We study scrambling, an avatar of chaos, in a weakly interacting metal in the presence of random potential disorder It is well known that charge and heat
Department of Physics, Amherst College, Amherst, Massachusetts 01002 The butterfly effect has become a popular metaphor for sensitive dependence on
Quantum butterfly effect? Quantum chaos? Role of classical chaos in the limit Disordered system Larkin, Ovchinnikov, Soviet Physics JETP 28, 1200 (1969)
This experiment will set out to prove that the iridescent effects of certain species of butterfly wings are due to diffractive irides- cence and that the scales
To access this physics simulation visit: http://goo gl/OtbHmJ Page 02 butterfly stroke, which consists of a specific pattern of arm pulls and leg
39566_7AJP000425.pdf Seagulls,butterßies,andgrasshoppers:Abriefhistoryofthebutterßy effectinnonlineardynamics
RobertC.Hilborn
a) DepartmentofPhysics,AmherstCollege,Amherst,Massachusetts01002 ?Received10September2003;accepted24October2003? ThebutterßyeffecthasbecomeapopularmetaphorforsensitivedependenceoninitialconditionsÑ thehallmarkofchaoticbehavior.Idescribehow,where,andwhenthistermwasconceivedinthe
1970s.Surprisingly,thebutterßymetaphorwaspredatedbymorethan70yearsbythegrasshopper
effect.©2004AmericanAssociationofPhysicsTeachers. ?DOI:10.1119/1.1636492?
I.INTRODUCTION
Thetermbutterßyeffecthascapturedforthepublicand muchofthescientiÞccommunitytheessenceofchaoticbe- haviorindynamicalsystems:sensitivedependenceoninitial conditions.Forachaoticsystem,eventhesmallestchangein initialconditions,due,forexample,totheßappingofabut- terßyÕswings,mayleadtodramaticchangesinthebehavior ofthesystem.Fromthissimpleideafollowtheunpredict- abilityofmanydeterministicsystemsundercertaincondi- tionsandthecomplexityofspatialpatternsinturbulence,to mentionjusttwoimportantconsequences.Whatistheorigin ofthiscolorfulmetaphor?Theanswerturnsouttobecom- plex.PartofthestoryistoldinE.N.LorenzÕsbook, 1 The
EssenceofChaos.Iplayedaroleintrackingdownthehis-
toryofthetermbutterßyeffect,andinthispaperIdiscuss someofthedetailsofthishistory.Ialsorelateamorerecent discovery:thegrasshoppereffectprecededthebutterßyef- fectbymorethan70years. ThetermbutterßyeffectisusuallyattributedtoE.N.Lo- renz.Infact,inhisearlywritingonsensitivedependenceon initialconditionsanditseffectonthepredictabilityofdy- namicalsystems,Lorenz 2 usedaseagullmetaphor:ÔÔWhen theinstabilityofuniformßowwithrespecttoinÞnitesimal perturbationswasÞrstsuggestedasanexplanationforthe presenceofcyclonesandanticyclonesintheatmosphere,the ideawasnotuniversallyaccepted.Onemeteorologistre- markedthatifthetheorywerecorrect,oneßapofaseagullÕs wingswouldbeenoughtoalterthecourseoftheweather forever.Thecontroversyhasnotyetbeensettled,butthe mostrecentevidenceseemstofavorthegulls?p.431?.'Õ
Theseagullmetaphor,however,wastobeshort-lived.In
thetitleofatalkgivenbyLorenzatthe139thmeetingofthe
AmericanAssociationfortheAdvancementofScience
?AAAS?inDecember,1972,thebutterßymadeitsÞrstap- pearance:ÔÔDoestheßapofabutterßyÕswingsinBrazilset offatornadoinTexas?ÕÕInthistalk,Lorenz 1,3 raisedthe fundamentalissue:ÔÔThequestionwhichreallyinterestsusis whetherthey?thebutterßies?candoeventhisÑwhether,for example,twoparticularweathersituationsdifferingbyas littleastheimmediateinßuenceofasinglebutterßywill generallyaftersufÞcienttimeevolveintotwosituationsdif- feringbyasmuchasthepresenceofatornado.Inmore technicallanguage,isthebehavioroftheatmosphereun- stablewithrespecttoperturbationsofsmallamplitude?ÕÕ
II.WHENCETHEBUTTERFLY?
Howandwhydidtheseagullchangetoabutterßy?Letus
beginwithtwopossibleexplanations.
First,ithasbeensuggested
4 thatthebutterßymetaphor arosefromtheresemblanceoftheattractoroftheLorenz equations,whenthevariableZ,inthestandardformofthe
Lorenzsystemofequations,
5 isplottedagainstX.?SeeFig.1 forsuchaplot.?However,inhis1963paper, 2
Lorenzpre-
sentedplotsofZagainstYandXagainstY,andtheseplots donotmuchresembleabutterßy. 6
NoÞguresaccompanied
LorenzÕs1972talk.
1
Moreover,probablynooneplottedZ
againstXfortheLorenzmodeluntilafterthemid-seventies. 4
Asecondsuggestionwasmadetomeinthesummerof
1989byDavidS.Hall,anAmherstCollegephysicsmajorat
thetime,whopointedoutthata1952RayBradburystory, 7 ÔÔAsoundofthunder,ÕÕtellsthetaleoftimetravelerswho,in theirtriptothepast,accidentallykillabutterßy,andreturn totheirpresenttoÞndhistorychanged.Infactpartsofthis storyreadmuchlikesegmentsofcurrentbooksonnonlinear dynamics:ÔÔCrushingcertainplantscouldaddupinÞnitesi- mally.Alittleerrorherewouldmultiplyinsixtymillion years,alloutofproportion.Ofcoursemaybeourtheoryis wrong.MaybetimecanÕtbechangedbyus.Ormaybeitcan bechangedonlyinlittlesubtleways.Adeadmousehere makesaninsectimbalancethere,apopulationdisproportion later,abadharvestfurtheron,adepression,massstarvations, and,Þnallyachangeinsocialtemperamentinfar-ßung countries.Somethingmuchmoresubtle,likethat?p.61?.'Õ
However,Lorenz
8 informedmethathehadnotbeenaware oftheBradburystorybeforeIbroughtittohisattention.
Whatactuallyhappenedinthetransformationofthesea
gulltothebutterßy?AccordingtoLorenz, 6 hewasoutofthe countryinthefallof1972,andPhilipMerilees,convenerof theAAASsessionatwhichLorenzwastogivehistalk, concoctedthetitleofthetalkinLorenzÕsabsence.Merilees respondedtomyinquiryaboutthebutterßyÕsoriginswiththe following: 9
ÔÔAsIrecallthecircumstances,Iwasworkingas
ExecutiveScientistfortheUCAR?UniversityCorporation forAtmosphericResearch?GARP?GlobalAtmosphericRe- searchProgram?CouncilunderthelateWaltRoberts.Iwas onleavefromMcGillandwasgiventhejoboforganizingan
AAASsessiononGARP.Oneofthefundamentalissuesin
GARPwasthepredictabilityoftheweather,inparticularthe sensitivedependenceoninitialconditions.Walttoldmethat itwasimportanttotrytocome?up?withintriguingtitlesfor thetopicsinthesessionbecausetherewasmuchcompetition fortheattentionofparticipants.IhadfollowedEdLorenzÕs workverycloselyandwasawareoftheseagullmetaphor, butIthoughtthebutterßymightbemoreappealing.Inaddi- tion,Itriedforsomealliteration;butterßyÑBrazil, tornadoÑTexas.IsupposeseagullinSenegalmighthave
425425Am.J.Phys.72?4?,April2004http://aapt.org/ajp©2004AmericanAssociationofPhysicsTeachers
workedaswell.IcanÕtrecallbeinginßuencedbysomeone elseÕsuseofthebutterßyinthiscontext,butitwasnearly18 yearsago?ÕÕ AfewdaysbeforereceivingMerileesÕletter,Ireceiveda telephonecallfromDouglasLilly,whoseofÞceattheNa- tionalCenterforAtmosphericResearchin1972wasnear Merilees.Lillyrecalledtossingaroundideasfortalktitles withMerileesin1972andthoughtthatitwashe?Lilly?who suggestedtheuseofbutterßyinLorenzÕstitle.Buthecould notrecallaspeciÞcinßuencethatledtotheadoptionofthe butterßy.Hedidsuggestthatthe1941novelStormby
GeorgeR.Stewart
10 mighthavemotivatedhisthinking.A carefulreadingofthenovel?anintriguingstoryofmeteo- rologiststrackingaPaciÞccoaststorm?revealednobutter- ßies.ButIdidÞndthebasicideaofsensitivedependenceon initialconditionsexpressedinthefollowingway:ÔÔHe?the juniormeteorologist?thoughtofhisoldprofessorÕssaying:A
Chinaman?sic?sneezinginShen-simaysetmentoshovel-
ingsnowinNewYorkCity?p.44?.'Õ
Withthisexchangeoflettersandtelephonecalls,myin-
vestigationsintotheoriginofthebutterßymetaphorreached adeadend.Thebutterßyenterednonlineardynamicsinthe conversationsbetweenMerileesandLillyin1972atNCAR. Apparently,itwasbornastheresultofsubtlenonlinearin- teractionsamongMerilees,Lilly,andLillyÕsrecollectionsof StewartÕsStormcausing,darewesay,abifurcationfromthe seagullmetaphortothatofthebutterßy.Buttheprecise initialconditionsofthesedivergingtrajectoriesarenowbe- yondourpowersofobservation.
Oneminorhistoricalproblemremains:Howdidthebut-
terßymetaphorturnintothebutterßyeffect?Lorenzhimself neverusedthephrasebutterßyeffect.Thetermappearsin
SchusterÕs1984textDeterministicChaos
11 andinthenow famousChaosbyJamesGleick. 4
Infact,Gleick
4 wrotethat ÔÔtheButterßyEffectÑthenotionthatabutterßystirringthe airinPekingcantransformstormsystemsnextmonthin NewYork?p.8?.'ÕGleickÕsstatementisanintriguingcom- binationofphrasesfromLorenzÕstitleandStewartÕsStorm.
III.GRASSHOPPERSWEREFIRST
Thenotionofsensitivedependenceoninitialconditions
haslongbeenapartoftheloreofmeteorologyasStewartÕs Stormindicates.Irecentlylearnedthatthebutterßymetaphor was,infact,predatedbynearly70yearsbywhatweshould callthegrasshoppereffect.ThelateAlMcLennanofLehigh University,knowingofmyinterestinnonlineardynamics, hadalertedmein2002toareview 12 ofPierreDuhemÕs
Traite
" E " le " mentairedeMe " chaniquefonde " esurlaThermody- namique?1897?.Thereviewwaswrittenin1898byW.S. Franklin,thenaprofessorofphysicsatLehigh.Discussing thesensitivityoftheatmospheretosmallperturbations, FranklinwrotethatÔÔLongrangedetailedweatherprediction isthereforeimpossible,andtheonlydetailedprediction whichispossibleistheinferenceoftheultimatetrendand characterofastormfromobservationsofitsearlystages; andtheaccuracyofthispredictionissubjecttothecondition thattheßightofagrasshopperinMontanamayturnastorm asidefromPhiladelphiatoNewYork?ÕÕ Itseemsasifthenotionofsensitivedependenceoninitial conditions,thehallmarkofchaos,hasbeenintheair?soto speak?forsometimeandthatinsectshavebeenthecreatures ofchoiceforvividmetaphorsfortheseeffects.
ACKNOWLEDGMENTS
IthankE.N.Lorenz,P.Merilees,D.Lilly,A.McLennan,
andD.S.Hallfortheirassistanceintrackingdownthehis- toryofthebutterßyeffect.
Noteaddedinproof.ProfessorLorenzrecentlyalertedme
toapublicationinwhichaÔÔbutterßyÕÕappears,predatinghis
1972AAASpaper.ThebutterßymetaphoroccursinJoseph
Smagorinsky,ÔÔProblemsandpromisesofdeterministicex- tendedrangeforecasting,ÕÕBull.Am.Meteor.Soc.50,286Ð
311?1969?.ProfessorLorenztoldmethathehadreadthe
SmagorinskypaperwhenitÞrstappeared,buthadnotre- memberedthebutterßy?onpage289?untilrecentlyashe waspreparingatalkforanApril2003symposiumhonoring ProfessorSmagorinskyÕsreceiptoftheBenjaminFranklin MedalinEarthScience.Therelevantsentencereads,ÔÔOr, wouldtheßutterofabutterßyÕswingsultimatelyamplifyto thepointwherethenumericalsimulationdepartsfromreal- ity,sothattherewillcomeatimewhentheymustberan- domlyrelatedtoeachother?ÕÕItispossiblethatthisappear- anceofthebutterßysubconsciouslyinßuencedMerilees, whoalsoreadtheSmagorinskypaperin1969,whenhelater createdthetitleforLorenzÕstalk. a?
Electronicmail:rchilborn@amherst.edu
1 EdwardN.Lorenz,TheEssenceofChaos?UniversityofWashington
Press,Seattle,1994?.
2 EdwardN.Lorenz,ÔÔThepredictabilityofhydrodynamicßow,ÕÕTrans.
N.YAcad.Sci.25,409Ð432?1963?.
3 TheChaosAvant-Garde,MemoriesoftheEarlyDaysofChaosTheory, editedbyRalphAbrahamandYoshisukeUeda?WorldScientiÞc,Sin- gapore,2000?.Seepp.91Ð92. 4 JamesGleick,Chaos?Viking,NewYork,1987?.Gleickwrites:THELO- RENZATTRACTOR?onfacingpage?.Thismagicalimage,resemblingan owlÕsmaskorbutterßyÕswings,becameanemblemfortheearlyexplorers ofchaos.Thisishistoricallyincorrectbecausetheimagewasnotproduced assuchuntilthelate1970Õs. 5 RobertC.Hilborn,ChaosandNonlinearDynamics?OxfordUniversity
Press,Oxford,2000?,2nded.
Fig.1.AphasespaceprojectionontotheXZplaneofatrajectoryofthe Lorenzmodel.?ZistheordinateandXtheabscissa.?IthankE.N.Lorenz forprovidingtheÞgure.
426426Am.J.Phys.,Vol.72,No.4,April2004RobertC.Hilborn
6 EdwardN.Lorenz,lettertoOliverM.Ashford,27December,1989. 7 RayBradbury,ÔÔAsoundofthunder,ÕÕinRisforRocket?Bantam,New
York,1962?.
8 EdwardN.Lorenz,letter,1May,1990,toRobertC.Hilborn. 9 PhilipMerilees,letter,28August,1990,toRobertC.Hilborn. 10 GeorgeR.Stewart,Storm?RandomHouse,NewYork,1941?.Inatele- phoneconversation,Lorenztoldmethatafterreadinganearlydraftofthis paper,herecalledtheChinamanmetaphorfromhavingreadtheStewart novelandthatthisnovelwasinßuentialinhisdecisiontogointometeo- rology. 11 H.G.Schuster,DeterministicChaos?VCH,NewYork,1984?. 12
W.S.Franklin,ReviewofP.Duhem,Traite"E
" le"mentairedeMe"chanique fonde"esurlaThermodynamique?Paris,1897?,Vols.1and2,inPhys.Rev.
6,170Ð175?1898?.
427427Am.J.Phys.,Vol.72,No.4,April2004RobertC.Hilborn