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190 CHAPTER2. EXPOSITORYARTICLES butwewillnotneedtodosohere. 2.17.3 Dopplershift Theformula(2.62)isalreadyenoughtorecovertherelativisticDopplershiftformula (tosecondorderinv)forradiationmovingatspeedcwithsomewavenumberk.Math- ematically, suchradiationmovingtotherightinaninertialreferenceframeF canbe modeledbythefunction Acos(k(x−ct)+θ) forsomeamplitudeAandphaseshiftθ.Ifwemovetothecoordinates(t0,x0)=L (t,x) v providedbyaninertialreferenceframeF0,acomputationthenshowsthatthefunction becomes Acos(k (x0−ct0)+θ) + where k =(1−v/c+v2/2c2+O(v3))k. (actually, if the radiation is tensor-valued, + theamplitudeAmightalsotransforminsomemanner,butthistransformationwillnot beofrelevancetous.) Similarly,radiationmovingatspeedctotheleftwilltransform from Acos(k(x+ct)+θ) to Acos(k (x+ct)+θ) − wherek =(1+v/c+v2/2c2+O(v3))k.Thisdescribeshowthewavenumberktrans- − formsunderchangesofreferenceframebysmallvelocitiesv. Thetemporalfrequency ν islinearlyrelatedtothewavenumberkbytheformula c ν = k, (2.63) 2π andsothisfrequencytransformsbythe(red-shift)formula ν =(1−v/c+v2/2c2+O(v3))ν (2.64) + forright-wardmovingradiationandbythe(blue-shift)formula ν =(1+v/c+v2/2c2+O(v3))ν (2.65) − forleft-wardmovingradiation. (Asbefore,onecangiveanexactformulahere,butthe aboveasymptoticwillsufficeforus.) 2.17.4 Energyandmomentumofphotons From the work of Planck, and of Einstein himself on the photoelectric effect, it was knownthatlightcouldbeviewedbothasaformofradiation(movingatspeedc),and also made up of particles (photons). From Planck’s law, each photon has an energy of E =hν and (from de Broglie’s law) a momentum of p=±h¯k=± h k, where h 2π 2.17. EINSTEIN’SDERIVATIONOFE=MC2 191 is Planck’s constant, and the sign depends on whether one is moving rightward or leftward. Inparticular,from(2.63)wehavethepleasantrelationship E=|p|c (2.66) forphotons.[Moregenerally,itturnsoutthatforarbitrarybodies,momentum,velocity, and energy are related by the formula p= 1Ev, though we will not derive this fact c2 here.] Applying (2.64), (2.65), we see that if we view a photon in a new reference frameF,thentheobservedenergyE andmomentum pnowbecome v E =(1−v/c+v2/2c2+O(v3))E; p =(1−v/c+v2/2c2+O(v3))p (2.67) + + forright-wardmovingphotons,and E =(1+v/c+v2/2c2+O(v3))E; p =(1+v/c+v2/2c2+O(v3))p (2.68) − − forleft-wardmovingphotons. Thesetwoformulae(2.67),(2.68)canbeunifiedusing(2.66)intoasingleformula (E0/c2,p0)=L (E/c2,p)+O(v3) (2.69) v foranyphoton(movingeitherleftwardorrightward)withenergyE andmomentum p asmeasuredinframeF,andenergyE0andmomentum p0asmeasuredinframeF. v Remark2.64. Actually,theerrortermO(v3)canbedeletedentirelybyworkingalittle harder. From the linearity of L and the conservation of energy and momentum, it is v thennaturaltoconcludethat(2.69)shouldalsobevalidnotonlyforphotons, butfor anyobjectthatcanexchangeenergyandmomentumwithphotons. Thiscanbeusedto derivetheformulaE=mc2fairlyquickly,butletusinsteadgivetheoriginalargument ofEinstein,whichisonlyslightlydifferent. 2.17.5 Einstein’sargument WearenowreadytogiveEinstein’sargument. Considerabodyatrestinareference frameFwithsomemassmandsomerestenergyE.(WedonotyetknowthatEisequal tomc2.) NowletusviewthissamemassinsomenewreferenceframeF,wherevisa v smallvelocity. FromNewtonianmechanics,weknowthatabodyofmassmmovingat velocityvacquiresakineticenergyof 1mv2. Thus,assumingthatNewtonianphysics 2 isvalidatlowvelocitiestotoporder,thenetenergyE0 ofthisbodyasviewedinthis frameF shouldbe v 1 E0=E+ mv2+O(v3). (2.70) 2 Remark2.65. Ifassumesthatthetransformationlaw(2.69)appliesforthisbody,one can already deduce the formula E =mc2 for this body at rest from (2.70) (and the assumptionthatbodiesatresthavezeromomentum),butletusinsteadgiveEinstein’s originalargument. 192 CHAPTER2. EXPOSITORYARTICLES WereturntoframeF,andassumethatourbodyemitstwophotonsofequalenergy ∆E/2,onemovingleft-wardandonemovingright-ward. By(2.66)andconservation ofmomentum,weseethatthebodyremainsatrestafterthisemission.Byconservation ofenergy,theremainingenergyinthebodyisE−∆E. Let’ssaythatthenewmassin thebodyism−∆m. Ourtaskistoshowthat∆E=∆mc2. To do this, we return to frame F. By (2.67), the rightward moving photon has v energy ∆E (1−v/c+v2/2c2+O(v3)) ; (2.71) 2 inthisframe;similarly,theleftwardmovingphotonhasenergy ∆E (1+v/c+v2/2c2+O(v3)) . (2.72) 2 Whataboutthebody? Byrepeatingthederivationof(2.69),itmusthaveenergy 1 (E−∆E)+ (m−∆m)v2+O(v3). (2.73) 2 Bytheprincipleofrelativity,thelawofconservationofenergyhastoholdintheframe F aswellasintheframeF.Thus,theenergy(2.71)+(2.72)+(2.73)inframeF after v v theemissionmustequaltheenergyE0=(2.70)inframeF beforeemission. Adding v everythingtogetherandcomparingcoefficientsweobtainthedesiredrelationship∆E= ∆mc2. Remark2.66. OnemightquibblethatEinstein’sargumentonlyappliestoemissionsof energythatconsistofequalandoppositepairsofphotons.Butonecaneasilygeneralise theargumenttohandlearbitraryphotonemissions,especiallyifonetakesadvantageof (2.69); forinstance, anotherwell-known(andsomewhatsimpler)variantoftheargu- mentworksbyconsideringaphotonemittedfromonesideofaboxandabsorbedon theother. Moregenerally,anyotherenergyemissionwhichcouldpotentiallyinthefu- turedecomposeentirelyintophotonswouldalsobehandledbythisargument,thanks to conservation of energy. Now, it is possible that other conservation laws prevent decomposition into photons; for instance, the law of conservation of charge prevents anelectron(say)fromdecomposingentirelyintophotons, thusleavingopenthepos- sibility of having to add a linearly charge-dependent correction term to the formula E =mc2. But then one can renormalise away this term by redefining the energy to subtract such a term; note that this does not affect conservation of energy, thanks to conservationofcharge. 2.17.6 Notes ThisarticlewasoriginallypostedonDec28,2007at terrytao.wordpress.com/2007/12/28 LaurensGunnarsenpointedoutthatEinstein’sargumentrequiredtheuseofquan- tum mechanics to derive the equation E = mc2, but that this equation can also be derived within the framework of classical mechanics by relying more heavily on the representationtheoryoftheLorentzgroup. ThankstoBlakeStaceyforcorrections. Chapter 3 Lectures 193 194 CHAPTER3. LECTURES 3.1 Simons Lecture Series: Structure and randomness OnApr5-7, 2007, IgaveoneoftheSimonsLectureSeriesatMIT(theotherlecture serieswasgivenbyDavidDonoho). Igavethreelectures, eachexpoundingonsome aspectsofthetheme“thedichotomybetweenstructureandrandomness”(seealsomy ICM talk [Ta2006], [Ta2006a] on this topic). This theme seems to pervade many of theareasofmathematicsthatIworkin,andmylecturesaimtoexplorehowthistheme manifestsitselfinseveralofthese.Inthefirstlecture,Idescribethedichotomyasitap- pearsinFourieranalysisandinnumbertheory. Inthesecond,Idiscussthedichotomy inergodictheoryandgraphtheory,whileinthethird,IdiscussPDE.) 3.1.1 Structure and randomness in Fourier analysis and number theory The“dichotomybetweenstructureandrandomness”seemstoapplyincircumstances inwhichoneisconsideringa“high-dimensional”classofobjects(e.g. setsofintegers, functionsonaspace,dynamicalsystems,graphs,solutionstoPDE,etc.). Forsakeof concreteness, let us focus today on sets of integers (later lectures will focus on other classesofobjects). Therearemanydifferenttypesofobjectsintheseclasses,however onecanbroadlyclassifythemintothreecategories: • Structured objects - objects with a high degree of predictability and algebraic structure. AtypicalexamplearetheoddintegersA:={...,−3,−1,1,3,5,...}. NotethatifsomelargenumbernisknowntolieinA,thisrevealsalotofinfor- mationaboutwhethern+1,n+2,etc. willalsolieinA.Structuredobjectsare beststudiedusingthetoolsofalgebraandgeometry. • Pseudorandomobjects-theoppositeofstructured;thesearehighlyunpredictable andtotallylackanyalgebraicstructure. Agoodexampleisarandomlychosen setBofintegers,inwhicheachelementnliesinBwithanindependentproba- bilityof1/2. (Onecanimagineflippingacoinforeachintegern,anddefining Btobethesetofnforwhichthecoinflipresultedinheads.) Notethatifsome integernisknowntolieinB,thisconveysnoinformationwhatsoeveraboutthe relationship of n+1, n+2, etc. with respect to B. Pseudorandom objects are beststudiedusingthetoolsofanalysisandprobability. • Hybridsets-setswhichexhibitsomefeaturesofstructureandsomefeaturesof pseudorandomness. AgoodexampleistheprimesP:=2,3,5,7,.... Theprimes have some obvious structure in them: for instance, the prime numbers are all positive,theyareallodd(withoneexception),theyarealladjacenttoamultiple ofsix(withtwoexceptions),andtheirlastdigitisalways1,3,7,or9(withtwo exceptions). Ontheotherhand,thereisevidencethattheprimes,despitebeing adeterministicset,behaveinavery“pseudorandom”or“uniformlydistributed” manner.Forinstance,fromtheprimenumbertheoreminarithmeticprogressions weknowthatthelastdigitsoflargeprimenumbersareuniformlydistributedin theset{1,3,7,9};thus,ifN isalargeinteger,thenumberofprimeslessthanN ending in (say) 3, divided by the total number of primes less than N, is known 3.1. SIMONSLECTURESERIES:STRUCTUREANDRANDOMNESS 195 to converge to 1/4 in the limit as N goes to infinity. In order to study hybrid objects, oneneedsalargevarietyoftools: oneneedstoolssuchasalgebraand geometrytounderstandthestructuredcomponent,oneneedstoolssuchasanal- ysisandprobabilitytounderstandthepseudorandomcomponent,andoneneeds tools such as decompositions, algorithms, and evolution equations to separate thestructurefromthepseudorandomness. A recurring question in many areas of analysis is the following: given a specific object (such as the prime numbers), can one determine precisely what the structured componentsarewithintheobject,andhowpseudorandomtheremainingcomponents oftheobjectare?Onereasonforaskingthisquestionisthatitoftenhelpsonecompute various statistics (averages, sums, integrals, correlations, norms, etc.) of the object beingstudied. Forinstance,onecanaskforhowmanytwinpairs{n,n+2},withnbe- tween1andN,onecanfindwithinagivenset. InthestructuredsetAgivenabove,the answerisroughlyN/2. FortherandomsetBgivenabove,theanswerisroughlyN/4; thus one sees that while A and B have exactly the same density (namely, 1/2), their statistics are rather different due to the fact that one is structured and one is random. As for the prime numbers, nobody knows for certain what the answer is (although the Hardy-Littlewood prime tuples conjecture [HaLi1923] predicts the answer to be roughly1.32 N ),becausewedonotknowenoughyetaboutthepseudorandomness log2N oftheprimes.Ontheotherhand,theparitystructureoftheprimenumbersisenoughto showthatthenumberofadjacentpairs{n,n+1}intheprimesisexactlyone: {2,3}. Theproblemofdeterminingexactlywhatthestructuredandpseudorandomcompo- nentsareofanygivenobjectisstilllargelyintractable. However,whatwehavelearnt inmanycasesisthatwecanatleastshowthatanarbitraryobjectcanbedecomposed into some structured component and some pseudorandom component. Also there is oftenanorthogonalityproperty(ordichotomy):ifanobjectisorthogonal(orhassmall correlationwith)allstructuredobjects, then it isnecessarilypseudorandom, andvice versa. Finally,wearesometimesluckyenoughtobeabletoclassifyallthestructured objectswhicharerelevantforanygivenproblem(e.g.computingaparticularstatistic). Insuchcases,onemerelyneeds(inprinciple)tocomputehowthegivenobjectcorre- lates with each member in one’s list of structured objects in order to determine what thedesiredstatisticis. Thisisoftensimpler(thoughstillnon-trivial)thancomputing thestatisticdirectly. To illustrate these general principles, let us focus now on a specific area in an- alytic number theory, namely that of finding additive patterns in the prime numbers {2,3,5,7,...}. Despite centuries of progress on these problems, many questions are stillunsolved,forinstance: • (Twin prime conjecture) There are infinitely many positive integers n such that n,n+2arebothprime. • (SophieGermainprimeconjecture)Thereareinfinitelymanypositiveintegersn suchthatn,2n+1arebothprime. • (Even Goldbach conjecture) For every even number N ≥4, there is a natural numbernsuchthatn,N−narebothprime. 196 CHAPTER3. LECTURES Ontheotherhand,wedohavesomepositiveresults: • (Vinogradov’stheorem)[Vi1937]ForeverysufficientlylargeoddnumberN,there arepositiveintegersn,n0 suchthatn,n0,N−n−n0 areallprime. (Thebestex- plicitboundcurrentlyknownfor“sufficientlylarge”isN≥101346 [LiWa2002]; theresulthasalsobeenverified¡for7≤N≤1020[Sa1998]. • (vanderCorput’stheorem)[vdC1939]Thereareinfinitelymanypositiveintegers n,n0suchthatn,n+n0,n+2n0areallprime. • (Green-Tao theorem)[GrTa2008] For any positive integer k, there are infinitely manypositiveintegersn,n0suchthatn,n+n0,...,n+(k−1)n0areallprime. • (Apolynomialgeneralisation)Foranyinteger-valuedpolynomialsP(n),...,P(n) 1 k withP(0)=...=P(0)=0,thereareinfinitelymanypositiveintegersn,n0such 1 k thatn+P(n0),...,n+P(n0)areallprime. 1 k Asageneralrule,itappearsthatitisfeasible(afternon-trivialeffort)tofindpatterns intheprimesinvolvingtwoormoredegreesoffreedom(asdescribedbytheparameters n, n0 in above examples), but we still do not have the proper technology for finding patterns in the primes involving only one degree of freedom n. (This is of course an oversimplification; for instance, the pattern n, n+2, n0, n0+2 has two degrees of freedom,butfindinginfinitelymanyofthesepatternsintheprimesisequivalenttothe twin prime conjecture, and thus presumably beyond current technology. If however onemakesanon-degeneracyassumption,onecanmaketheaboveclaimmoreprecise; see[GrTa2008b].) One useful tool for establishing some (but not all) of the above positive results is Fourier analysis (which in this context is also known as the Hardy-Littlewood circle method). Ratherthangivethetextbookpresentationofthatmethodhere,letustryto motivatewhyFourieranalysisisanessentialfeatureofmanyoftheseproblemsfrom theperspectiveofthedichotomybetweenstructureandrandomness,andinparticular viewing structure as an obstruction to computing statistics which needs to be under- stoodbeforethestatisticcanbeaccuratelycomputed. Totreatmanyoftheabovequestionsconcerningtheprimesinaunifiedmanner,let usconsiderthefollowinggeneralsetting.Weconsiderkaffine-linearformsψ ,...,ψ : 1 k Zr→Zonrintegerunknowns,andask Question3.1. Doestherethereexistinfinitelymanyr-tuples~n=(n ,...,n )∈Zr of 1 r + positiveintegerssuchthatψ (~n),...,ψ (~n)aresimulatenouslyprime? 1 k For instance, the twin prime conjecture is the case when k=2, r =1, ψ (n)= 1 n, and ψ (n)=n+2; van der Corput’s theorem is the case when k=3, r=2, and 2 ψ (n,n0)=n+(j−1)n0for j=0,1,2;andsoforth. j Becauseofthe“obvious”structuresintheprimes,theanswertotheabovequestion can be “no”. For instance, since all but one of the primes are odd, we know that there are not infinitely many patterns of the form n,n+1 in the primes, because it is not possible for n,n+1 to both be odd. More generally, given any prime q, we know that all but one of the primes is coprime to q. Hence, if it is not possible for 3.1. SIMONSLECTURESERIES:STRUCTUREANDRANDOMNESS 197 ψ (~n),...,ψ (~n) to all be coprime to q, the answer to the above question is basically 1 k no(modulosometechnicalitieswhichIwishtoglossover)andwesaythatthereisan obstructionatq. Forinstance,thepatternn,n+1hasanobstructionat2. Thepattern n,n+2,n+4 has no obstruction at 2, but has an obstruction at 3, because it is not possibleforn,n+2,n+4toallbecoprimeto3. Andsoforth. Anotherobstructioncomesfromthetrivialobservationthattheprimesareallpos- itive. Hence, if it is not possible for ψ (~n),...,ψ (~n) to all be positive for infinitely 1 k manyvaluesof~n,thenwesaythatthereisanobstructionatinfinity,andtheanswerto thequestionisagain“no”inthiscase.Forinstance,foranyfixedN,thepatternn,N−n canonlyoccurfinitelyoftenintheprimes,becausethereareonlyfinitelymanynfor whichn,N−narebothpositive. It is conjectured that these “local” obstructions are the only obstructions to solv- abilityoftheabovequestion. Moreprecisely,wehave Conjecture 3.2. (Dickson’s conjecture)[Di1904] If there are no obstructions at any primeq,andtherearenoobstructionsatinfinity,thentheanswertotheabovequestion is“yes”. This conjecture would imply the twin prime and Sophie Germain conjectures, as well as the Green-Tao theorem; it also implies the Hardy-Littlewood prime tuples conjecture[HaLi1923] as a special case. There is a quantitative version of this con- jecture which predicts a more precise count as to how many solutions there are in a givenrange,andwhichwouldthenalsoimplyVinogradov’stheorem,aswellasGold- bach’sconjecture(forsufficientlylargeN);see[GrTa2008b]forfurtherdiscussion. As onecanimagine,thisconjectureisstilllargelyunsolved,howevertherearemanyim- portantspecialcasesthathavenowbeenestablished-severalofwhichwereachieved viatheHardy-Littlewoodcirclemethod. OnecanviewDickson’sconjectureasanimpossibilitystatement: thatitisimpos- sibletofindanyotherobstructionstosolvabilityforlinearpatternsintheprimesthan theobviouslocalobstructionsatprimesqandatinfinity.(Itisalsoagoodexampleofa local-to-globalprinciple,thatlocalsolvabilityimpliesglobalsolvability.) Impossibil- itystatementshavealwaysbeenverydifficulttoprove-onehastolocateallpossible obstructions to solvability, and eliminate each one of them in turn. In particular, one has to exclude various exotic “conspiracies” between the primes to behave in an un- usuallystructuredmannerthatsomehowmanagestoalwaysavoidallthepatternsthat oneisseekingwithintheprimes. Howcanonedisproveaconspiracy? Togiveanexampleofwhatsucha“conspiracy”mightlooklike,considerthetwin prime conjecture, that of finding infinitely many pairs n,n+2 which are both prime. This pattern encounters no obstructions at primes q or at infinity and so Dickson’s conjecture predicts that there should be infinitely many such patterns. In particular, there are no obstructions at 3 because prime numbers can equal 1 or 2 mod 3, and it is possible to find pairs n, n+2 which also have this property. But suppose that it transpired that all but finitely many of the primes ended up being 2 mod 3. From lookingattablesofprimesthisseemstobeunlikely,butitisnotimmediatelyobvious how to disprove it; it could well be that once one reaches, say, 10100, there are no more primes equal to 1 mod 3. If this unlikely ”conspiracy” in the primes was true, thentherewouldbeonlyfinitelymanytwinprimes. Fortunately, wehaveDirichlet’s 198 CHAPTER3. LECTURES theorem,whichguaranteesinfinitelymanyprimesequaltoamodqwhenevera,qare coprime,andsowecanruleoutthisparticulartypeofconspiracy. (Thisdoesstrongly suggest,though,thatknowledgeofDirichlet’stheoremisanecessarybutnotsufficient condition in order to solve the twin prime conjecture.) But perhaps there are other conspiraciesthatoneneedstoruleoutalso? To look for other conspiracies that one needs to eliminate, let us rewrite the con- spiracy“allbutfinitelymanyoftheprimesare2mod3”inthemoreconvolutedformat 1 0.6<{ p}<0.7forallbutfinitelymanyprimes p 3 where{x}isthefractionalpartofx. Thistypeofconspiracycannowbegeneralised; forinstanceconsiderthestatement √ 0<{ 2p}<0.01forallbutfinitelymanyprimes p (3.1) Again,suchaconspiracyseemsveryunlikely-onewouldexpectthesefractional partstobeuniformlydistributedbetween0and1,ratherthanconcentrateallinthein- terval[0,0.01]-butitishardtorulethisconspiracyoutapriori.Andifthisconspiracy (3.1)wasinfacttrue,thenthetwinprimeconjecturewouldbefalse,ascanbequickly seenbyconsideringtheidentity √ √ √ { 2(n+2)}−{ 2n}=2 2mod1, which forbids the two fractional parts on the left-hand side to simultaneously fall in theinterval[0,0.01]. Thus,inordertosolvethetwinprimeconjecture,onemustrule out (3.1). Fortunately, it has been known since the work of Vinogradov[Vi1937] that √ { 2p} is in fact uniformly distributed in the interval [0,1], and more generally that {αp} is uniformly distributed in [0,1] whenever α is irrational. Indeed, by Weyl’s famousequidistributiontheorem(seee.g. [KuNe1974]),thisuniformdistribution,this isequivalenttotheexponentialsumestimate ∑ e2πiαp=o(∑ 1), p<N p<N andwenowseetheappearanceofFourieranalysisinthissubject. One can rather easily concoct an endless stream of further conspiracies, each of which could contradict the twin prime conjecture; this is one of the reasons why this conjecture is considered so difficult. Let us thus leave this conjecture for now and considersometwo-parameterproblems. Considerforinstancetheproblemoffinding infinitelymanypatternsoftheformn,n+n0,n+2n0+2(i.e. arithmeticprogressions oflength3,butwiththelastelementshiftedby2). Onceagain,theconspiracy(3.1),if true,wouldobstructsolvabilityforthispattern,duetotheeasilyverifiedidentity √ √ √ √ { 2n}−2{ 2(n+n0)}+{ 2(n+2n0+2)}=2 2mod1 √ which is related to the fact that the function 2n has a vanishing second derivative. (Notehoweverthatthesameconspiracydoesnotobstructsolvabilityofanunmodified arithmeticprogressionn,n+n0,n+2n0.Thishighlightsaspecialpropertyofarithmetic

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