,No.3 Vol ,he i ti se as yt odoe xpe r i me ntf orCAsonc omput e r ns ewec anwr i t eapr ogr am t of i ndal l DEBswhos el e ngt hi sl e s st han ac e r t ai nl i mi t at i on.Us i ng Vi s ualC+ + l anguage,a . pr ogr am i swr i t t e nt os e ar c hDEBsf oral l256ECAs ,us Fi r s t i ngt her e l at i onofc onj ugat eands ymme t r y,t henumbe r256ofal lECAsc an [1] ber e duc e dt o88 .As s umet hatwear ei nt e r e s t e di nt het i mes e r i e sofl e ngt hK.Si nc et he r adi usofECA i s1,wec ant aket hes t ar t i ngs t r i ngsoft hel e ngt h 2K- 1.Us i ngt he me t hodofe xhaus t i ngal lpos s i bi l i t i e sofs t ar t i ngs t r i ngsandbe gi nni ngf r om t hel e ngt hof 2,wec anobt ai nr e c ur s i ve l yal lDEBsofl e ngt h≤K. Byt her e s ul t sofc omput at i onals e ar c hofK= 2- 15wehavef oundt heal l88ECAs .Ofc c anbeput at i ve l yc l as s i f i e di nt o4c l as s e s our s e,t hec omput at i onals e ar c hhasi t sown ,and i l i mi t at i ons ti s ne c e s s ar yt o do t he or e t i c alanal ys i sf ur t he ron. The f ol l owi ng , c l as s i f i c at i oni st her e s ul t sofe xpe r i me ntonc omput e rc ombi ni ngt het he or e t i c alanal ys i s . i nwhi c ht hedi s c us s i onoff i nalc l as s(t hec l as sⅣ)hasnotbe e nc ompl e t e dye t Ⅰ.Fore ac hECA i nt hi sc l as st he r ei snoDEBf orE,name l yi t se vol ut i onar ymappi ng e . fi ss ur j e c t i ve.Thi sc l as sc anbef ur t he rdi vi de di nt ot wos ubc l as s e s Z Ⅰ.1TheECA mappi ngff r om t hephas es pac eΣ t oi t s e l fi sal s os ur j e c t i ve,andt he r e ar e10ECAsi nt hi ss ubc l as swi t ht her ul enumbe r s15,30,45,60,90,105,106,150,154, 170. Ⅰ.2Themappi ngfi snots ur j e c t i veandt he r ear e4ECAsi nt hi ss ubc l as swi t ht he r ul enumbe r s94,122,126,184. Ⅱ.Thi ,i ,name si st hel ar ge s tc l as s nwhi c he ac hECA hasonl yf i ni t eDEBs l yi t sE i s t hef i ni t ec ompl e me ntl anguage.Thi sc l as si nc l ude s53ECAswhos er ul enumbe r sar e0,1, 2,3,4,5,6,8,10,11,12,13,14,18,19,23,24,29,32,34,35,36,38,40,42,43,44,46,50,51, 57,58,72,76,77,108,128,130,132,136,138,140,142,146,152,160,162,168,172,178, 200,204,232.Fr om t her e s ul t sofe xpe r i me ntandt he or e t i c alanal ys i si twasf oundt hatt he l e ngt hsofDEBsi nt hi sc l as sar enotgr e at e rt han5. Ⅲ.Eac ,and i h ECA i nt hi sc l as shasi nf i ni t e l y many DEBs t sE i st he i nf i ni t e c ompl e me ntr e gul arl anguage.The r ear e8ECAsi nt hi sc l as swi t ht her ul enumbe r s27, 28,33,78,104,134,156,164. Ⅳ.I nt hi sc l as se ac hECA hasi nf i ni t e l ymanyDEBsandi t sE maybeanonr e gul ar l anguage.The r ear e13ECAsi nt hi sc l as swi t hr ul enumbe r s7,9,22,25,26,37,41,54,56, 62,73,74,110. de fghi j kl lmnl op q h i r s tu e ss ur j e c t i ve,name l ybypr ope rs e l e c t i ngt hes t ar t i ngc ondi t i on,anyt i mes e r i e s ve r ef i gi ve nwxy z { y zc anber e al i | e d.Asaboveme nt i one d,wewi l ldi s c us st heECAsi nt hi sc l as s f orfbe i ngs ur j e c t i veornotr e s pe c t i ve l ybe l ow. C,-.yE/I T0 AwAy01I 1,FTI -E1E2I E1 . (i x)a*ax+,e taq p57 5.1 Thes ubc l as sI.1 The r ehavebe e ni nt hepas tmanydi s c us s i onsf ors e ve r alone samongECAsofr ul e 15,30,45,60,90,105,106,150,154,170i nl i t e r at ur e.A c l as s i c alal ge br ai cs t udyf orECA ofr ul e90i si n[15].TheECA ofr ul e30i sus e di nMat he mat i c aasi t sps e udor andom [16,17] e .He r ewewi l lonl ys how how t opr ovet hatf30 i st r ul ys ur j e c t i ve. numbe rge ne r at or . Thedi s c us s i onaboutot he rECAsi nt hi ss ubc l as sc anbedones i mi l ar l yore ve ne as i e r e Pr opos i t i on5.1.Thee vol ut i onar ymappi ngf30 i ss ur j e c t i ve. .Thel Pr oof oc alr ul eofECA ofr ul e30i s 000,101,110,111→ 0;001,010,011,100→ 1. (6) I tc anal s obewr i t t e nbyt hee xpr e s s i on f30(a- 1,a0,a1)= a- 1 o max(a0,a1), (7) ,ando i whe r et hel e t t e r s0and1ar et r e at e dasbi nar ynumbe r s st headdi t i onmodul op.I t c anbef oundt hatfi sa1-1mappi ngf ora- 1 i fa0 anda1 ar egi ve n.Thi sme anst hatt hi s . l oc alr ul ehast hepr ope r t yofq e ft r st u e c t i ve . wow wewi l le s t abl i s hourc onc l us i oni nduc t i ve l yf ort hel e ngt hofagi ve nt i mes e r i e s As s umet hati thol dsal r e adyf ort hel e ngt hl e s st hanx,anddi s c us st hec as eofl e ngt hx. 0 1 x- 1 x he nbyt hei nduc t i vehypot he s i st he r ee xi s t san ye tt hegi ve nt i mes e r i e sbea0a0...a0 a0,t e 0 1 x- 1 0 0 0 0 fi nve r s ei mageofa0a0...a0 ,andde not ei tbya1- x...a0...ax- 1.Tazi ngaxt obee i t he r0 =1byus or1,ands t ar t i ngf r om t i ngt hel oc alr ul e t -1 t -1 t -1 (ax ax ,ax , at x- t= f -t - 1, -t -t { 1) 1 x- 1 x- 1 1 wec ande t e r mi nea ,...,a (|) s uc c e s s i ve l y.wot et hati nt hear gume nt soft her i ght hand x- 1 s i deof(|),t hef i r s tt woar eznownal r e ady.The ns t ar t i ngf r om a1 j us tobt ai ne dand x- 1 x 0 0 ,andus a a,t hel as tt wol e t t e r soft hegi ve nt i mes e r i e s i ngt hel e f t s ur j e c t i vepr ope r t yof x- 1 0 e (7),wec ande t e r mi nea- 1 ,...,a- x s uc c e s s i ve l y.Thust her e }ui r e dfi nve r s ei magei s obt ai ne d. ~xampl e5.2.I ts uf f i c e st oe xpl ai nt heabovepr oofbyas i mpl ee xampl e.I ti sznownt hat e e 00110i sanfi nve r s ei mageoft het i mes e r i e s110,andwewantt oobt ai nf ur t he rt hef- i nve r s ei mageoft het i mes e r i e s1101.Fr om t wos ubf i gur e si nt hef ol l owi ngf i gur ewes e e e ,bas t hat e dont hee vol ut i onpr oc e dur eoff(00110)=110,byt azi ngt hel e t t e ratt her i ght e ndoft hef i r s tl i net obee i t he r0or1,andpr oc e e di ngac c or di ngt hedi r e c t i onmar ze dby ,al ar r ows lot he rl e t t e r sc anbede t e r mi ne duni }ue l y.Thes ymbol↓ i sus e dt ode not et he pos i t i onofs i t e0. ↓ ↓ 1001101 1001100 & 11100 ’ & 11101 ’ 001 001 1 1 258 .Mat .B Appl h.J.Chi ne s eUni v.Se r .20,No.3 Vol n- 1 Re mar k.I tc anbes hownf r om t heabovedi s c us s i ont hatt he r ear ee xac t l y2 e fi nve r s e i mage sf or e ac ht i me s e r i e s ofl e ngt h n. Combi ni ng t hi sf ac tand Pr opos i t i on 5.1 c ons t i t ut e st het he or e t i c albas ef ort heus eofECA ofr ul e 30 asa r andom numbe r . ge ne r at or 5.2 Thes ubc l as sI.2 He r ear eonl y4ECAswi t ht her ul enumbe r sof94,122,126and184.Fore ac hof e t he mt hee vol ut i onar ymappi ngf i ss ur j e c t i ve,butt hemappi ngfi snots ur j e c t i ve.I ti s [7,8] knownt hatt hef or me rt woECAshavenonr e gul arl i mi t i ngl anguage s .Fort hef or me r e 3ECAs ,t hepr oofoft he i rf t obes ur j e c t i ver e l i e sont hef ac tt hatt he yc ans i mul at et he e ECA ofr ul e90whos ef i ss ur j e c t i ve.Thi sc anbes i mpl ys hownbyt aki ngt hebl oc ks00 [1] and11andt het i mes t e p2andi somi t t e d . ,wegi Si nc et het r e at me ntofECA ofr ul e184i smor edi f f i c ul t vei t spr oofbe l ow. e ss ur j e c t i ve. Pr opos i t i on5.3.Thee vol ut i onar ymappi ngf184 i e .I Pr oof ti se nought opr ovet hatf ore ac hxt he r ee xi s t sones t r i ngas uc ht hatf184(a)=x. Si nc et hel anguageoft i mes e r i e ss at i s f i e st hatf ac t or i alpr ope r t y(2),wec anr e s t r i c t : ourat t e nt i ont ot hef ol l owi ngt ypeofs t r i ngs x= 1m10n11m20n2...1mk0nk, (9) . whe r eal lofmi,niar epos i t i vei nt ge r s Thel oc alr ul eofECA ofr ul e184i s 000,001,010,110→ 0;011,100,101,111→ 1. I ti sus e f ult oc oni s de rt hee vol ut i onf i gur east hatus e di nExampl e5.2.Put t i ngt he t i mes e r i e sxof(9)att hes i t e0f r om t opt obot t om,t het i mes e r i e s b= 0m1- 10n1(10m2- 1)...(10mk- 1)0nk att hes i t e-1,andt het i mes e r i e s c= 1m1- 1(01n1- 1)1m2(01n2- 1)...1mk(01nk- 1), )t att hes i t e1s i mi l ar l y,t he nus i ngt heope r at i onofl e f t s hi f t(r i ght s hi f t of i l lt heot he r e R ,weobt .Theke c ol umns ai nf(a)= xf ora= b1c ypoi nti st hati fas t r i ngyhasno00 (11)asi ). t ss ubs t r i ng,t he nf(y)amount st ot heope r at i onofl e f t s hi f t(r i ght s hi f t t hodus e di nt heabovepr oofi si nt ui t i ve l yc l e arandc anbee xpl ai ne d Exampl e5.4.Theme 3 3 3 3 5 5 2 5 2 e R = 10101 s )= byane xampl e.Le tx=1010,wec anobt ai nb= 010,c uc ht hatf(b1c : x.Thi sc anbes e e nf r om t hee vol ut i onf i gur easf ol l ows U qr stuvuswYx yuz H{|}~GX: \Y IdI~YS: S{h\: |GSGR: GS pEo ↓ 00000100000111011111011 000001000011011111011 0000010001011111011 00000100011111011 000001001111011 0000010111011 00000111011 000011011 0001011 00011 001 0 $% &’() * +, ,-./ 0 10 2 () 345* ( 4( 126 ( 78* +6 0 2 9 U : ;< => ?@ A B? ?< =C D CBD CEFGHI?J=> @ = K@ @ LMN EFOPPQ R0S KT< =C< K< BAGHI? VC ;C D BA A N? MC BW> ;XY< =C? MB< > KZ < C [MKD BAMB< < C D ;?KT< =C ? CGHI?BD CD B< =C D? > [MA CU\=C K;A NC ]@ C M< > K;?> ;< => ?D C ? MC @ <BD C< =CT B[KL?GHI?KTD LA C1P B;^ 1_R J=> @ = =B‘C U @ K[MA > @ B< C ^? MB< > KZ < C [MKD BAaC =B‘> KD ? U\=CD : ;< =CT KA A KJ> ;X< BaA CJCA > ? <BA AbGc?T KDBA AEFGHI?KT< => ?@ A B? ? C ? LA < ?> ;< =C < BaA CBD CKa< B> ;C ^T > D ? <T D K[ @ K[ML< B< > K;BA? C BD @ =B;^< =C ;‘C D > T > C ^aN< =C KD C < > @ BA? < L^N U < =B<< =CbGc?Ka< B> ;C ^< =L?T BD> ;@ A L^CBA AMK? > aA CbGc? dK< C< =B<> ;e10f> <JB?MD K‘C ^BA D C B^N< =B<< =CC ‘KA L< > K;BD NA B;XLBXCg KTGHI KT UcN< D LA C1P> ?D C XLA BD =C? B[CBD XL[C ;<< =CMD KKTKT< =C? B[C@ K;@ A L? > K;T KD< =CGHI KT D LA C1_R> ?C B? NB;^< =L?K[> < < C ^=C D CU G]@ C M<T KD< =CGHI?KTD LA C1PB;^1_RY< =C< =C KD C < > @ BAB;BA N? > ?T KDBA AGHI?KT< => ? U @ A B? ?> ?D B< =C DC B? NB;^@ B;MD K@ C C ^B?T KA A KJ? Y< h> D ? < =CbGc?Ka< B> ;C ^T D K[ @ K[ML< B< > K;BA? C BD @ =? =KLA ^aC‘C D > T > C ^< =C KD C < > @ BA A NU IT < C D< =B<BT KD [BAA B;XLBXCi @ B;aC@ K;? < D L@ < C ^aN< =CaB? > @T KD [LA Bj_k? L@ =< =B<> < U\=C l L? <=B?< =CbGc?Ka< B> ;C ^aN@ K[ML< B< > K;BA? C BD @ =B?> < ?J=KA C? C <KTbGc? D C T KD CY Uh> < => ?A B;XLBXCi @ K;< B> ;?< =C? C <g B?> < ?? La? C < ;BA A NY> <? =KLA ^aCMD K‘C ^< =B<C B@ = ? < D > ;X> ;i@ B;aCD C BA > m C ^aN< =CX> ‘C ;GHIU\=> ?[C B;?< =B<ingB;^< =C D CBD C;KK< =C D Y< bGc?aC NK;^ < =K? CKa< B> ;C ^ aC T KD CU : ; MBD < > @ LA BD =L?T BDJC@ B; Ka< B> ;< =CC ]B@ < UCUYBD ^C ? @ D > M< > K;KT< =CC ‘KA L< > K;BD NA B;XLBXCgY> C XLA BDT > ;> < C@ K[MA C [C ;<A B;XLBXCU .Mat .B h.J.Chi ne s eUni v.Se r Appl 260 .20,No.3 Vol Ta bl e1 Al lDEBsf orECAsi nCl a s sⅡ no. 2 3 4 0 01,11 5 no. 2 46 111 0010,0101,1010 11 100 2 11 101 51 00,11 3 11 000 57 000,111 0011,1100 4 01 110 58 111 0100,1100 100,110 0001,0011,1011 50 4 1 5 0001 3 11 0100 72 01 101 01001 76 01 111 77 001,110 10 101,111 108 001,011 1101,1110 11 000,111 128 110 130 011 0101 6 8 01 12 01 13 110 14 010,101 18 11 19 11 000 011,100 24 011,111 29 001,110 11 34 11 35 11 0100 132 01 136 01 140 1110 110 101 01 142 010,101 0101,1101 146 011 0100,1011 152 011 160 001,011 162 011 168 001 011 000 36 001,101 0110,1110 172 001,010 38 111 0101 178 011,100 40 001,111 42 111 43 000,111 44 001 200 10100 01 138 23 32 0001,1001 5 01 0101 110 204 01,10 232 001,110 0101,1110 Si nc et heappr oac h de s c r i be d abovei squi t et hes amewi t ht hatus e di nt hene xt s e c t i on,andt hepr obl e mt he r ei smor ec ompl e x,wewi l lnotpr e s e nte xampl e she r e. Re mar k.Fore ac hE ge ne r at e dbyagi ve nECA t het he or e t i c alanal ys i sr e l i e sont hede e p e xpl or at i onofi t sl oc alr ul e.Fors omeECAswi t ht hes ameDEBst he i ranal ys i sc anbe OOMPnNXI LY PNPnYSI SOjLI MNSNRI NS . z{ t|}~}tgZe t}l ]d[ .I c ompl e t e l ydi f f e r e nts i nc et he i rl oc alr ul e sar edi f f e r e nt ts houl dnot et hatt hee xpe r i me nt . onc omput e ri ss t i l lve r yi mpor t anti nt he or e t i c alanal ys i s 67 89:; < => >?@A BC A BA D :; EFG< : F: BDH : IJ< =H A D K .Qas Lhe r ear eMNOPsi nt hi sc l as s e dont hec omput at i onals e ar c hRec anmaSet he c onT e c t ur et hatt hes e tUVofWNQsi nt hec l as smayXei nf i ni t eXutnott ooc ompl i c at e d. Lhet he or e t i c alanal ys i shasve r i f i e dt hatt hes e tU ofe ac hNOP i nt hi sc l as si si nde e da r e Yul ari nf i ni t ec ompl e me ntl anYuaYe. Lheappr oac hus e dhe r ei st hes ameoneus e di nt hepr e vi ouss e c t i on.Psamat t e rof Zt . f ac t hedi f f e r e nc eXe t Re e nt he mi sonl yt hathe r et hel anYuaYei sani nf i ni t er e Yul ars e t ZRi Lheme t hodXas e dont het he or yofWNQ c anXeus e df orXot hc l as s e s t houte s s e nt i al di f f e r e nc e. LhenumXe r sofWQNsf ort hel e nYt h up t o [\and t he i rs um ar eoXt ai ne df r om c omput at i onals e ar c hands hoRni nt hene xtt aXl e. La Xl e] LhenumXe r sofWNQsofl e nYt h^_]‘[\f orNOPsi nOl a s sa no. ] b c \ d e M f [g [[ [] [b [c [\ s um ]e g ] [ [ g g g [ g [ g g g [ e ]M g [ [ ] b ] ] ] ] ] ] ] ] ] ]\ bb [ g g ] g [ g [ g [ g [ g [ M eM g [ ] [ ] [ ] [ ] [ ] [ ] [ [f [gc g [ g g ] ] b [ [ [ [ [ [ [ [\ [bc g g [ ] [ [ [ [ [ [ [ [ [ [ [b [\d g g ] c ] ] ] ] ] ] ] ] ] ] ]d [dc g [ g [ g [ g [ g [ g [ g [ e Zs I nt hi ss e c t i onReRi l lYi vet het he or e t i c alanal ys i sofNOP ofr ul e]e.hoRe ve r i nc e ac ompl e t er i Yor oust r e at me ntr e iui r e st oomuc hs pac eZRec anonl yYi vet hemai ns t e ps .jort i ns t e adandomi tmanyt e c hni c alde t ai l s heot he reNOPsi nt hec l as st hedi s c us s i ons ar es i mpl e rt hant hos eofNOP ofr ul e]eandt husomi t t e d. kH EGE> A D A EB7lm.ne tU Xet hes e tofal lt i mes e r i e sYe ne r at e dXyt heNOP ofr ul e]eZt he n @ Ui sr e Yul arandi t ss e tofal lWNQsi sasf ol l oRs UV_ ogggZgg[[pq o[rg[g[[gst[[ptu g q o[rg[g[[gstg[ggptu g. r[gs .r=> kH EEC v: D ; 9s rwsLhel oc alr ul eofr ul e]ei s gggZgg[Zg[[Z[ggx [yg[gZ[g[Z[[gZ[[[x g. r[[s .Mat .B Appl h.J.Chi ne s eUni v.Se r 262 .20,No.3 Vol Thef or mul a(10)i si ni t i al l yague s sf r om t her e s ul tofc omput at i onals e ar c h,he nc et he f i r s ts t e pi st opr ovet hate ac hs t r i ngi mpl i e di nt hi sf or mul ai si nde e daDEBofE.Re wr i t e : i ti nt ot heuni onof4s por adi cDEBsand2r e gul ari nf i ni t ef ami l i e sofDEBs {000,111,0011,10100}∪ {1(010110)n11}n≥ 1 ∪ {1(010110)n0100}n≥ 1. (12) I ti se as yt ove r i f ydi r e c t l yt hatt he4s hor ts t r i ngs000,111,0011,10100ar et r ul yDEBsof E byus i ngt hel oc alr ul e(11)andt hene c e s s ar yands uf f i c i e ntc ondi t i on(3)ofDEB. I nor de rt opr ovet hate ac hs t r i ngi nt het wof ami l i e sof(12)i saDEBofE,wewi l l f i r s tdi s c us st hei ns t anc eofn=1,name l yt hes t r i ngs01011011and0101100100.Re movi ng t hef i r s tl e t t e roft he m,byt hee xpe r i me ntonc omput e randt heanal ys i swec anobt ai nt he i r e )and(i )be fi nve r s ei mage sandt hec or r e s pondi nge vol ut i onar yf i gur e s(i i l ow.I nt he s e f i gur e sonl yt her i ght handpar t sofs i t e0ar ede pi c t e d.Ther e as oni st hatf ort het i me e s e r i e s01011011t her i ght handpar tofe vol ut i onofi t se ve r yfi nve r s ei magei st hes ame ))or e xc e ptt hatt hemos tr i ghtl e t t e r soft hef i r s tt wol i ne sc anbee i t he r1(asi nf i gur e(i -1 0,and t hel at t e rc an bei gnor e d by t hef ac tf (1010)= ∅;and f or0101100100t he e c or r e s pondi ngr i ght handpar t sofal li t sfi nve r s ei mage sar euni que. ↓ ↓ 0100100101 01001011 101101100 1011001 00100101 001011 1101100 11001 100101 1011 01100 011 0101 11 100 1 01 0 (i ) (i ) i The r e f or e,t aki ngt het wos t r i ngsofn= 1i nf ami l i e sof(12)andr e movi ngt he i rf i r s t e ,e i nve r s ei mageaoft he m hast hes amel e t t e ra1=1anda2=0.Us i ngt hel oc al l e t t e r ac hf- -1 r ul e(11)l e adst ot hei mpos s i bi l i t yoff (a)havi ngt hel e t t e r1att hes i t e0,andt he e . c onc l us i onhol dst hatbot h101011011and10101100100havenofi nve r s ei mageatal l Thi si se qui val e ntt os ayi ngt hat101011011,10101100100∉E.I ti se as yt oe xt e ndal lt he s e )and(i )t ar gume nt si nc l udi ngt hef i gur e s(i i ot hege ne r alc as eofn> 1.Ast ot hepr oof t hate ac hpr ope rs ubs t r i ngoft he mi si nE wec anr e f e rt ot hege ne r aldi s c us s i oni ns t e p (Ⅱ)ands ki pove ri the r e. (Ⅱ)Cons ,t i de raf or mall anguageF s uc ht hatF" hes e tofal lDEBsofF,i sj us tt he .e.(12)).Fr e xpr e s s i oni nt her i ght hands i deof(10)(i om t her e s ul tof(Ⅰ)wehaveF" ⊂E" ,andhe nc eF⊃E.Thee qual i t yE=Fhol dswhe ne ve ri tc anbes hownt hate ac hs t r i ng COMPLEXI TY ANALYSI SOFTI MESERI ES . Qi nDakang,e tal 263 ofF be l ongst oE. ,i .e.(12),i ,wec Si nc eF" sr e gul ar anc ons t r uc taf i ni t eaut omat on(FA)r e c e i vi ngor .Us ,t r e c ogni z i ng F" i ng t hef or mul a(4)and t hec or r e s pondi ng ope r at i onson FAs he mi ni mum s t at ede t e r mi ni s t i cFA (mi nDFA)ofr e c e i vi ngFandt her e gul are xpr e s s i onofF c anbeobt ai ne df i nal l y.(Al lt he s ec omput at i onalpr oc e dur e sandme t hodsc anbef oundi n [14]andt husomi t t e dhe r e.) Us i ngt heFA obt ai ne di tc anbef oundt hati nor de rt opr oveF⊂ E i ts uf f i c e st o . c ons i de rt wot ype sofs t r i ngswhi c he i t he rc ont ai nt hes ubs t r i ng1010ornot Us i ng t hef ac tt hatt hel angaugeF hast hef ac t or i alpr ope r t y(2)c ans i mpl i f your di s c us s i onc ons i de r abl y. Le tt hef i r s tt ypeofs t r i ngsi nFbet hos ec ont ai ni ng1010.Wec anf i r s tdi s c us ss t r i ngs be gi nni ngf r om 1010byt hee xpr e s s i on 1010[(10)* 110(ε+ 0)10]* , (13) andt he nt hemor ege ne r als t r i ngsi nt hi st ype. Le tt hes e c ondt ypeofs t r i ngsi n F bet hos eavoi di ng 1010.Fori t sdi s c us s i on i t s uf f i c e st oc ons i de rt her e gul are xpr e s s i on (001+ 011)+ . (14) Thr ought hee xpe r i me ntonc omput e ri tc anbef oundt hatunde rc e r t ai nc ondi t i ont he .e.t mappi ngf27,i heECA ofr ul e27,c anmaket hes pat i alc onf i gur at i ont os hi f tr i ghtat .I t hes pe e dof1/2,name l yt hatt os hi f tr i ghtones i t ef ore ve r yt wot i mes t e ps ti se as yt o .e.,00101,10100,10101, know t hatt hec ondi t i oni st oavoi d4s pe c i albl oc ksofl e ngt h5,i 01100.Thi sc anbeve r i f i e dbyt hef ol l owi ngf i gur e s 00101 10100 10101 01100 100 001 000 101 1 1 1 0 0 0 0 0 0 ,wr l l andt heot he r28c as e sdi r e c t l y.I nt he s e4f i gur e s i t i ngt hef i r s tl i neasa- 2a- 1a0a1a2wi 0 2 0 2 ,name l e adst oa- 1≠a0,whi l ea- 1=a0hol dsf ort her e mai ni ng28c as e s l yr e al i z i ngt hes pe e d .Si of1/2t os hi f tr i ght nc et he r ei snofi nve r s ei mageof1010,wene e donl yf oc usour at t e nt i onon00101and01100. I tc an bes hown t hatus i ng t hi st e c hni queofs hi f tr i ghtatt hes pe e d of1/2c an e i nve r s ei magef ore ac hs t r i ngoft ype1be gi nni ngf r om 1010i n(13).But c ons t r uc tt hef- f ort hes t r i ngsoft ype2i n (14)andt hege ne r alc as eoft ype1ac ombi nat i onoft wo t e c hni que si sne e de d.Fort hel e f t hands i deofs i t e0t heabovet e c hni queofs hi f tr i ghtc an beus e dagai n,andf ort her i ght hands i deofs i t e0wene e dt her e gul are xpr e s s i on(001+ 011)+ andi .He )and(i )ar t ss ubs t r i ngsf ors pat i alc onf i gur at i ons r et hef i gur e s(i i eus e f ul agai n.Not et hatal lpr ope rs ubs t r i ngsoft hes t r i ngsi n(12)be l ongt ot ype2. I nTabl e3t heDEBsofal lECAsi nc l as sⅢ ar el i s t e df orr e f e r e nc e.I ti sc l e art hat . bot hE andE"ar er e gul arl anguage s 264 .Mat .B Appl h.J.Chi ne u eUni v.Se r .20,No.3 Vol Ta bl e3 Al lDEBsf orECAsi nCl a s sⅢ no. ,t hes e tofa l lDEBsofE E" 27 {000,0011}∪{1(010110)n11}n≥ 0∪{1(010110)n0100}n≥ 0 28 {010100}∪{102n+ 111}n≥ 0∪{010n1}n≥ 2∪{102n10}n≥ 0 33 {11,00001}∪{00(10)n0}n≥ 1 78 {010}∪{110n1}n≥ 1∪{1(00)n110}n≥ 0 104 {001,110101,111011,1101101,11011101,11011110}∪{01n0}n≥ 5 134 {01001}∪{01n01}n≥ 1 156 {01011,10100}∪{10n1}n≥ 2∪{01n0}n≥ 2 164 {012n01}n≥ 0 IJ KLMN \ O PQ QRSTUTV W M XYO PWPTZ[UW M ]e r ear e13ECAs^hos ebe ha_i or soft i ‘es e r i e sar e‘or ea o‘bl e ct hant hos eof Cl as s e sdeⅢ fi s a gs s e fbe f or e. h nTabl e4t heng‘be r sofDEBsofl e nit ht i l l17ar el i s t e ff oral l13ECAsi nt hi s .jr a l as s o‘ t hefat ai nt hi st abl ei ti sbr obabl kt r get hatt heECAsi nt hi sa l as s‘akbe fi f f i a gl tt obet r e at e fr i ior ogs l k.lo‘ef a‘ogsECAsar ei na l gfe fi nt hi sa l as ss ga hast he .m18n. ECAsofr gl e22,41,54,110,e t a As‘e nt i one fabo_ei nI4,^eha_enota o‘bl e t e ft hes t gfkf ore aa hECA i nCl as so .h ke t nt hi ss e a t i on^e^i l lf i r s tl i s togra onp e a t gr eabogtt heECAsi nCl as so,anft he n br e s e nts o‘er e s gl t sobt ai ne fal r e afk.A a o‘bl e t et r e at ‘e ntofCl as so ‘aka ont ai ns o‘e _e r kfi f f i a gl t‘at he ‘at i a albr obl e ‘sanft he i rs ol gt i ons‘akbe_e r ki nt e r e s t i ni. .Thes qUTr M N s YW M e tEf or ‘e fbkal lt i ‘es e r i e sie ne r at e fbke aa hECA i nCl as so i snont ,anf t t t t r e igl ar he r ee ci s tnont r e igl ara ont e ct f r e eas^e l lasnont a ont e ct f r e ea ont e ct . s e ns i t i _el anigaie sa‘oniEui nt hi sa l as s Thebar t i alr e s gl t sabogtCl as so ar et hatt hes e tEuofECAsofr gl e7anf56ar e t i nfe e fnont r e igl aranfa ont e ct f r e ei nCho‘s vkhi e r ar a hk.h nt her e s toft hi ss e a t i on^e m1wn ^i l lbr e s e ntt her e s gl tabogtt heECA ofr gl e56be l o^ . . ji r s t^ene e fafe f i ni t i onasf ol l o^s xM y z Tz s z UTJ{|.A s t r i ni}i sa al l e ft os at i s f kt hea onfi t i on(C),i f(1)t hes gbs t r i ni11i s i t ss gf f i canfabbe ar sonl kona e~(2)t hel e nit hof}i s3n+1,n≥1,anft heng‘be rofl e t t e r 0i n}i se caa t l k2n~(3)e aa hbr obe rs gf f i cof}foe snots at i s f kt hea onfi t i on(2). COMPLEX{ TY ANALYS{ SOFT{ MESER{ ES . }~ nDakang,e tal 265 Ta bl e4 Thenumbe r sofDEBsofl e ngt hK=2~17f orECAsi nCl a s sⅣ no. 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 s um 7 0 0 3 2 0 2 0 2 0 2 0 2 0 2 0 2 17 9 0 1 1 2 0 2 3 3 3 3 3 4 7 6 14 10 62 22 0 0 1 1 0 0 1 1 2 5 1 7 26 54 78 153 330 25 0 1 1 1 0 3 2 3 2 2 4 3 5 2 14 15 26 0 1 0 0 1 0 0 0 2 2 4 7 16 19 35 44 131 37 0 0 0 3 4 5 3 10 9 23 20 22 32 36 37 66 270 41 0 1 0 0 0 1 1 1 6 2 14 30 51 90 146 253 596 54 0 1 1 0 0 1 4 2 0 4 6 15 18 34 32 62 180 56 0 1 1 0 0 1 0 0 2 0 0 5 0 0 14 0 24 62 0 1 0 1 2 4 4 3 6 5 6 6 10 3 16 12 79 73 0 0 2 2 1 2 2 1 2 3 3 8 11 13 18 27 95 74 0 0 3 0 1 2 1 0 0 0 1 2 4 7 11 16 48 110 0 0 0 1 3 3 5 6 12 16 17 38 42 73 112 198 526 58 . Ther e s ul toft he or e t i c alanal ys i saboutt hes e tE ofECA ofr ul e56i sasf ol l ows Pr opos i t i on8.2.Le tt hes e tE bede f i ne dasbe f or ef ort heECA ofr ul e56,t he n(1)bot h ;(2)t E and E"ar e nonr e gul arc ont e xt f r e el anguage s he s e tE"has t he f ol l owi ng mat he mat i c als t r uc t ur e E"= {111}∪ {x∈ Σ* |xs at i s f yi ngt hec ondi t i on(C)}= {111}∪ 0D01, whe r eD i st heDyc kl anguagege ne r at e dbyt hebl oc ks0and01;(3)t henumbe rofDEBs . oft hel e ngt h3n+1(n≥2)i nE"i sCn- 1,whe r et henot at i onCni st hent hCat al annumbe r Re mar k.TheDyc kl anguagei soneoft hemos ti mpor t antc ont e xt f r e el anguage sandc an bef ound i n [14,20].TheCat al an numbe rappe ar si n many i nt e r e s t i ng c ombi nat or i al .Thef pr obl e ms or mul aofCn i s Cn = 1 2n ,n≥ 1, n+ 1 n () andt hef i r s tnumbe r soft he m ar e 1,2,5,14,42,132,429,1430,4862,16796,.... Themat e r i alaboutt heCat al annumbe r sc anbef oundf r om [21,22]. vw xi s y zs s i on 1.{ thasbe e npoi nt e douti nv2t hatt hes t udyaboutt het i mes e r i e sge ne r at e df r om ,t CAsc anbeunde r s t ool df r om t hepoi ntof|i e w ofc oar s egr ai ni ng.Asamat t e roff ac t he 266 .rst .B oppq u.v.wux ]y z y{]x |.}y ~ .2T,ho.3 Vol c ommone s te xpe r i me ntonc omput e rf orCAsi st os e et hes pat i ot e mpor albe havi or sofCAs onc omput e r ' ss c r e e n.Thi si se qui val e ntt ous i ngwi ndow wi t hc e r t ai nwi dt ht ounde r s t and Z t hee vol ut i onar yc ompl e xi t yofc onf i gur at i onsi nt hephas es pac eΣ ,he nc eal s oac oar s e- gr ai ni ngme t hod.Re ade r sc anf i nds omet he or e t i c als t udyf ort hi sdi r e c t i oni n[23,24], whe r ei twaspr ove dt hatf ore vol ut i onar yc ompl e xi t yt he r ear eonl y3l e ve l sofc ompl e xi t y ,c ,and c i n Choms ky hi e r ar c hy:r e gul arl anguage s ont e xt f r e el anguage s ont e xt s e ns i t i ve . l anguage s 2.The s t udy oft i me s e r i e s ge ne r at e df r om CAs c an be s e e n as t he s t udy of e vol ut i onar yc ompl e xi t ywi t ht hewi ndow wi dt hbe i ng1.A que s t i onans we r e dpar t i al l yby t hi spape ri swhe t he rt hes t udyoft i mes e r i e sc anpr ovi deane f f e c t i vede s c r i pt i onf ort he . Fr c ompl e xi t y ofCA' ss pat i ot e mpor albe havi or s om ours t udy aboutt het i mes e r i e s ge ne r at e d by 256 ECAswes e et hati n mos tc as e st hi ss t udy i si nde e d an e f f e c t i ve de s c r i pt i onf orCA' se vol ut i onar yc ompl e xi t y.Ofc our s e,f ors omeECAsi ti sne c e s s ar yt o us ewi ndow wi dt hgr e at e rt han1t odoane f f e c t i ves t udy.Fori ns t anc e,s omeECAsi n Cl as sⅠ ofP5c ans how c ompl i c at e dbe havi or swhe nt hewi ndow wi dt hi sgr e at e rt han1. Anot he re xampl ei st heECA ofr ul e1Qi nP6.R thasbe e npr ove di n[S,1T]t hatf ort hi s ECA t he e vol ut i onar yc ompl e xi t y wi l lbe nonc ont e xt f r e ec ont e xt s e ns i t i ve l anguage whe ne ve rt hewi ndow wi dt hi sgr e at e rt han1.Thedi s advant ageoft hi swor ki st hati t . c annotobt ai nade t ai l e dde s c r i pt i onaboutt hel anguagei t s e l f 3.The ,i .e., r ear emuc hmor el i t e r at ur eofCAswhi c hf oc usat t e nt i onont hel i mi ts e t l i mi tl anguage,ofCAsUs e et her e f e r e nc e si nP1Vi ns t e adont hee vol ut i onar yc ompl e xi t y. ,i , Wowe ve r ts houl dbepoi nt e doutt hatwhi l et he s es t udi e shaves ur e l yt he i rownme r i t s t hel i mi ts e tofCA i sonl yt hel ar ge s ti nvar i ants e tofadynami c als ys t e m.The r ei sof t e n di f f i c ul t yt ounde r s t andt hes pat i ot e mpor albe havi or sofCA me r e l yf r om t heknowl e dge .Fori abouti t sl i mi ts e t ns t anc e,t heECA ofr ul e56i nXr opos i t i onQY2c anonl ys how : me agr eknowl e dgef r om i t sl i mi tl anguage,ar e gul ars e t Z111[\ Z11UT1V]TT[]^ T. Ofc our s e,weal s oknow t hatt he r ee xi s ts omes i t uat i onsi nc ont r ar y._ebe l i e vet hatt he s t udy of l i mi ts e t s and t he s t udy of e vol ut i onar y c ompl e xi t y may be mut ual l y c ompl e me nt ar y.Ther e l at i ons hi pbe t we e nt he s et wodi r e c t i onsi snotc l e arye tandmaybe i t s e l fat opi cofs t udyi nf ut ur e. ‘a b a c a de a f 1 _ol ,1SQ6. f r a m g.The or ya ndAppl i c a t i onsofCe l l ul a rAut oma t a,gi nga pr oe:_or l dgc i e nt i f i c 2 _ol ,he f r a m g.Ce l l ul a rAut oma t aa ndCompl e xi t y,Col l e c t e dXa pe r s w ior k:Addi s on_e s l e y,1SS4. 3 jut 156. owi t kW A.A hi e r a r c hi c a lc l a s s i f i c a t i onofc e l l ul a ra ut oma t a,Xhys i c sl,1SST,45:1364 Cul ,Xhys i kR Rm,Wur dn X,iug.For ma ll a ngua ge sa ndgl oba lc e l l ul a ra ut oma t onbe ha vi or i c al, . 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