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Volume 133, number 1,2 PHYSICS LETTERS A 31 October 1988 TWO-FOLD GENERATING FUNCTION FOR GAUSSIAN LIGHT WITH A TWO-PEAKED SPECTRUM Manmohan SINGH 3072/2B/2, St. No. 22, Ranjit Nagar, New Delhi 110 008, India Received 18 March 1988; accepted for publication 19 August 1988 Communicated by A.R. Bishop By solving the Fredholm integral equation of the second kind for two non-overlapping intervals, we provide in this paper the closed-form solution forthe two-fold generating function for gaussian light having a two-peaked spectrum characterizing a poly- disperse medium. The explicit expression of the second-order intensity correlation is derived here to show the utility of this generating function. 1. Introduction The study of macromolecular dynamics has attracted the interest of several researchers of diverse back- grounds, with pioneering contribution coming from Pecora in 1964 [1]. Interesting details on the development of this subject are now available in the books by Berne and Pecora [2] and by Dahneke [3] and some of the recent publications [4—6]. However, a systematic and rigorous study of the macromolecular dynamics, es- pecially via the photon counting statistics (PCS), poses certain mathematical difficulties, as we require a closed- form solution for the generating function (g.f.) pertaining to the multiple-peaked spectrum, a typical char- acteristic of the polydisperse medium in a laser light scattering experiment. As a first stej, towards our understanding of the one-fold aspects of the PCS of a two-peaked spectrum, we had shown in ref. [7] for the first time how to arrive at the unique closed form of the one-fold g.f. using Hadamard’s theorem [8] and certain boundary conditions. With the help of certain details provided in refs. [7,9], in the present paper we lay the foundation for a sensitive analysis of the spectral features of a poly- disperse mediWn via the higher-order PCS, for it is only in the higher-order statistics of an incoherent beam that we see a direct dependence on the field correlation as was shown by Glauber [10]. However, here we shall confine our interest to the derivation of the two-fold g.f. (section 2) and demonstrate its utility to study the intensity correlations (section 3). The field coftelation of the scattered light is given by Koppel [11] as (1) where G(f’) is *he distribution ofthe decay rates. For the two-peaked spectrum considered here the half-widths are given by [11 r’ 1=D~k 2, f’ 2Dtk 2+6Dr, (2) where D, is the translational diffusion coefficient, D. the rotational diffusion coefficient and k is the magnitude of the scattering wave vector. For the case of the scattered light having two sharp peaks, the field correlation is given by 0375-9601/88/S 03.50 © Elsevier Science Publishers B.V. 37 (North-Holland Physics Publishing Division)

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Page 1: Two-fold generating function for Gaussian light with a two-peaked spectrum

Volume133,number1,2 PHYSICSLETTERSA 31 October1988

TWO-FOLD GENERATINGFUNCTION FORGAUSSIAN LIGHTWITH A TWO-PEAKED SPECTRUM

ManmohanSINGH3072/2B/2,St. No. 22, RanjitNagar,NewDelhi110008, India

Received18 March 1988;acceptedfor publication 19August1988Communicatedby A.R. Bishop

By solvingtheFredholmintegralequationof thesecondkind for two non-overlappingintervals,weprovide in thispapertheclosed-formsolutionforthetwo-foldgeneratingfunctionfor gaussianlight havingatwo-peakedspectrumcharacterizingapoly-dispersemedium. The explicit expressionof the second-orderintensitycorrelationis derivedhereto showthe utility of thisgeneratingfunction.

1. Introduction

The studyof macromoleculardynamicshasattractedthe interestof severalresearchersof diverseback-grounds,with pioneeringcontributioncomingfrom Pecorain 1964 [1]. Interestingdetailsonthedevelopmentof this subjectarenow availablein thebooksby BerneandPecora[2] andby Dahneke[3] andsomeof therecentpublications [4—6].However, a systematicandrigorousstudyof the macromoleculardynamics,es-peciallyvia the photoncountingstatistics(PCS),posescertainmathematicaldifficulties, aswerequireaclosed-form solution for the generatingfunction (g.f.) pertainingto the multiple-peakedspectrum,a typical char-acteristicof the polydispersemediumin a laserlight scatteringexperiment.

As a first stej, towardsourunderstandingof the one-fold aspectsof the PCSof atwo-peakedspectrum,wehad shownin ref. [7] for the first time howto arrive atthe uniqueclosedform of the one-fold g.f. usingHadamard’stheorem[8] andcertainboundaryconditions.With the helpof certaindetailsprovidedin refs.[7,9], in the presentpaperwe lay the foundationfor a sensitiveanalysisof the spectral featuresof apoly-dispersemediWnvia the higher-orderPCS,for it is only in the higher-orderstatisticsof anincoherentbeamthatweseeadirectdependenceon thefield correlationaswasshownby Glauber[10]. However,hereweshallconfineour interestto thederivationof thetwo-fold g.f. (section2) anddemonstrateits utility to studytheintensitycorrelations(section3).

The field coftelationof the scatteredlight is givenby Koppel [11] as

(1)

whereG(f’) is *he distributionofthedecayrates.Forthetwo-peakedspectrumconsideredherethehalf-widthsaregivenby [11

r’1=D~k2, f’

2Dtk2+6Dr, (2)

whereD, is thetranslationaldiffusioncoefficient,D. therotationaldiffusioncoefficientandkis themagnitudeof the scatteringwavevector.

For the caseof the scatteredlight havingtwo sharppeaks,the field correlationis givenby

0375-9601/88/S03.50© ElsevierSciencePublishersB.V. 37(North-HollandPhysicsPublishingDivision)

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Volume 133, number1,2 PHYSICSLETTERSA 31 October1988

g(~)=J [aio(r_Fi)+a2(r_r2)]e_rT~=gi(ai, T1)+g2(a2,12), (3)

where

g1(a1,T’1)=a1e~1T, g2(a2,r2)=a2e_r2t, a1 +a2=l.

2. Two-fold g.f.

2.1. TheFredhoimdeterminant

To dealwiththetwo-fold PCSof thetwo-peakedspectrumdefinedby eq. (3), weusethefollowing modifiedformof the Fredholmintegralequationofthesecondkind givenin ref. [9] for the caseof gaussian—lorentzianlight,

ti+Ti t2+T2

s~J dt’ g~t—t’ 10! (t’ ) +s2 J dt’ gi t—t’ lO1(t’ ) =2Ø~(t) (or Øj(t)), i~j, (4)

wherethechoiceO!(t) or 01(t) in eq. (4) abovedependson whetherte[t1, t1+T1] or tn[t2, t2+T2]. Weconfineour interestto the caseof two non-overlappingcountingintervals: t1 + T1 ~t2.

As in theone-foldcaseof atwo-peakedspectrum[7], wefind on differentiationof eq. (4) thatthefunctionsO)~( t) satisfy the following differentialequation,

d40L~(t)/dt4—Ad2O2(t)/dt2+BOL~(t)=0, (5)

with

A=f’~+fl—2s12*~(a1f’1+a21’2), B=r112[f11’2 —2s12~(a1F2+a2f’1)], ~=1/A. (6)

A simplesolution of eq. (5) is given by

0L~(t)=a)j~e”’+b~,~e”~t, (7)

wherep,, are theroots of the equation

p~1—Ap,~1+B=0 (8)

andaregiven by

±P~.=±[A± (A2~~4B)U2]l/2/~/~ (9)

where i= 1, 2 andj= 3, 4. Substitutingeq. (7) into eq. (4) andperformingthe integrationswe get,(i) when t

1~<t~<t1+T1,

s1a1 e~’’~{a!(I’~+p~)—‘ [e~” +m):_e(rI +rn)ti ] +b! (I’~—p,)—1 [e(

11 _p~)t_e(rI—~n] }+s

1a2e~’~{a)(F2 +p,) —~[e2 t_e(F2+P)tI] +b! (1’2 —Ps) [e’2/~~)l_eU’2_~)t1 ] }

+S~aienht{a)(F1 —p~)’[e_1_Pt_e_1_~~~~h+T)] +bJ(F1 +p~)’[e_1+t_e_~’1+~)~h+T~1}

+s1a2e’~’{a)(F2—p~)’[e~ (f2 ~‘~‘~e (r2_~~)(ti+ri)]+b! (F2 +p~)’ [e_(T2+P)t_e_~’2+P1~1+T~ ]}+s2aiel’1t{a](Fi —p3)—~ [e_~~_Pt2_e__1~1)~2+T2)] +b

1 (F1 +p1)’ ~

+s2a2eT2{ai(F2 —pd) 1 [e_~2_PJ)t2_e_(T2_~~J~12+T2)] +b1 (F

2 +p1) ‘ ~ (12+T2) ] }=)~[a)e”

t+b!e”], (10)

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Volume133, number1,2 PHYSICSLETTERSA 31 October1988

(ii) whent2~<t~<t2+T2,

s1 a~e’”{a) (F1 +p~)— I [e~” +p,)(Ii +Ti _e(~IPP’),’] +b~(F1 —ps) — I ~ —p,)(ti +1,) ~ ] }+s~a2e~~~2t{a!(F2 +p~)—‘ [e2+~~~ (II+ Ti) — e21)hI J + b! (F2 p~)— [e~’2_.~1) (Ii +Ti) _e(J2_~0~~] }+S2cx1 e’’~{a1(Fi+p~)— I [e~” +Pi)t_e(rI+PJ)t2] +b1(F~—.p,)’ ~

+s2cr2e2{a

1(F2+p~) ~[e~2J)1_e~’2+ui)t2] +bI (F2—p3)’ [e’2~~J)t_eU~2&i2]}

+s2a1e’~’{a1(F~—pa) I[e_~_Pi)t_e~~’Pi)~2+T2)] +bI (F~+p~) ~[e(F+Pi)1_ePit2+T2)J}

+s2a2e2{a~(F

2—p1)—‘ [e 2PJ)t_e(I2P)(12+T2)] +b~(F2+p~) ‘ [e 2+Pj)t_e~(F2+Pjxt2+T2) j}

=t[aie1~Jt+bie_1~it]. (11)

Now on collectingthecoefficientsof e~T12tin eqs.(10) and(11), we get for thenon-singularsolutionthefollowing Fre~1holmdeterminant(FD):

—E1(p1) —F1(—p1) —E2(p1) —F,(—p1) E1(p1)11(p1) 0 E2(p,)I2(p~) 0

—E1(—p1) —F~(p1) —E2(—p1) —F2(p~) E1(—p1)I~(—p1) 0 E2(—p1)I2(—p~) 0

—E1(p2) —F~(—p,) —E2(p,) —F2(—p2) E1(p2)11(p2) 0 E2(p2)12(p2) 0

—E1(—p2) —F1(p,) —E,(—p2) —F2(p2) E~(—p2)I1(—p2) 0 E2(—p2)12(—p2) 0

o H1(p1)J1(p3) 0 H2(p3)J2(p3) —E~(p3) —F1(—p3) —E2(p3) —F2(—p3)

o Hi(—p3)J1(—p3) 0 H2(—p3)J2(—p3) —E1(—p3) —F1(p3) —E2(—p3) —F2(p3)

o H1(p4)J~(p4 0 H2(p4)J2(p4) —E1(p4) —F1(—p4) —E2(p4) —F2(—p4)

o H~(—p4)J1(—p4) 0 H2(—p4)J2(—p4) —E1(—p4) —F~(p4) —E2(—p4) —F2(p4)

(12)where

Ek(pIJ) =ak(Fk +p1~)(F~—p~1)exp[ (Fk—pjJ)tI21,

Fk(pIJ)=ak(Fk +p~~)(F~—p~1)exp[ (F,., —p,,~)(t~,2+ T~,2)],

Ik(P1)=exp[ (Fk—pI) T1 1—1, Hk(pJ) =ak(Fk—pI)(F~.—p~),

Jk(pJ)=1—e*p[—(Fk+pJ)T2], k,k’=l,2(k�k’), i=l,2, j=3,4. (13)For ~=0, we Obtainfrom eqs.(12) and(13)

~ (14)

2.2. Thenon-analyticityoftheFD

If wego arounda completecircle in thecomplexi~-plane,wenoticethat thisFD (eq. (12)) doesnotreturnto its original valueandit doesundergoa signchangeas [7]

PI~P2 and p3-p4.

Also since the order of thep~in the rows of the FD (eq. (12)) canbe any oneof the 2X 4! possibleper-mutations,we geta signchangein the FD foreachexchangeamongthep or p~.Lastly, noticingthefactthat

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Volume 133, number1,2 PHYSICSLETTERSA 31 October1988

the indexing of the countingintervalsis completelyarbitrary,the following exchangesare possible,

Pi4-~±pj.

Thus if we now divide or multiply the FD in eq. (12) by a factorPIP2P3P4,wewill notgetany sign flippingsin it. Further,if weallow for the following possibilities,

P1P2 and p~=p~, (15)

the FD (eq. (12)) will becomezeroat four points in thecomplexi~-p1ane.To counterthis,weneedto divideit by thefactor (p~_p~)(p~—p~).But in ordertosatisfythe physicsof the PCSit canbe easilydeducedfromthe discussionin ref. [7] that we needto divide the FD (eq. (12)) by the factorPi P2P3 P4 (p~~ ) ~

p~)2andthusobtainthe following uniqueanalytic function,say P(~):

P(~)=D(i~)/p1p2p3p4(p~—p~)

2(p~—p~)2. (16)

It is well known that the two-fold g.f. ofthe gaussianlight canbeexpressedasthefollowing infinite product,

Q(s1,s2)=fl [l+~<I) ]—‘, (17)

k

wherethe~‘k are the eigenvaluesof eq. (4) and <I> is the meancount rate.Determiningthe order [8] of theentirefunction P(c5) to be ~ (from eqs.(9) and(12)) andapplyingHadamard’stheorem[8], wecanwrite

P(i~)=P(0)fl (l—~/~), (18)k

whereP(0) is a constant.On comparingeqs.(17) and(18) weget the following form of the two-fold g.f.,

(19)

whereP(0) andP( <i>) canbe easilyobtainedfrom eq. (16) by putting ~=0 and ~= <I> respectively.

3. Two-fold correlation

Havingobtainedtheclosedform of thetwo-foldg.f. for the two-peakedspectrumgivenby eqs. (12)—(14),(16), (19) and (20), wenow give anexampleof the two-fold PCSof this spectrum,namelythe correlationfunction.

The unnormalizedcorrelationfunctionin the two-fold statisticsis given by

~ n1n2P(n1,n2)=<n1n2>, (20)ni ..O fl20

where n1 and n2 are the numberof photocountsregisteredin the intervals [t1, t~+ T~]and [t2, t2+ T2] re-spectivelyandP(n1, n2) representsthejoint probabilityof thesephotocounts.Thejoint probabilityP(n1, n2)is relatedto the two-fold g.f. in the following way:

~ (1__si)Pu(l_s2)n2P(ni,n2). (21)Pit 0 ?120

The two-fold correlationfunction is given by

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Volume 133,number1,2 PHYSICSLETTERSA 31 October1988

C(2~=<ntn2>=8~1~52~ , (22)8s1t952 si=s~=0

andthenormalizedcorrelationfunctionby

ct2~(r)=<fin

2 >/<n1 > <n2>. (23)

Rewritingóq. (19) as

Q(s1,s2)=A(0)/A(s1,s2) (24)

andusingBodewig’srelation [12] for convertingthedifferentiationof adeterminantA to thatof a matrix d,

DA—=ATr(d’Dd), (25)

whereTr stai~dsfor thetraceoperation,wecannow easilyobtainthe followingexpressionfor thesecond-orderunnormalizedcorrelationfunction,

Ct2~(r)={Tr(.~)Tr(d

2) +Tr(.~d2)}iS~=~2=O~ (26)

whered~ i~’~Od/ös1And d2~d~8d/ôs2.

We finally obtain the following expressionfor thenormalizedsecond-ordercorrelationfunction:

It~T’.iI

I I I I Fig. 1. Thebehaviouroftheexcesscorrelation [c(2Xr)—1] for

0.1 0.2 0.3 0.4 0.5 0.6 0.1 0.8 0.9 1.0 the two-peakedspectrumcharacterizingthe polydisperseme-t dium asafunctionoftheparametersa

1,2, f’~,2, andT.

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Volume 133, number1,2 PHYSICSLETTERSA 31 October1988

c~2~(t)=l+[g~(al,FI)sinh2(FlTIFlT)+~(a2,F2)sinh2(F2r/F2T)

+2g~(a~,F1)g2(a2,F2)(sinh[(f~+F~T/2])2] (27)

whereg1 (aI, F1) andg2’( a2,F2) aregivenbyeq.(3). Thefactorslike sinh

2 IF?’)2 accountfor the arbitrarysampletimes.Thus eq. (27) providesusanexactanalysisof the second-ordercorrelationfunction for a two-peakedspectrumcharacterizingthepolydispersemedium.Now asregardstheexperimentalsituation,wenoticethat though“nano-secondcorrelators”areyet to bethe in-things,effortsare on to constructcheapcorrelatorsgiving us reasonableresults,thoughonly for small sampletimes (—.~~.ts) [13,14].

In fig. 1 wegive thebehaviourof the excesscorrelation(= C~2~1) fora two-peakedspectrum.We observethefollowing importantfeaturesfrom fig. 1:

(i) Foranequalmixtureofthetwo peaks,thecorrelationdecayisslowerthanin thecaseofunequalmixtureof the two peaks.

(ii) Fortwo peaksof equalmixturebuthaving greaterhalf-widths, thecorrelationdecaysfasterthan in thecaseof two peakshavingsmallerhalf-widths.This implies that the scatteredfield correlatesfor a short timewhenmacromoleculeshavelargediffusion coefficients.

Acknowledgement

The authoris pleasedto acknowledgethe keeninterestandthe financialhelp of Mr. JoginderSingh. Theauthoris alsothankful to Mr. NarainderSingh Bhau for his help in the computationalwork.

References

[I ] R. Pecora,J.Chem. Phys.40 (1964) 1604.[2] B.J. BerneandR. Pecora,Dynamiclight scatteringwith applicationsto chemistry,biology andphysics (Wiley—Interscience,New

York, 1976).[3] B. Dahneke,ed.,Measurementof suspendedparticleby quasielasticlight scattering(Wiley, NewYork, 1983).[4] J.S.HwangandH.Z. Cummins,J. Chem.Phys.77 (1982)616.[5] S.R.AragonandR. Pecora,J. Chem.Phys.82 (1985)5346.[6] A.K. Livesey,P. Licinio andM. Dolaye,J. Chem.Phys.84 (1986)5102.[7] M. Singh,Phys.Lett. A 126 (1988)463.[8] E. Hille, Analytic function theory,Vol. 2 (Blaisdell, Waltham, 1962)ch. 14.[9] M. Singh,Opt. Acta 31 (1984)1293.

[10] R.J.Glauber,Phys.Rev. 131 (1963) 2766.[11] D.E. Koppel,J. Chem.Phys.57 (1972)4814.[12] E. Bodewig,Matrix calculus(North-Holland,Amsterdam,1959)p. 41.[13] 0. Glatteretal., Rev. Sci. Instrum.58 (1987) 350.[14] H.5. Dhadwal,B. ChuandR.Xu, Rev. Sci. Instrum.58 (1987)1445.

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