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dirac delta function
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6/4/2015 DiracdeltafunctionWikipedia,thefreeencyclopedia
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SchematicrepresentationoftheDiracdeltafunctionbyalinesurmountedbyanarrow.Theheightofthearrowisusuallyusedtospecifythevalueofanymultiplicativeconstant,whichwillgivetheareaunderthefunction.Theotherconventionistowritetheareanexttothearrowhead.
DiracdeltafunctionFromWikipedia,thefreeencyclopedia
Inmathematics,theDiracdeltafunction,orfunction,isageneralizedfunction,ordistribution,ontherealnumberlinethatiszeroeverywhereexceptatzero,withanintegralofoneovertheentirerealline.[1][2][3]Thedeltafunctionissometimesthoughtofasaninfinitelyhigh,infinitelythinspikeattheorigin,withtotalareaoneunderthespike,andphysicallyrepresentsthedensityofanidealizedpointmassorpointcharge.[4]ItwasintroducedbytheoreticalphysicistPaulDirac.Inthecontextofsignalprocessingitisoftenreferredtoastheunitimpulsesymbol(orfunction).[5]ItsdiscreteanalogistheKroneckerdeltafunction,whichisusuallydefinedonadiscretedomainandtakesvalues0and1.
Fromapurelymathematicalviewpoint,theDiracdeltaisnotstrictlyafunction,becauseanyextendedrealfunctionthatisequaltozeroeverywherebutasinglepointmusthavetotalintegralzero.[6]Thedeltafunctiononlymakessenseasamathematicalobjectwhenitappearsinsideanintegral.WhilefromthisperspectivetheDiracdeltacanusuallybemanipulatedasthoughitwereafunction,formallyitmustbedefinedasadistributionthatisalsoameasure.Inmanyapplications,theDiracdeltaisregardedasakindoflimit(aweaklimit)ofasequenceoffunctionshavingatallspikeattheorigin.Theapproximatingfunctionsofthesequencearethus"approximate"or"nascent"deltafunctions.
Contents
1Overview2History3Definitions
3.1Asameasure3.2Asadistribution3.3Generalizations
4Properties4.1Scalingandsymmetry4.2Algebraicproperties4.3Translation4.4Compositionwithafunction4.5Propertiesinndimensions
5Fouriertransform6Distributionalderivatives
6.1Higherdimensions
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TheDiracdeltafunctionasthelimit(inthesenseofdistributions)ofthesequenceofzerocenterednormaldistributions
as .
7Representationsofthedeltafunction7.1Approximationstotheidentity7.2Probabilisticconsiderations7.3Semigroups7.4Oscillatoryintegrals7.5Planewavedecomposition7.6Fourierkernels7.7Hilbertspacetheory
7.7.1Spacesofholomorphicfunctions7.7.2Resolutionsoftheidentity
7.8Infinitesimaldeltafunctions8Diraccomb9SokhotskiPlemeljtheorem10RelationshiptotheKroneckerdelta11Applications
11.1Probabilitytheory11.2Quantummechanics11.3Structuralmechanics
12Seealso13Notes14References15Externallinks
Overview
Thegraphofthedeltafunctionisusuallythoughtofasfollowingthewholexaxisandthepositiveyaxis.Despiteitsname,thedeltafunctionisnottrulyafunction,atleastnotausualonewithrangeinrealnumbers.Forexample,theobjectsf(x)=(x)andg(x)=0areequaleverywhereexceptatx=0yethaveintegralsthataredifferent.AccordingtoLebesgueintegrationtheory,iffandgarefunctionssuchthatf=galmosteverywhere,thenfisintegrableifandonlyifgisintegrableandtheintegralsoffandgareidentical.RigoroustreatmentoftheDiracdeltarequiresmeasuretheoryorthetheoryofdistributions.
TheDiracdeltaisusedtomodelatallnarrowspikefunction(animpulse),andothersimilarabstractionssuchasapointcharge,pointmassorelectronpoint.Forexample,tocalculatethedynamicsofabaseballbeinghitbyabat,onecanapproximatetheforceofthebathittingthebaseballbyadeltafunction.Indoingso,onenotonlysimplifiestheequations,butonealsoisabletocalculatethemotionofthebaseballbyonlyconsideringthetotalimpulseofthebatagainsttheballratherthanrequiringknowledgeofthedetailsofhowthebattransferredenergytotheball.
Inappliedmathematics,thedeltafunctionisoftenmanipulatedasakindoflimit(aweaklimit)ofasequenceoffunctions,eachmemberofwhichhasatallspikeattheorigin:forexample,asequenceofGaussiandistributionscenteredattheoriginwithvariancetendingtozero.
History
JosephFourierpresentedwhatisnowcalledtheFourierintegraltheoreminhistreatiseThorieanalytiquedelachaleurintheform:[7]
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whichistantamounttotheintroductionofthefunctionintheform:[8]
Later,AugustinCauchyexpressedthetheoremusingexponentials:[9][10]
Cauchypointedoutthatinsomecircumstancestheorderofintegrationinthisresultwassignificant.[11][12]
Asjustifiedusingthetheoryofdistributions,theCauchyequationcanberearrangedtoresembleFourier'soriginalformulationandexposethefunctionas:
wherethefunctionisexpressedas:
Arigorousinterpretationoftheexponentialformandthevariouslimitationsuponthefunctionfnecessaryforitsapplicationextendedoverseveralcenturies.Theproblemswithaclassicalinterpretationareexplainedasfollows:[13]
ThegreatestdrawbackoftheclassicalFouriertransformationisarathernarrowclassoffunctions(originals)forwhichitcanbeeffectivelycomputed.Namely,itisnecessarythatthesefunctionsdecreasesufficientlyrapidlytozero(intheneighborhoodofinfinity)inordertoinsuretheexistenceoftheFourierintegral.Forexample,theFouriertransformofsuchsimplefunctionsaspolynomialsdoesnotexistintheclassicalsense.TheextensionoftheclassicalFouriertransformationtodistributionsconsiderablyenlargedtheclassoffunctionsthatcouldbetransformedandthisremovedmanyobstacles.
FurtherdevelopmentsincludedgeneralizationoftheFourierintegral,"beginningwithPlancherel'spathbreakingL2theory(1910),continuingwithWiener'sandBochner'sworks(around1930)andculminatingwiththeamalgamationintoL.Schwartz'stheoryofdistributions(1945)...",[14]andleadingtotheformaldevelopmentoftheDiracdeltafunction.
Aninfinitesimalformulaforaninfinitelytall,unitimpulsedeltafunction(infinitesimalversionofCauchydistribution)explicitlyappearsinan1827textofAugustinLouisCauchy.[15]SimonDenisPoissonconsideredtheissueinconnectionwiththestudyofwavepropagationasdidGustavKirchhoffsomewhatlater.KirchhoffandHermannvonHelmholtzalsointroducedtheunitimpulseasalimitofGaussians,whichalsocorresponded
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toLordKelvin'snotionofapointheatsource.Attheendofthe19thcentury,OliverHeavisideusedformalFourierseriestomanipulatetheunitimpulse.[16]TheDiracdeltafunctionassuchwasintroducedasa"convenientnotation"byPaulDiracinhisinfluential1930bookThePrinciplesofQuantumMechanics.[17]Hecalleditthe"deltafunction"sinceheuseditasacontinuousanalogueofthediscreteKroneckerdelta.
Definitions
TheDiracdeltacanbelooselythoughtofasafunctiononthereallinewhichiszeroeverywhereexceptattheorigin,whereitisinfinite,
andwhichisalsoconstrainedtosatisfytheidentity
[18]
Thisismerelyaheuristiccharacterization.TheDiracdeltaisnotafunctioninthetraditionalsenseasnofunctiondefinedontherealnumbershastheseproperties.[17]TheDiracdeltafunctioncanberigorouslydefinedeitherasadistributionorasameasure.
Asameasure
Onewaytorigorouslydefinethedeltafunctionisasameasure,whichacceptsasanargumentasubsetAofthereallineR,andreturns(A)=1if0A,and(A)=0otherwise.[19]Ifthedeltafunctionisconceptualizedasmodelinganidealizedpointmassat0,then(A)representsthemasscontainedinthesetA.Onemaythendefinetheintegralagainstastheintegralofafunctionagainstthismassdistribution.Formally,theLebesgueintegralprovidesthenecessaryanalyticdevice.TheLebesgueintegralwithrespecttothemeasuresatisfies
forallcontinuouscompactlysupportedfunctionsf.ThemeasureisnotabsolutelycontinuouswithrespecttotheLebesguemeasureinfact,itisasingularmeasure.Consequently,thedeltameasurehasnoRadonNikodymderivativenotruefunctionforwhichtheproperty
holds.[20]Asaresult,thelatternotationisaconvenientabuseofnotation,andnotastandard(RiemannorLebesgue)integral.
AsaprobabilitymeasureonR,thedeltameasureischaracterizedbyitscumulativedistributionfunction,whichistheunitstepfunction[21]
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ThismeansthatH(x)istheintegralofthecumulativeindicatorfunction1(,x]withrespecttothemeasuretowit,
ThusinparticulartheintegralofthedeltafunctionagainstacontinuousfunctioncanbeproperlyunderstoodasaStieltjesintegral:[22]
Allhighermomentsofarezero.Inparticular,characteristicfunctionandmomentgeneratingfunctionarebothequaltoone.
Asadistribution
Inthetheoryofdistributionsageneralizedfunctionisthoughtofnotasafunctionitself,butonlyinrelationtohowitaffectsotherfunctionswhenitis"integrated"againstthem.Inkeepingwiththisphilosophy,todefinethedeltafunctionproperly,itisenoughtosaywhatthe"integral"ofthedeltafunctionagainstasufficiently"good"testfunctionis.Ifthedeltafunctionisalreadyunderstoodasameasure,thentheLebesgueintegralofatestfunctionagainstthatmeasuresuppliesthenecessaryintegral.
AtypicalspaceoftestfunctionsconsistsofallsmoothfunctionsonRwithcompactsupport.Asadistribution,theDiracdeltaisalinearfunctionalonthespaceoftestfunctionsandisdefinedby[23]
(1)
foreverytestfunction.
Fortobeproperlyadistribution,itmustbe"continuous"inasuitablesense.Ingeneral,foralinearfunctionalSonthespaceoftestfunctionstodefineadistribution,itisnecessaryandsufficientthat,foreverypositiveintegerNthereisanintegerMNandaconstantCNsuchthatforeverytestfunction,onehastheinequality[24]
Withthedistribution,onehassuchaninequality(withCN=1)withMN=0forallN.Thusisadistributionoforderzero.Itis,furthermore,adistributionwithcompactsupport(thesupportbeing{0}).
Thedeltadistributioncanalsobedefinedinanumberofequivalentways.Forinstance,itisthedistributionalderivativeoftheHeavisidestepfunction.Thismeansthat,foreverytestfunction,onehas
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Intuitively,ifintegrationbypartswerepermitted,thenthelatterintegralshouldsimplifyto
andindeed,aformofintegrationbypartsispermittedfortheStieltjesintegral,andinthatcaseonedoeshave
Inthecontextofmeasuretheory,theDiracmeasuregivesrisetoadistributionbyintegration.Conversely,equation(1)definesaDaniellintegralonthespaceofallcompactlysupportedcontinuousfunctionswhich,bytheRieszrepresentationtheorem,canberepresentedastheLebesgueintegralofwithrespecttosomeRadonmeasure.
Generalizations
ThedeltafunctioncanbedefinedinndimensionalEuclideanspaceRnasthemeasuresuchthat
foreverycompactlysupportedcontinuousfunctionf.Asameasure,thendimensionaldeltafunctionistheproductmeasureofthe1dimensionaldeltafunctionsineachvariableseparately.Thus,formally,withx=(x1,x2,...,xn),onehas[5]
(2)
Thedeltafunctioncanalsobedefinedinthesenseofdistributionsexactlyasaboveintheonedimensionalcase.[25]However,despitewidespreaduseinengineeringcontexts,(2)shouldbemanipulatedwithcare,sincetheproductofdistributionscanonlybedefinedunderquitenarrowcircumstances.[26]
ThenotionofaDiracmeasuremakessenseonanyset.[19]ThusifXisaset,x0Xisamarkedpoint,andisanysigmaalgebraofsubsetsofX,thenthemeasuredefinedonsetsAby
isthedeltameasureorunitmassconcentratedatx0.
Anothercommongeneralizationofthedeltafunctionistoadifferentiablemanifoldwheremostofitspropertiesasadistributioncanalsobeexploitedbecauseofthedifferentiablestructure.ThedeltafunctiononamanifoldMcenteredatthepointx0Misdefinedasthefollowingdistribution:
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(3)
forallcompactlysupportedsmoothrealvaluedfunctionsonM.[27]AcommonspecialcaseofthisconstructioniswhenMisanopensetintheEuclideanspaceRn.
OnalocallycompactHausdorffspaceX,theDiracdeltameasureconcentratedatapointxistheRadonmeasureassociatedwiththeDaniellintegral(3)oncompactlysupportedcontinuousfunctions.Atthislevelofgenerality,calculusassuchisnolongerpossible,howeveravarietyoftechniquesfromabstractanalysisareavailable.Forinstance,themapping isacontinuousembeddingofXintothespaceoffiniteRadonmeasuresonX,equippedwithitsvaguetopology.Moreover,theconvexhulloftheimageofXunderthisembeddingisdenseinthespaceofprobabilitymeasuresonX.[28]
Properties
Scalingandsymmetry
Thedeltafunctionsatisfiesthefollowingscalingpropertyforanonzeroscalar:[29]
andso
(4)
Inparticular,thedeltafunctionisanevendistribution,inthesensethat
whichishomogeneousofdegree1.
Algebraicproperties
Thedistributionalproductofwithxisequaltozero:
Conversely,ifxf(x)=xg(x),wherefandgaredistributions,then
forsomeconstantc.[30]
Translation
TheintegralofthetimedelayedDiracdeltaisgivenby:
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Thisissometimesreferredtoasthesiftingproperty[31]orthesamplingproperty.Thedeltafunctionissaidto"siftout"thevalueatt=T.
Itfollowsthattheeffectofconvolvingafunctionf(t)withthetimedelayedDiracdeltaistotimedelayf(t)bythesameamount:
(using(4): )
Thisholdsunderthepreciseconditionthatfbeatempereddistribution(seethediscussionoftheFouriertransformbelow).Asaspecialcase,forinstance,wehavetheidentity(understoodinthedistributionsense)
Compositionwithafunction
Moregenerally,thedeltadistributionmaybecomposedwithasmoothfunctiong(x)insuchawaythatthefamiliarchangeofvariablesformulaholds,that
providedthatgisacontinuouslydifferentiablefunctionwithgnowherezero.[32]Thatis,thereisauniquewaytoassignmeaningtothedistribution sothatthisidentityholdsforallcompactlysupportedtestfunctionsf.Therefore,thedomainmustbebrokenuptoexcludetheg'=0point.Thisdistributionsatisfies(g(x))=0ifgisnowherezero,andotherwiseifghasarealrootatx0,then
Itisnaturalthereforetodefinethecomposition(g(x))forcontinuouslydifferentiablefunctionsgby
wherethesumextendsoverallrootsofg(x),whichareassumedtobesimple.[32]Thus,forexample
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Intheintegralformthegeneralizedscalingpropertymaybewrittenas
Propertiesinndimensions
Thedeltadistributioninanndimensionalspacesatisfiesthefollowingscalingpropertyinstead:
sothatisahomogeneousdistributionofdegreen.Underanyreflectionorrotation,thedeltafunctionisinvariant:
Asintheonevariablecase,itispossibletodefinethecompositionofwithabiLipschitzfunction[33]
g:RnRnuniquelysothattheidentity
forallcompactlysupportedfunctionsf.
Usingthecoareaformulafromgeometricmeasuretheory,onecanalsodefinethecompositionofthedeltafunctionwithasubmersionfromoneEuclideanspacetoanotheroneofdifferentdimensiontheresultisatypeofcurrent.Inthespecialcaseofacontinuouslydifferentiablefunctiong:RnRsuchthatthegradientofgisnowherezero,thefollowingidentityholds[34]
wheretheintegralontherightisoverg1(0),the(n1)dimensionalsurfacedefinedbyg(x)=0withrespecttotheMinkowskicontentmeasure.Thisisknownasasimplelayerintegral.
Moregenerally,ifSisasmoothhypersurfaceofRn,thenwecanassociatedtoSthedistributionthatintegratesanycompactlysupportedsmoothfunctiongoverS:
whereisthehypersurfacemeasureassociatedtoS.ThisgeneralizationisassociatedwiththepotentialtheoryofsimplelayerpotentialsonS.IfDisadomaininRnwithsmoothboundaryS,thenSisequaltothenormalderivativeoftheindicatorfunctionofDinthedistributionsense:
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wherenistheoutwardnormal.[35][36]Foraproof,seee.g.thearticleonthesurfacedeltafunction.
Fouriertransform
Thedeltafunctionisatempereddistribution,andthereforeithasawelldefinedFouriertransform.Formally,onefinds[37]
Properlyspeaking,theFouriertransformofadistributionisdefinedbyimposingselfadjointnessoftheFouriertransformunderthedualitypairing oftempereddistributionswithSchwartzfunctions.Thus isdefinedastheuniquetempereddistributionsatisfying
forallSchwartzfunctions.Andindeeditfollowsfromthisthat
Asaresultofthisidentity,theconvolutionofthedeltafunctionwithanyothertempereddistributionSissimplyS:
Thatistosaythatisanidentityelementfortheconvolutionontempereddistributions,andinfactthespaceofcompactlysupporteddistributionsunderconvolutionisanassociativealgebrawithidentitythedeltafunction.Thispropertyisfundamentalinsignalprocessing,asconvolutionwithatempereddistributionisalineartimeinvariantsystem,andapplyingthelineartimeinvariantsystemmeasuresitsimpulseresponse.Theimpulseresponsecanbecomputedtoanydesireddegreeofaccuracybychoosingasuitableapproximationfor,andonceitisknown,itcharacterizesthesystemcompletely.SeeLTIsystemtheory:Impulseresponseandconvolution.
TheinverseFouriertransformofthetempereddistributionf()=1isthedeltafunction.Formally,thisisexpressed
andmorerigorously,itfollowssince
forallSchwartzfunctionsf.
Intheseterms,thedeltafunctionprovidesasuggestivestatementoftheorthogonalitypropertyoftheFourierkernelonR.Formally,onehas
Thisis,ofcourse,shorthandfortheassertionthattheFouriertransformofthetempereddistribution
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is
whichagainfollowsbyimposingselfadjointnessoftheFouriertransform.
ByanalyticcontinuationoftheFouriertransform,theLaplacetransformofthedeltafunctionisfoundtobe[38]
Distributionalderivatives
ThedistributionalderivativeoftheDiracdeltadistributionisthedistributiondefinedoncompactlysupportedsmoothtestfunctionsby[39]
Thefirstequalityhereisakindofintegrationbyparts,forifwereatruefunctionthen
Thekthderivativeofisdefinedsimilarlyasthedistributiongivenontestfunctionsby
Inparticular,isaninfinitelydifferentiabledistribution.
Thefirstderivativeofthedeltafunctionisthedistributionallimitofthedifferencequotients:[40]
Moreproperly,onehas
wherehisthetranslationoperator,definedonfunctionsbyh(x)=(x+h),andonadistributionSby
Inthetheoryofelectromagnetism,thefirstderivativeofthedeltafunctionrepresentsapointmagneticdipolesituatedattheorigin.Accordingly,itisreferredtoasadipoleorthedoubletfunction.[41]
Thederivativeofthedeltafunctionsatisfiesanumberofbasicproperties,including:
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[42]
Furthermore,theconvolutionofwithacompactlysupportedsmoothfunctionfis
whichfollowsfromthepropertiesofthedistributionalderivativeofaconvolution.
Higherdimensions
Moregenerally,onanopensetUinthendimensionalEuclideanspaceRn,theDiracdeltadistributioncenteredatapointaUisdefinedby[43]
forallS(U),thespaceofallsmoothcompactlysupportedfunctionsonU.If=(1,...,n)isanymulti
indexanddenotestheassociatedmixedpartialderivativeoperator,thenthethderivativeaofais
givenby[43]
Thatis,thethderivativeofaisthedistributionwhosevalueonanytestfunctionisthethderivativeofata(withtheappropriatepositiveornegativesign).
Thefirstpartialderivativesofthedeltafunctionarethoughtofasdoublelayersalongthecoordinateplanes.Moregenerally,thenormalderivativeofasimplelayersupportedonasurfaceisadoublelayersupportedonthatsurface,andrepresentsalaminarmagneticmonopole.Higherderivativesofthedeltafunctionareknowninphysicsasmultipoles.
Higherderivativesenterintomathematicsnaturallyasthebuildingblocksforthecompletestructureofdistributionswithpointsupport.IfSisanydistributiononUsupportedontheset{a}consistingofasinglepoint,thenthereisanintegermandcoefficientscsuchthat[44]
Representationsofthedeltafunction
Thedeltafunctioncanbeviewedasthelimitofasequenceoffunctions
where(x)issometimescalledanascentdeltafunction.Thislimitismeantinaweaksense:eitherthat
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(5)
forallcontinuousfunctionsfhavingcompactsupport,orthatthislimitholdsforallsmoothfunctionsfwithcompactsupport.Thedifferencebetweenthesetwoslightlydifferentmodesofweakconvergenceisoftensubtle:theformerisconvergenceinthevaguetopologyofmeasures,andthelatterisconvergenceinthesenseofdistributions.
Approximationstotheidentity
Typicallyanascentdeltafunctioncanbeconstructedinthefollowingmanner.LetbeanabsolutelyintegrablefunctiononRoftotalintegral1,anddefine
Inndimensions,oneusesinsteadthescaling
Thenasimplechangeofvariablesshowsthatalsohasintegral1.[45]Oneshowseasilythat(5)holdsforallcontinuouscompactlysupportedfunctionsf,andsoconvergesweaklytointhesenseofmeasures.
Theconstructedinthiswayareknownasanapproximationtotheidentity.[46]Thisterminologyisbecause
thespaceL1(R)ofabsolutelyintegrablefunctionsisclosedundertheoperationofconvolutionoffunctions:fgL1(R)wheneverfandgareinL1(R).However,thereisnoidentityinL1(R)fortheconvolutionproduct:noelementhsuchthatfh=fforallf.Nevertheless,thesequencedoesapproximatesuchanidentityinthesensethat
Thislimitholdsinthesenseofmeanconvergence(convergenceinL1).Furtherconditionsonthe,for
instancethatitbeamollifierassociatedtoacompactlysupportedfunction,[47]areneededtoensurepointwiseconvergencealmosteverywhere.
Iftheinitial=1isitselfsmoothandcompactlysupportedthenthesequenceiscalledamollifier.Thestandardmollifierisobtainedbychoosingtobeasuitablynormalizedbumpfunction,forinstance
Insomesituationssuchasnumericalanalysis,apiecewiselinearapproximationtotheidentityisdesirable.Thiscanbeobtainedbytaking1tobeahatfunction.Withthischoiceof1,onehas
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whichareallcontinuousandcompactlysupported,althoughnotsmoothandsonotamollifier.
Probabilisticconsiderations
Inthecontextofprobabilitytheory,itisnaturaltoimposetheadditionalconditionthattheinitial1inanapproximationtotheidentityshouldbepositive,assuchafunctionthenrepresentsaprobabilitydistribution.Convolutionwithaprobabilitydistributionissometimesfavorablebecauseitdoesnotresultinovershootorundershoot,astheoutputisaconvexcombinationoftheinputvalues,andthusfallsbetweenthemaximumandminimumoftheinputfunction.Taking1tobeanyprobabilitydistributionatall,andletting(x)=1(x/)/asabovewillgiverisetoanapproximationtotheidentity.Ingeneralthisconvergesmorerapidlytoadeltafunctionif,inaddition,hasmean0andhassmallhighermoments.Forinstance,if1istheuniform
distributionon[1/2,1/2],alsoknownastherectangularfunction,then:[48]
AnotherexampleiswiththeWignersemicircledistribution
Thisiscontinuousandcompactlysupported,butnotamollifierbecauseitisnotsmooth.
Semigroups
Nascentdeltafunctionsoftenariseasconvolutionsemigroups.Thisamountstothefurtherconstraintthattheconvolutionofwithmustsatisfy
forall,>0.ConvolutionsemigroupsinL1thatformanascentdeltafunctionarealwaysanapproximationtotheidentityintheabovesense,howeverthesemigroupconditionisquiteastrongrestriction.
Inpractice,semigroupsapproximatingthedeltafunctionariseasfundamentalsolutionsorGreen'sfunctionstophysicallymotivatedellipticorparabolicpartialdifferentialequations.Inthecontextofappliedmathematics,semigroupsariseastheoutputofalineartimeinvariantsystem.Abstractly,ifAisalinearoperatoractingonfunctionsofx,thenaconvolutionsemigrouparisesbysolvingtheinitialvalueproblem
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inwhichthelimitisasusualunderstoodintheweaksense.Setting(x)=(,x)givestheassociatednascentdeltafunction.
Someexamplesofphysicallyimportantconvolutionsemigroupsarisingfromsuchafundamentalsolutionincludethefollowing.
Theheatkernel
Theheatkernel,definedby
representsthetemperatureinaninfinitewireattimet>0,ifaunitofheatenergyisstoredattheoriginofthewireattimet=0.Thissemigroupevolvesaccordingtotheonedimensionalheatequation:
Inprobabilitytheory,(x)isanormaldistributionofvarianceandmean0.Itrepresentstheprobabilitydensityattimet=ofthepositionofaparticlestartingattheoriginfollowingastandardBrownianmotion.Inthiscontext,thesemigroupconditionisthenanexpressionoftheMarkovpropertyofBrownianmotion.
InhigherdimensionalEuclideanspaceRn,theheatkernelis
andhasthesamephysicalinterpretation,mutatismutandis.Italsorepresentsanascentdeltafunctioninthesensethatinthedistributionsenseas0.
ThePoissonkernel
ThePoissonkernel
isthefundamentalsolutionoftheLaplaceequationintheupperhalfplane.[49]Itrepresentstheelectrostaticpotentialinasemiinfiniteplatewhosepotentialalongtheedgeisheldatfixedatthedeltafunction.ThePoissonkernelisalsocloselyrelatedtotheCauchydistribution.Thissemigroupevolvesaccordingtotheequation
wheretheoperatorisrigorouslydefinedastheFouriermultiplier
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Oscillatoryintegrals
Inareasofphysicssuchaswavepropagationandwavemechanics,theequationsinvolvedarehyperbolicandsomayhavemoresingularsolutions.Asaresult,thenascentdeltafunctionsthatariseasfundamentalsolutionsoftheassociatedCauchyproblemsaregenerallyoscillatoryintegrals.Anexample,whichcomesfromasolutionoftheEulerTricomiequationoftransonicgasdynamics,[50]istherescaledAiryfunction
AlthoughusingtheFouriertransform,itiseasytoseethatthisgeneratesasemigroupinsomesense,itisnotabsolutelyintegrableandsocannotdefineasemigroupintheabovestrongsense.Manynascentdeltafunctionsconstructedasoscillatoryintegralsonlyconvergeinthesenseofdistributions(anexampleistheDirichletkernelbelow),ratherthaninthesenseofmeasures.
AnotherexampleistheCauchyproblemforthewaveequationinR1+1:[51]
Thesolutionurepresentsthedisplacementfromequilibriumofaninfiniteelasticstring,withaninitialdisturbanceattheorigin.
Otherapproximationstotheidentityofthiskindincludethesincfunction(usedwidelyinelectronicsandtelecommunications)
andtheBesselfunction
Planewavedecomposition
Oneapproachtothestudyofalinearpartialdifferentialequation
whereLisadifferentialoperatoronRn,istoseekfirstafundamentalsolution,whichisasolutionoftheequation
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WhenLisparticularlysimple,thisproblemcanoftenberesolvedusingtheFouriertransformdirectly(asinthecaseofthePoissonkernelandheatkernelalreadymentioned).Formorecomplicatedoperators,itissometimeseasierfirsttoconsideranequationoftheform
wherehisaplanewavefunction,meaningthatithastheform
forsomevector.Suchanequationcanberesolved(ifthecoefficientsofLareanalyticfunctions)bytheCauchyKovalevskayatheoremor(ifthecoefficientsofLareconstant)byquadrature.So,ifthedeltafunctioncanbedecomposedintoplanewaves,thenonecaninprinciplesolvelinearpartialdifferentialequations.
SuchadecompositionofthedeltafunctionintoplanewaveswaspartofageneraltechniquefirstintroducedessentiallybyJohannRadon,andthendevelopedinthisformbyFritzJohn(1955).[52]Chooseksothatn+kisaneveninteger,andforarealnumbers,put
ThenisobtainedbyapplyingapoweroftheLaplaciantotheintegralwithrespecttotheunitspheremeasuredofg(x)forintheunitsphereSn1:
TheLaplacianhereisinterpretedasaweakderivative,sothatthisequationistakentomeanthat,foranytestfunction,
TheresultfollowsfromtheformulafortheNewtonianpotential(thefundamentalsolutionofPoisson'sequation).ThisisessentiallyaformoftheinversionformulafortheRadontransform,becauseitrecoversthevalueof(x)fromitsintegralsoverhyperplanes.Forinstance,ifnisoddandk=1,thentheintegralontherighthandsideis
whereR(,p)istheRadontransformof:
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Analternativeequivalentexpressionoftheplanewavedecomposition,fromGel'fand&Shilov(19661968,I,3.10),is
forneven,and
fornodd.
Fourierkernels
InthestudyofFourierseries,amajorquestionconsistsofdeterminingwhetherandinwhatsensetheFourierseriesassociatedwithaperiodicfunctionconvergestothefunction.ThenthpartialsumoftheFourierseriesofafunctionfofperiod2isdefinedbyconvolution(ontheinterval[,])withtheDirichletkernel:
Thus,
where
AfundamentalresultofelementaryFourierseriesstatesthattheDirichletkerneltendstotheamultipleofthedeltafunctionasN.Thisisinterpretedinthedistributionsense,that
foreverycompactlysupportedsmoothfunctionf.Thus,formallyonehas
ontheinterval[,].
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Inspiteofthis,theresultdoesnotholdforallcompactlysupportedcontinuousfunctions:thatisDNdoesnotconvergeweaklyinthesenseofmeasures.ThelackofconvergenceoftheFourierserieshasledtotheintroductionofavarietyofsummabilitymethodsinordertoproduceconvergence.ThemethodofCesrosummationleadstotheFejrkernel[53]
TheFejrkernelstendtothedeltafunctioninastrongersensethat[54]
foreverycompactlysupportedcontinuousfunctionf.TheimplicationisthattheFourierseriesofanycontinuousfunctionisCesrosummabletothevalueofthefunctionateverypoint.
Hilbertspacetheory
TheDiracdeltadistributionisadenselydefinedunboundedlinearfunctionalontheHilbertspaceL2ofsquareintegrablefunctions.Indeed,smoothcompactlysupportfunctionsaredenseinL2,andtheactionofthedeltadistributiononsuchfunctionsiswelldefined.Inmanyapplications,itispossibletoidentifysubspacesofL2andtogiveastrongertopologyonwhichthedeltafunctiondefinesaboundedlinearfunctional.
Sobolevspaces
TheSobolevembeddingtheoremforSobolevspacesonthereallineRimpliesthatanysquareintegrablefunctionfsuchthat
isautomaticallycontinuous,andsatisfiesinparticular
ThusisaboundedlinearfunctionalontheSobolevspaceH1.EquivalentlyisanelementofthecontinuousdualspaceH1ofH1.Moregenerally,inndimensions,onehasHs(Rn)provideds>n/2.
Spacesofholomorphicfunctions
Incomplexanalysis,thedeltafunctionentersviaCauchy'sintegralformulawhichassertsthatifDisadomaininthecomplexplanewithsmoothboundary,then
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forallholomorphicfunctionsfinDthatarecontinuousontheclosureofD.Asaresult,thedeltafunctionzisrepresentedonthisclassofholomorphicfunctionsbytheCauchyintegral:
Moregenerally,letH2(D)betheHardyspaceconsistingoftheclosureinL2(D)ofallholomorphicfunctionsinDcontinuousuptotheboundaryofD.ThenfunctionsinH2(D)uniquelyextendtoholomorphicfunctionsinD,andtheCauchyintegralformulacontinuestohold.InparticularforzD,thedeltafunctionzisa
continuouslinearfunctionalonH2(D).Thisisaspecialcaseofthesituationinseveralcomplexvariablesinwhich,forsmoothdomainsD,theSzegkernelplaystheroleoftheCauchyintegral.
Resolutionsoftheidentity
Givenacompleteorthonormalbasissetoffunctions{n}inaseparableHilbertspace,forexample,thenormalizedeigenvectorsofacompactselfadjointoperator,anyvectorfcanbeexpressedas:
Thecoefficients{n}arefoundas:
whichmayberepresentedbythenotation:
aformofthebraketnotationofDirac.[55]Adoptingthisnotation,theexpansionofftakesthedyadicform:[56]
LettingIdenotetheidentityoperatorontheHilbertspace,theexpression
iscalledaresolutionoftheidentity.WhentheHilbertspaceisthespaceL2(D)ofsquareintegrablefunctionsonadomainD,thequantity:
isanintegraloperator,andtheexpressionforfcanberewrittenas:
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ADiraccombisaninfiniteseriesofDiracdeltafunctionsspacedatintervalsofT
TherighthandsideconvergestofintheL2sense.Itneednotholdinapointwisesense,evenwhenfisacontinuousfunction.Nevertheless,itiscommontoabusenotationandwrite
resultingintherepresentationofthedeltafunction:[57]
WithasuitableriggedHilbertspace(,L2(D),*)whereL2(D)containsallcompactlysupportedsmoothfunctions,thissummationmayconvergein*,dependingonthepropertiesofthebasisn.Inmostcasesofpracticalinterest,theorthonormalbasiscomesfromanintegralordifferentialoperator,inwhichcasetheseriesconvergesinthedistributionsense.[58]
Infinitesimaldeltafunctions
Cauchyusedaninfinitesimaltowritedownaunitimpulse,infinitelytallandnarrowDiractypedeltafunctionsatisfying inanumberofarticlesin1827.[59]Cauchydefinedan
infinitesimalinCoursd'Analyse(1827)intermsofasequencetendingtozero.Namely,suchanullsequencebecomesaninfinitesimalinCauchy'sandLazareCarnot'sterminology.
Nonstandardanalysisallowsonetorigorouslytreatinfinitesimals.ThearticlebyYamashita(2007)containsabibliographyonmodernDiracdeltafunctionsinthecontextofaninfinitesimalenrichedcontinuumprovidedbythehyperreals.HeretheDiracdeltacanbegivenbyanactualfunction,havingthepropertythatforeveryrealfunctionFonehas asanticipatedbyFourierandCauchy.
Diraccomb
Asocalleduniform"pulsetrain"ofDiracdeltameasures,whichisknownasaDiraccomb,orastheShahdistribution,createsasamplingfunction,oftenusedindigitalsignalprocessing(DSP)anddiscretetimesignalanalysis.TheDiraccombisgivenastheinfinitesum,whoselimitisunderstoodinthedistributionsense,
whichisasequenceofpointmassesateachoftheintegers.
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Uptoanoverallnormalizingconstant,theDiraccombisequaltoitsownFouriertransform.ThisissignificantbecauseiffisanySchwartzfunction,thentheperiodizationoffisgivenbytheconvolution
Inparticular,
ispreciselythePoissonsummationformula.[60]
SokhotskiPlemeljtheorem
TheSokhotskiPlemeljtheorem,importantinquantummechanics,relatesthedeltafunctiontothedistributionp.v.1/x,theCauchyprincipalvalueofthefunction1/x,definedby
Sokhotsky'sformulastatesthat[61]
Herethelimitisunderstoodinthedistributionsense,thatforallcompactlysupportedsmoothfunctionsf,
RelationshiptotheKroneckerdelta
TheKroneckerdeltaijisthequantitydefinedby
forallintegersi,j.Thisfunctionthensatisfiesthefollowinganalogofthesiftingproperty:if isanydoublyinfinitesequence,then
Similarly,foranyrealorcomplexvaluedcontinuousfunctionfonR,theDiracdeltasatisfiesthesiftingproperty
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ThisexhibitstheKroneckerdeltafunctionasadiscreteanalogoftheDiracdeltafunction.[62]
Applications
Probabilitytheory
Inprobabilitytheoryandstatistics,theDiracdeltafunctionisoftenusedtorepresentadiscretedistribution,orapartiallydiscrete,partiallycontinuousdistribution,usingaprobabilitydensityfunction(whichisnormallyusedtorepresentfullycontinuousdistributions).Forexample,theprobabilitydensityfunctionf(x)ofadiscretedistributionconsistingofpointsx={x1,...,xn},withcorrespondingprobabilitiesp1,...,pn,canbewrittenas
Asanotherexample,consideradistributionwhich6/10ofthetimereturnsastandardnormaldistribution,and4/10ofthetimereturnsexactlythevalue3.5(i.e.apartlycontinuous,partlydiscretemixturedistribution).Thedensityfunctionofthisdistributioncanbewrittenas
Thedeltafunctionisalsousedinacompletelydifferentwaytorepresentthelocaltimeofadiffusionprocess(likeBrownianmotion).ThelocaltimeofastochasticprocessB(t)isgivenby
andrepresentstheamountoftimethattheprocessspendsatthepointxintherangeoftheprocess.Moreprecisely,inonedimensionthisintegralcanbewritten
where1[x,x+]istheindicatorfunctionoftheinterval[x,x+].
Quantummechanics
Wegiveanexampleofhowthedeltafunctionisexpedientinquantummechanics.Thewavefunctionofaparticlegivestheprobabilityamplitudeoffindingaparticlewithinagivenregionofspace.WavefunctionsareassumedtobeelementsoftheHilbertspaceL2ofsquareintegrablefunctions,andthetotalprobabilityoffindingaparticlewithinagivenintervalistheintegralofthemagnitudeofthewavefunctionsquaredovertheinterval.Aset{n}ofwavefunctionsisorthonormaliftheyarenormalizedby
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whereherereferstotheKroneckerdelta.Asetoforthonormalwavefunctionsiscompleteinthespaceofsquareintegrablefunctionsifanywavefunctioncanbeexpressedasacombinationofthen:
with .CompleteorthonormalsystemsofwavefunctionsappearnaturallyastheeigenfunctionsoftheHamiltonian(ofaboundsystem)inquantummechanicsthatmeasurestheenergylevels,whicharecalledtheeigenvalues.Thesetofeigenvalues,inthiscase,isknownasthespectrumoftheHamiltonian.Inbraketnotation,asabove,thisequalityimpliestheresolutionoftheidentity:
Heretheeigenvaluesareassumedtobediscrete,butthesetofeigenvaluesofanobservablemaybecontinuousratherthandiscrete.Anexampleisthepositionobservable,Q(x)=x(x).Thespectrumoftheposition(inonedimension)istheentirerealline,andiscalledacontinuousspectrum.However,unliketheHamiltonian,thepositionoperatorlackspropereigenfunctions.Theconventionalwaytoovercomethisshortcomingistowidentheclassofavailablefunctionsbyallowingdistributionsaswell:thatis,toreplacetheHilbertspaceofquantummechanicsbyanappropriateriggedHilbertspace.[63]Inthiscontext,thepositionoperatorhasacompletesetofeigendistributions,labeledbythepointsyoftherealline,givenby
Theeigenfunctionsofpositionaredenotedby inDiracnotation,andareknownaspositioneigenstates.
Similarconsiderationsapplytotheeigenstatesofthemomentumoperator,orindeedanyotherselfadjointunboundedoperatorPontheHilbertspace,providedthespectrumofPiscontinuousandtherearenodegenerateeigenvalues.Inthatcase,thereisasetofrealnumbers(thespectrum),andacollectionyofdistributionsindexedbytheelementsof,suchthat
Thatis,yaretheeigenvectorsofP.Iftheeigenvectorsarenormalizedsothat
inthedistributionsense,thenforanytestfunction,
where
Thatis,asinthediscretecase,thereisaresolutionoftheidentity
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wheretheoperatorvaluedintegralisagainunderstoodintheweaksense.IfthespectrumofPhasbothcontinuousanddiscreteparts,thentheresolutionoftheidentityinvolvesasummationoverthediscretespectrumandanintegraloverthecontinuousspectrum.
Thedeltafunctionalsohasmanymorespecializedapplicationsinquantummechanics,suchasthedeltapotentialmodelsforasingleanddoublepotentialwell.
Structuralmechanics
Thedeltafunctioncanbeusedinstructuralmechanicstodescribetransientloadsorpointloadsactingonstructures.ThegoverningequationofasimplemassspringsystemexcitedbyasuddenforceimpulseIattimet=0canbewritten
wheremisthemass,thedeflectionandkthespringconstant.
Asanotherexample,theequationgoverningthestaticdeflectionofaslenderbeamis,accordingtoEulerBernoullitheory,
whereEIisthebendingstiffnessofthebeam,wthedeflection,xthespatialcoordinateandq(x)theloaddistribution.IfabeamisloadedbyapointforceFatx=x0,theloaddistributioniswritten
AsintegrationofthedeltafunctionresultsintheHeavisidestepfunction,itfollowsthatthestaticdeflectionofaslenderbeamsubjecttomultiplepointloadsisdescribedbyasetofpiecewisepolynomials.
Alsoapointmomentactingonabeamcanbedescribedbydeltafunctions.ConsidertwoopposingpointforcesFatadistancedapart.TheythenproduceamomentM=Fdactingonthebeam.Now,letthedistancedapproachthelimitzero,whileMiskeptconstant.Theloaddistribution,assumingaclockwisemomentactingatx=0,iswritten
Pointmomentscanthusberepresentedbythederivativeofthedeltafunction.Integrationofthebeamequationagainresultsinpiecewisepolynomialdeflection.
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Seealso
Atom(measuretheory)DeltapotentialDiracmeasureFundamentalsolutionGreen'sfunctionLaplacianoftheindicator
Notes
1. Dirac1958,15Thefunction,p.582. Gel'fand&Shilov1968,VolumeI,1.1,1.33. Schwartz1950,p.34. Arfken&Weber2000,p.845. Bracewell1986,Chapter56. Vladimirov1971,5.17. JBFourier(1822).TheAnalyticalTheoryofHeat(http://books.google.com/books?id=
N8EAAAAYAAJ&pg=PA408&dq=%22when+the+integrals+are+taken+between+infinite+limits%22+%22that+is+to+say,+that+we+have+the+equation%22&hl=en&sa=X&ei=rFeT96cEIzKiQKcyfDtDQ&ved=0CD4Q6AEwAA#v=onepage&q=%22when%20the%20integrals%20are%20taken%20between%20infinite%20limits%22%20%22that%20is%20to%20say%2C%20that%20we%20have%20the%20equation%22&f=false)(EnglishtranslationbyAlexanderFreeman,1878ed.).TheUniversityPress.p.408.,cfp449andpp546551.TheoriginalFrenchtextcanbefoundhere(http://books.google.com/books?id=TDQJAAAAIAAJ&pg=PA525&dq=%22c%27est%C3%A0dire+qu%27on+a+l%27%C3%A9quation%22&hl=en&sa=X&ei=SrC7T9yKBorYiALVnc2oDg&sqi=2&ved=0CEAQ6AEwAg#v=onepage&q=%22c%27est%C3%A0dire%20qu%27on%20a%20l%27%C3%A9quation%22&f=false).
8. HikosaburoKomatsu(2002)."Fourier'shyperfunctionsandHeaviside'spseudodifferentialoperators".InTakahiroKawai,KeikoFujita,eds.MicrolocalAnalysisandComplexFourierAnalysis(http://books.google.com/books?id=8GwKzEemrIcC&pg=PA200&dq=%22Fourier+introduced+the%22+%22+function+much+earlier%22&hl=en&sa=X&ei=oJa6T5L2O6SriQKGloCUBw&ved=0CDQQ6AEwAA#v=onepage&q=%22Fourier%20introduced%20the%22%20%22%20function%20much%20earlier%22&f=false).WorldScientific.p.200.ISBN9812381619.
9. TynMyintU.,LokenathDebnath(2007).LinearPartialDifferentialEquationsforScientistsAndEngineers(http://books.google.com/books?id=Zbz5_UvERIIC&pg=PA4&dq=%22It+was+the+work+of+Augustin+Cauchy%22&hl=en&sa=X&ei=RnW6T52LNovYiQLa9mABw&ved=0CDgQ6AEwAA#v=onepage&q=%22It%20was%20the%20work%20of%20Augustin%20Cauchy%22&f=false)(4thed.).Springer.p.4.ISBN0817643931.
10. LokenathDebnath,DambaruBhatta(2007).IntegralTransformsAndTheirApplications(http://books.google.com/books?id=WbZcqdvCEfwC&pg=PA2&dq=%22It+was+the+work+of+Cauchy+that+contained%22&hl=en&sa=X&ei=Jym9T8LNK6OigKm_GYDg&ved=0CDQQ6AEwAA#v=onepage&q=%22It%20was%20the%20work%20of%20Cauchy%20that%20contained%22&f=false)(2nded.).CRCPress.p.2.ISBN1584885750.
11. IvorGrattanGuinness(2009).ConvolutionsinFrenchMathematics,18001840:FromtheCalculusandMechanicstoMathematicalAnalysisandMathematicalPhysics,Volume2(http://books.google.com/books?id=_GgioErrbW8C&pg=PA653&dq=%22Further,+in+a+double+integral%22&hl=en&sa=X&ei=4gC9T7KVDvDRiALqdTLDQ&ved=0CDgQ6AEwAA#v=onepage&q=%22Further%2C%20in%20a%20double%20integral%22&f=false).Birkhuser.p.653.ISBN3764322381.
12. See,forexample,Desintgralesdoublesquiseprsententsousuneformeindtermine(http://gallica.bnf.fr/ark:/12148/bpt6k90181x/f387)
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(http://gallica.bnf.fr/ark:/12148/bpt6k90181x/f387)13. DragiaMitrovi,Darkoubrini(1998).FundamentalsofAppliedFunctionalAnalysis:Distributions,Sobolev
Spaces(http://books.google.com/books?id=Od5BxTEN0VsC&pg=PA62&dq=%22greatest+drawback+of+the+classical+Fourier+transformation+is+a+rather+narrow+class+of+functions%22&hl=en&sa=X&ei=IKG6T_niFqWfiQLJoODdBg&ved=0CDQQ6AEwAA#v=onepage&q=%22greatest%20drawback%20of%20the%20classical%20Fourier%20transformation%20is%20a%20rather%20narrow%20class%20of%20functions%22&f=false).CRCPress.p.62.ISBN0582246946.
14. ManfredKracht,ErwinKreyszig(1989)."Onsingularintegraloperatorsandgeneralizations".InThemistoclesM.Rassias,ed.TopicsinMathematicalAnalysis:AVolumeDedicatedtotheMemoryofA.L.Cauchy(http://books.google.com/books?id=xIsPrSiDlZIC&pg=PA553&dq=%22To+this+theory%22+%22and+even+more%22++%22that+one+was+able+to+generalize%22&hl=en&sa=X&ei=RJ66Ty7JOLjiAKuoeSUBw&ved=0CDQQ6AEwAA#v=onepage&q=%22To%20this%20theory%22%20%22and%20even%20more%22%20%20%22that%20one%20was%20able%20to%20generalize%22&f=false).WorldScientific.p.553.ISBN9971506661.
15. Laugwitz1989,p.23016. AmorecompletehistoricalaccountcanbefoundinvanderPol&Bremmer1987,V.4.17. Dirac1958,1518. Gel'fand&Shilov1968,VolumeI,1.1,p.119. Rudin1966,1.2020. Hewitt&Stromberg1963,19.6121. Driggers2003,p.2321.SeealsoBracewell1986,Chapter5foradifferentinterpretation.Otherconventionsforthe
assigningthevalueoftheHeavisidefunctionatzeroexist,andsomeofthesearenotconsistentwithwhatfollows.22. Hewitt&Stromberg1965,9.1923. Strichartz1994,2.224. Hrmander1983,Theorem2.1.525. Hrmander1983,3.126. Strichartz1994,2.3Hrmander1983,8.227. Dieudonn1972,17.3.328. Federer1969,2.5.1929. Strichartz1994,Problem2.6.230. Vladimirov1971,Chapter2,Example3(d)31. Weisstein,EricW.,"SiftingProperty"(http://mathworld.wolfram.com/SiftingProperty.html),MathWorld.32. Gel'fand&Shilov19661968,Vol.1,II.2.533. Furtherrefinementispossible,namelytosubmersions,althoughtheserequireamoreinvolvedchangeofvariables
formula.34. Hrmander1983,6.135. Lange2012,pp.293036. GelfandShilov,p.21237. InsomeconventionsfortheFouriertransform.38. Bracewell198639. Gel'fand&Shilov1966,p.2640. Gel'fand&Shilov1966,2.141. Weisstein,EricW.,"DoubletFunction"(http://mathworld.wolfram.com/DoubletFunction.html),MathWorld.42. Thepropertyfollowsbyapplyingatestfunctionandintegrationbyparts.43. Hrmander1983,p.5644. Hrmander1983,p.56Rudin1991,Theorem6.2545. SteinWeiss,Theorem1.1846. Rudin1991,II.6.3147. Moregenerally,oneonlyneeds=1tohaveanintegrableradiallysymmetricdecreasingrearrangement.48. Saichev&Woyczyski1997,1.1The"deltafunction"asviewedbyaphysicistandanengineer,p.349. Stein&Weiss1971,I.150. Valle&Soares2004,7.251. Hrmander1983,7.852. SeealsoCourant&Hilbert1962,14.53. Lang1997,p.31254. IntheterminologyofLang(1997),theFejrkernelisaDiracsequence,whereastheDirichletkernelisnot.
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54. IntheterminologyofLang(1997),theFejrkernelisaDiracsequence,whereastheDirichletkernelisnot.55. Thedevelopmentofthissectioninbraketnotationisfoundin(Levin2002,Coordinatespacewavefunctionsand
completeness,pp.=109ff)56. Davis&Thomson2000,Perfectoperators,p.34457. Davis&Thomson2000,Equation8.9.11,p.34458. delaMadrid,Bohm&Gadella200259. SeeLaugwitz(1989).60. Crdoba1988Hrmander1983,7.261. Vladimirov1971,5.762. Hartmann1997,pp.15415563. Isham1995,6.2
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Externallinks
Hazewinkel,Michiel,ed.(2001),"Deltafunction"(http://www.encyclopediaofmath.org/index.php?title=p/d030950),EncyclopediaofMathematics,Springer,ISBN9781556080104KhanAcademy.orgvideolesson(http://www.khanacademy.org/video/diracdeltafunction)TheDiracDeltafunction(http://www.physicsforums.com/showthread.php?t=73447),atutorialontheDiracdeltafunction.VideoLecturesLecture23(http://ocw.mit.edu/courses/mathematics/1803differentialequationsspring2010/videolectures/lecture23usewithimpulseinputs),alecturebyArthurMattuck.DiracDeltaFunction(http://planetmath.org/encyclopedia/DiracDeltaFunction.html)onPlanetMathTheDiracdeltameasureisahyperfunction(http://www.osakakyoiku.ac.jp/~ashino/pdf/chinaproceedings.pdf)WeshowtheexistenceofauniquesolutionandanalyzeafiniteelementapproximationwhenthesourcetermisaDiracdeltameasure(http://www.ingmat.udec.cl/~rodolfo/Papers/BGR3.pdf)NonLebesguemeasuresonR.LebesgueStieltjesmeasure,Diracdeltameasure.(http://www.mathematik.unimuenchen.de/~lerdos/WS04/FA/content.html)
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