4
Theory for Wavelength-Resolved Photon Emission Statistics in Single-Molecule Fluorescence Spectroscopy Golan Bel * and Frank L. H. Brown Department of Chemistry and Biochemistry and Department of Physics, University of California, Santa Barbara, California 93106, USA (Received 17 July 2008; published 9 January 2009) We derive the moment generating function for photon emissions from a single molecule driven by laser excitation. The frequencies of the fluoresced photons are explicitly considered. Calculations are performed for the case of a two-level dye molecule, showing that measured photon statistics will display a strong and nonintuitive dependence on detector bandwidth. Moreover, it is demonstrated that the antibunching phenomenon, associated with negative values of Mandel’s Q parameter, results from correlations between photons with well separated frequencies. DOI: 10.1103/PhysRevLett.102.018303 PACS numbers: 82.37.j, 05.10.Gg, 33.80.b, 42.50.Ar Single-molecule spectroscopy (SMS) [1] provides a de- tailed glimpse into our natural world. Typically, SMS experiments rely upon broadband detection of fluoresced photons to monitor molecular dynamics; however, in stud- ies of resonance energy transfer [2] and semiconductor quantum dots [3] considerably more information can be obtained by resolving photon emission into two color channels. Recently [4], multichannel detection schemes have been introduced to extend the capabilities of SMS still further. The information obtained by SMS is useful only if it can be readily interpreted. SMS has received considerable theoretical attention [5], but most of this work ignores any consideration of photon color. A notable exception is the treatment of resonance energy transfer, which has been considered in detail [6]. A related treatment of ‘‘frequency resolved’’ photon counting, including quantum evolution of the molecule, has also been proposed by us [7]. However, these studies rely upon a direct correspondence between individual spectral transitions and experimental detection channels. This picture may be adequate for well- resolved transitions and certain experimental conditions, but falls short of providing a complete theoretical descrip- tion of emission spectroscopy at the single-molecule level. Within the field of quantum optics, time correlations between spectrally resolved photons have been studied both experimentally [8] and theoretically [9] for the case of resonance fluorescence from two-level atoms. These studies also rely upon a direct correspondence between individual spectral transitions (in the dressed-atom picture [10]) and the frequency of the emitted photons to enable elementary interpretation of experiment and simplified theoretical analysis. This Letter introduces a general for- malism to describe single-molecule photon emission that does not presume simplifying characteristics of the mo- lecular system or detection apparatus. Our results may be directly applied to model systems and lay the groundwork for development of controlled approximation schemes in the study of more complex condensed-phase systems. In previous work, we [11] and others [6,12] have intro- duced the generating function formalism for calculation of single-molecule photon counting statistics without spectral resolution. Such broadband photon statistics may be calcu- lated by monitoring the number of times that spontaneous emission occurs as the molecule evolves. Within the Markovian limit for molecular dynamics, spontaneous emission is a simple rate process and these emission events may be treated purely classically, even though the under- lying dynamics may involve facets of quantum evolution. Calculation of photon counting moments proceeds via introduction of the generating function for spontaneous emission events Gðs; tÞhs nðtÞ i where nðtÞ is the number of emissions in the interval ½0;t and the factorial moments of this quantity follow immediately by differentiating G with regard to the auxiliary variable s and evaluating at s ¼ 1. The equations of motion for Gðs; tÞ (and by extension the factorial moments) involve only minimal complications beyond the usual quantum master equation approach used to solve for density matrix dynamics [11]. In contrast to the above, if the frequency of emitted photons is measured, it becomes impossible to proceed via simple classical arguments. Decay of an electronic excitation into a particular field mode or narrow subset of modes cannot be monitored by simply counting instanta- neous spontaneous emission ‘‘events’’; such a process is fundamentally non-Markovian. However, the definition of the generating function may be generalized to allow for calculation of factorial moments with frequency resolution by explicitly introducing a quantum mechanical descrip- tion of the radiation field. We take Gð ~ s; tÞ exp X k" lnðs k" Þa y k" ðtÞa k" ðtÞ ¼ N exp X k" ðs k" 1Þa y k" ðtÞa k" ðtÞ : (1) Here, the averaging operation has its usual meaning h i Trf... &ð0Þg involving the initial density matrix PRL 102, 018303 (2009) PHYSICAL REVIEW LETTERS week ending 9 JANUARY 2009 0031-9007= 09=102(1)=018303(4) 018303-1 Ó 2009 The American Physical Society

Theory for Wavelength-Resolved Photon Emission Statistics ...an extension of the quantum regression theorem [17]. It follows that the explicit calculation of moments in Eq. (8) is

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Page 1: Theory for Wavelength-Resolved Photon Emission Statistics ...an extension of the quantum regression theorem [17]. It follows that the explicit calculation of moments in Eq. (8) is

Theory for Wavelength-Resolved Photon Emission Statisticsin Single-Molecule Fluorescence Spectroscopy

Golan Bel* and Frank L.H. Brown

Department of Chemistry and Biochemistry and Department of Physics, University of California,Santa Barbara, California 93106, USA

(Received 17 July 2008; published 9 January 2009)

We derive the moment generating function for photon emissions from a single molecule driven by laser

excitation. The frequencies of the fluoresced photons are explicitly considered. Calculations are

performed for the case of a two-level dye molecule, showing that measured photon statistics will display

a strong and nonintuitive dependence on detector bandwidth. Moreover, it is demonstrated that the

antibunching phenomenon, associated with negative values of Mandel’s Q parameter, results from

correlations between photons with well separated frequencies.

DOI: 10.1103/PhysRevLett.102.018303 PACS numbers: 82.37.j, 05.10.Gg, 33.80.b, 42.50.Ar

Single-molecule spectroscopy (SMS) [1] provides a de-tailed glimpse into our natural world. Typically, SMSexperiments rely upon broadband detection of fluorescedphotons to monitor molecular dynamics; however, in stud-ies of resonance energy transfer [2] and semiconductorquantum dots [3] considerably more information can beobtained by resolving photon emission into two colorchannels. Recently [4], multichannel detection schemeshave been introduced to extend the capabilities of SMSstill further.

The information obtained by SMS is useful only if it canbe readily interpreted. SMS has received considerabletheoretical attention [5], but most of this work ignoresany consideration of photon color. A notable exception isthe treatment of resonance energy transfer, which has beenconsidered in detail [6]. A related treatment of ‘‘frequencyresolved’’ photon counting, including quantum evolutionof the molecule, has also been proposed by us [7].However, these studies rely upon a direct correspondencebetween individual spectral transitions and experimentaldetection channels. This picture may be adequate for well-resolved transitions and certain experimental conditions,but falls short of providing a complete theoretical descrip-tion of emission spectroscopy at the single-molecule level.

Within the field of quantum optics, time correlationsbetween spectrally resolved photons have been studiedboth experimentally [8] and theoretically [9] for the caseof resonance fluorescence from two-level atoms. Thesestudies also rely upon a direct correspondence betweenindividual spectral transitions (in the dressed-atom picture[10]) and the frequency of the emitted photons to enableelementary interpretation of experiment and simplifiedtheoretical analysis. This Letter introduces a general for-malism to describe single-molecule photon emission thatdoes not presume simplifying characteristics of the mo-lecular system or detection apparatus. Our results may bedirectly applied to model systems and lay the groundworkfor development of controlled approximation schemes inthe study of more complex condensed-phase systems.

In previous work, we [11] and others [6,12] have intro-duced the generating function formalism for calculation ofsingle-molecule photon counting statistics without spectralresolution. Such broadband photon statistics may be calcu-lated by monitoring the number of times that spontaneousemission occurs as the molecule evolves. Within theMarkovian limit for molecular dynamics, spontaneousemission is a simple rate process and these emission eventsmay be treated purely classically, even though the under-lying dynamics may involve facets of quantum evolution.Calculation of photon counting moments proceeds viaintroduction of the generating function for spontaneous

emission events Gðs; tÞ hsnðtÞi where nðtÞ is the numberof emissions in the interval ½0; t and the factorial momentsof this quantity follow immediately by differentiating Gwith regard to the auxiliary variable s and evaluating at s ¼1. The equations of motion forGðs; tÞ (and by extension thefactorial moments) involve only minimal complicationsbeyond the usual quantum master equation approachused to solve for density matrix dynamics [11].In contrast to the above, if the frequency of emitted

photons is measured, it becomes impossible to proceedvia simple classical arguments. Decay of an electronicexcitation into a particular field mode or narrow subset ofmodes cannot be monitored by simply counting instanta-neous spontaneous emission ‘‘events’’; such a process isfundamentally non-Markovian. However, the definition ofthe generating function may be generalized to allow forcalculation of factorial moments with frequency resolutionby explicitly introducing a quantum mechanical descrip-tion of the radiation field. We take

Gð ~s; tÞ exp

Xk"

lnðsk"Þayk"ðtÞak"ðtÞ

¼N exp

Xk"

ðsk" 1Þayk"ðtÞak"ðtÞ

: (1)

Here, the averaging operation has its usual meaningh i Trf. . .ð0Þg involving the initial density matrix

PRL 102, 018303 (2009) P HY S I CA L R EV I EW LE T T E R Sweek ending

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0031-9007=09=102(1)=018303(4) 018303-1 2009 The American Physical Society

Page 2: Theory for Wavelength-Resolved Photon Emission Statistics ...an extension of the quantum regression theorem [17]. It follows that the explicit calculation of moments in Eq. (8) is

and a full trace over both the fluorophore and radiation fielddegrees of freedom. Creation and annihilation operators forphotons with wave vector k and polarization " have been

introduced to express snðtÞ from the broadband definition as

exp½lnðsÞPk"Nk"ðtÞ with Nk"ðtÞ¼ayk"ðtÞak"ðtÞ represent-ing the Heisenberg picture number operator for each mode.The generalization from s to ~s has been made to facilitateextraction of spectral information. The second equality,involving the normal ordering operator N , follows fromstandard operator identities [13]. Taylor expanding bothexpressions around sk" ¼ 1 reveals that the multivariatefactorial moments of the number operators Nk" are obtain-able by the traditional differentiation rule at sk" ¼ 1 andthat these moments are most conveniently expressed as anormally ordered product of creation and annihilation op-erators for each mode appearing in a given moment. Forexample, we find

@nþmGð ~s; tÞ@snk"@s

mk0"0

~s¼1¼ hNðnÞ

k"ðtÞNðmÞk0"0 ðtÞi

¼ h½ðayk"Þnðayk0"0 Þmðak0"0 Þmðak"ÞnðtÞi;(2)

with the expected generalization applying to momentsinvolving more than two modes. The above introduces

the notation NðmÞ NðN 1Þ . . . ðN mþ 1Þ.To make further progress, we specify the form of the

Hamiltonian governing the time evolution of the operatorsdiscussed above [10]:

HðtÞ ¼ Hs þHR þHI Dþð0 ELÞ e

i!Lt

2þ H:c:

:

(3)

Hs is the Hamiltonian for the system (atom or molecule) ofinterest, which will always be modeled with two electronicstates (ground and excited) coupled to nuclear degrees of

freedom. HR ¼ Pk"@!ka

yk"ak" is the Hamiltonian for the

quantum radiation field (!k ¼ ck with c the speed oflight). The last term in parentheses reflects a semiclassicalcoupling between the applied laser field (assumed mono-chromatic with frequency !L and amplitude EL) and thesystem within the dipole approximation [D 0ðDþ þDÞ is the dipole moment operator for the system consist-ing of terms that raise (þ) and lower () the electronicstate of the system] and rotating wave approximation(RWA) [10]. HI describes the interaction between thesystem and the modes of the quantized electromagneticfield, also within the RWA and dipole approximation

HI ¼ Xk"

½ið" 0ÞDþak" þ H:c:: (4)

In the above ¼ ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi@!0=2V

p, where !0 is the transition

frequency between excited and ground electronic states[14], is the permittivity, and V is the volume of the cubicbox used to quantize the field (V ! 1 below and does notappear in any final results).

The Heisenberg equations of motion for the creation andannihilation operators evolving with dynamics dictated byEq. (3) may be formally integrated to yield [10]

ak"ðtÞ ¼ ei!kt

ak"ð0Þ þ

@

Z t

0ð" 0Þ ~DðÞei!kLd

;

(5)

and the conjugate expression for ayk"ðtÞ. For later conve-nience, we have introduced the slowly varying rotating-frame operators ~DðtÞ DðtÞei!Lt and have set !kL ¼!k !L. From this, it is readily seen that ak"ðtÞ com-

mutes with _ak"ðtÞ and similarly for ayk"ðtÞ and _ayk"ðtÞ. Thisfact, along with the assumption that the initial time total(system and radiation field) density matrix is a directproduct between the system and the vacuum state for thefield [i.e., ð0Þ ¼ sð0Þ j0ih0j], allows us to reformulateEq. (1) as

Gðt; ~sÞ ¼TN exp

2

@2

Xk"

ðsk" 1ÞZ t

0

Z t

0ð" 0Þ2 ~DþðuÞ

~DðvÞei!kLðuvÞdudv

: (6)

The operator TN acts on all operators to the right of it byfirst arranging all ‘‘þ’’ operators to the left of all ‘‘’’operators and subsequently placing all ‘‘’’ operators instandard time order (latest times at the left) and all ‘‘þ’’operators in reversed time order (latest times at the right).The advantage of Eq. (6) over either expression in Eq. (1) isthat the generating function is now defined solely in termsof the evolution of the system, which allows us to pursueactual calculations as detailed below.Equation (1) provides a theoretical route toward arbi-

trary photon counting moments. For simplicity and tomake connection with possible experiments, we specializeto the case that photon detection is insensitive to propaga-tion direction and polarization of the emitted photons andalso assume that the detectors have finite resolution, regis-tering the arrival of all photons within a window of widtharound a central frequency!. We define a number operatorfor photons within this window

Nð!;Þ ¼Xð!=2Þ!kð!þ=2Þ

k"

Nk": (7)

Combining the above definition with Eqs. (2) and (6) andproceeding to the continuum limit (V ! 1) leads to theconclusion that

hNðmÞð!;ÞðtÞi ¼

TN

0

2

Z !þ=2

!=2d!1

Z t

0

Z t

0

~DþðuÞ ~DðvÞ

ei!1LðuvÞdudvm; (8)

where 0 !30j0j2=3@c3. Equation (8) applied to the

case m ¼ 1 counts, on average, the number of photonswithin a given frequency window emitted in time t bythe externally excited molecule. The time derivative of

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Page 3: Theory for Wavelength-Resolved Photon Emission Statistics ...an extension of the quantum regression theorem [17]. It follows that the explicit calculation of moments in Eq. (8) is

this quantity evaluated in the t ! 1 limit reproduces theusual expression [10,15] for the spectrum of fluorescedradiation. Also, in the limit that ! 1, Eq. (8) reducesto Mandel’s expression [16] for the factorial moments ofphoton emission as detected in broadband measurements(i.e., no frequency resolution).

The TN operator in Eq. (8) ensures that all correlation

functions appearing in hNðmÞð!;ÞðtÞi are of the form

h ~Dþðu1Þ ~Dþðu2Þ . . . ~DþðumÞ ~DðvmÞ ~Dðvm1Þ . . . ~Dðv1Þi(9)

with um um1 . . . u1 and vm vm1 . . .v1. Cor-relation functions with such time ordering may be calcu-lated within in the Markov limit for system dynamics viaan extension of the quantum regression theorem [17]. Itfollows that the explicit calculation of moments in Eq. (8)is straightforward in principle, involving only diagonaliza-tion of the rotating-frame evolution operator for systemdynamics and elementary integrals over time and fre-quency. The procedure will be specified in detailelsewhere.

For concreteness, we present predictions for the lowtemperature spectroscopy of a single two-level dye mole-cule. We take Hs ¼ ð@!0=2Þðjeihej jgihgjÞ and Dþ ¼jeihgj (D ¼ jgihej) with e and g designating excited andground states. Traditionally, the spontaneous emission rate0 and the Rabi frequency ¼ EL 0=@ [10] are speci-fied in lieu of 0 and EL and we follow this conventionhere. We take 0=2 ¼ 40 MHz in all that follows tomodel the organic dye terrylene in a hexadecaneShpol’skii matrix at 1.7 K, a prototypical two-level SMSsystem [18]. The following calculations assume valuesranging from 0.2 to 200 MHz. Resolution down to 2 MHzis possible using a Fabry-Perot interferometer [19].Theoretically, it should be possible to measure the reportedquantities; however, such measurements have not previ-ously been reported. (Emission line shapes measured viaensemble experiments [19] are in agreement with ourresults and previous theories [10,15].)

A traditional measure of broadband photon statistics isMandel’sQ parameter [16], which is defined as the ratio ofthe second factorial cumulant of Nð!;1ÞðtÞ NðtÞ to the

first factorial cumulant (i.e., the average) of NðtÞ. QðtÞ ½hN2ðtÞi hNðtÞi2 hNðtÞi=hNðtÞi. We introduce a gener-alization of this quantity appropriate to photon countingwithin a finite size frequency window

Qð!; tÞ ¼ hNð2Þð!;ÞðtÞi hNð!;ÞðtÞi2

hNð!;ÞðtÞi ; (10)

and Q1ð!; tÞ ¼ QðtÞ. Figure 1 plots both the emissionline shape (with finite resolution) Ið!!0Þ limt!1 d

dt hNð!;ÞðtÞi and Qð!;1Þ for resonant excitationconditions (!L ¼ !0) and ¼ 0=400 ¼ 0:2 MHz.Two different values of the Rabi frequency are considered:

¼ 0=ffiffiffi2

pand ¼ 50=

ffiffiffi2

p. The effect of frequency

binning is barely discernible in the line shape when ischosen so small. Our results are essentially identical to theclassical emission spectrum of Mollow [15], excepting thedelta function ‘‘coherent’’ [10,15] contribution at! ¼ !L,which adopts a finite height after frequency binning. Plotsfor Qð!;1Þ have not been reported previously, and atfirst sight our results appear surprising. The values selectedfor in the chosen examples both yield sizable negativevalues for the traditional broadband Q parameter (3=4

and 0:11 for ¼ 0=ffiffiffi2

pand ¼ 50=

ffiffiffi2

p, respec-

tively); however Qð!;1Þ is seen to be positive over theentire frequency axis. The implication is that the anti-bunching phenomenon associated with Q< 0 is due tocorrelations between photons of different frequencies. Tomake this point more explicitly, we plot Qð!;1Þ fordifferent choices of in Fig. 2. Qð!;1Þ is seen tobecome negative over portions of the frequency axis as approaches the width of the peaks in the spectrum. Relatedbehavior has been predicted for the intensity correlationfunction (g2) of photons originating from a single well-resolved sideband in the Mollow triplet [8–10]. Inter-estingly, narrow band bunching has previously been attrib-uted to properties of the detector [9], but we find the sameeffect in our observables that focus solely on photonemission.Equation (8) is easily generalized to calculate correla-

tions between photons at different frequencies. We define anormalized photon covariance function as

Cð!i;!j;tÞ¼hNð!i;ÞðtÞNð!j;ÞðtÞihNð!i;ÞðtÞihNð!j;ÞðtÞiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi

hNð!i;ÞðtÞihNð!j;ÞðtÞiq

!i;!j: (11)

The limit t ! 1 of this correlation function is plotted inFig. 3, where !iðjÞ have been chosen to follow !i ¼ !0 þr and r is any integer. When !i¼!j,

Cð!i;!i;tÞ¼Qð!i;tÞ. Otherwise, Cð!i;!j; tÞ

−100 −50 0 50 1000

0.5

1

Frequency (MHz)

Q∆(ω

−ω0,

)

0

0.5

1

I(ω

−ω0)

−100 0 1000

5

−200 −100 0 100 2000

0.5

1

0

0.5

1

−200 0 2000

0.04

Ω=Γ0 /√2 Ω=5Γ0 /√2

Frequency (MHz)

8

FIG. 1 (color online). Predicted normalized line shape (toppanels) and Qð!!0; t ¼ 1Þ (bottom panels) for a two-leveldye with 0=2 ¼ 40 MHz and two different Rabi frequencies as indicated. ¼ 0:2 MHz. Insets truncate the y axis to fullydisplay the line shape outside the vicinity of the high coherentpeak at ! ¼ !0.

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Page 4: Theory for Wavelength-Resolved Photon Emission Statistics ...an extension of the quantum regression theorem [17]. It follows that the explicit calculation of moments in Eq. (8) is

simply represents the covariance in photon number, nor-malized so as to give a finite result in the long time limit.Figure 3 demonstrates that although Q¼0=40ð!i;1Þ 0, the total Q parameter is dominated by negative contri-butions from photons that are well separated in frequency;broadband measurement of Q contains important contri-butions from correlations spanning the entire spectrally ac-tive region of the transition. The positive intersidebandpeaks in Fig. 3 reflect the correlated emission of photonsfrom opposite sidebands. This is in qualitative agreementwith the intersideband bunching expected for a two-levelsystem excited far from resonance [8]. The phenomenon isattributable to the necessary paring of photons from thetwo sidebands in order to maintain total energy conserva-tion as photons of energy @!L are absorbed by the mole-cule.

Our treatment of photon emission statistics is generaland relies on no approximations beyond the RWA andMarkov assumption for system dynamics. It is valid forarbitrary field strengths and does not assume particular

physical regimes for the molecular system. Moreover, thepresent approach provides photon correlations between allpossible frequency pairs, which enables calculation for anypossible detector bandwidth and a quantitative demonstra-tion of how seemingly inconsistent broadband versus nar-row band statistics can arise from the same physicalphenomena. This framework should prove valuable in theinterpretation of future SMS experiments and in under-standing the molecular dynamics that such measurementsprobe. Several multistate dye models are discussed inRef. [7] and will be treated in a future study.We thank E. Barkai and M. Orrit for helpful discussions.

This work was supported by the NSF (CHE-0349196).F. B. thanks the Alfred P. Sloan Foundation and theCamille and Henry Dreyfus Foundation for financialsupport.

*Present address: Center for Nonlinear Studies, LosAlamos National Laboratory, Los Alamos, NM 87545,USA.

[1] W. E. Moerner and M. Orrit, Science 283, 1670 (1999); T.Plakhotnik, E. A. Donley, and U. P. Wild, Annu. Rev.Phys. Chem. 48, 181 (1997); X. S. Xie, J. Chem. Phys.117, 11 024 (2002); X. Zhuang et al., Science 288, 2048(2000); S. Weiss, Science 283, 1676 (1999).

[2] T. Ha et al., Proc. Natl. Acad. Sci. U.S.A. 93, 6264 (1996).[3] E. Moreau et al., Phys. Rev. Lett. 87, 183601 (2001).[4] A. K. Luong et al., J. Phys. Chem. B 109, 15691 (2005).[5] Y. Jung, E. Barkai, and R. J. Silbey, J. Chem. Phys. 117,

10 980 (2002); E. Barkai, Y. J. Jung, and R. Silbey, Annu.Rev. Phys. Chem. 55, 457 (2004); M. Lippitz, F. Kulzer,and M. Orrit, Chem. Phys. Chem. 6, 770 (2005).

[6] I. Gopich and A. Szabo, J. Chem. Phys. 122, 014707(2005).

[7] G. Bel, Y. Zheng, and F. L. H. Brown, J. Phys. Chem. B110, 19 066 (2006).

[8] A. Aspect et al., Phys. Rev. Lett. 45, 617 (1980).[9] G. Nienhuis, Phys. Rev. A 47, 510 (1993).[10] C. Cohen-Tannoudji, J. Dupont-Roc, and G. Grynberg,

Atom-Photon Interactions (Wiley-Interscience, New York,1992).

[11] Y. Zheng and F. L. H. Brown, Phys. Rev. Lett. 90, 238305(2003); F. L. H. Brown, Acc. Chem. Res. 39, 363 (2006);Y. Zheng and F. L. H. Brown, J. Chem. Phys. 119, 11 814(2003).

[12] R. J. Cook, Phys. Rev. A 23, 1243 (1981); S. Mukamel,Phys. Rev. A 68, 063821 (2003).

[13] R.M. Wilcox, J. Math. Phys. (N.Y.) 8, 962 (1967).[14] We assume the electronic splitting far exceeds any nuclear

energy scales in the system, and have replaced !k withinthe standard expression for with !0.

[15] B. R. Mollow, Phys. Rev. 188, 1969 (1969).[16] L. Mandel, Opt. Lett. 4, 205 (1979).[17] C.W. Gardiner, Quantum Noise (Springer-Verlag, Berlin,

1991), p. 155.[18] W. E. Moerner et al., J. Phys. Chem. 98, 7382 (1994).[19] R. E. Grove et al., Phys. Rev. A 15, 227 (1977); F. Schuda

et al., J. Phys. B 7, L198 (1974).

−200 −100 0 100 200

−200

−100

0

100

200

0

0.2

0.4

0.6

0.8

1

1.2

C∆(ωi,ω

j, )

Frequency (MHz)

Fre

quen

cy (

MH

z)

8

FIG. 3 (color online). Contour plot of the normalized factorialcovariance function [see Eq. (11)]. We consider the ¼ 5=

ffiffiffi2

pcase of Figs. 1 and 2 and have set ¼ 2 MHz.

−200 0 200−200 0 200

−0.4

−0.2

0

0.2

0.4

0.6

0.8

1

1.2Q

∆(ω

−ω0,

)

Ω=Γ0/√2 Ω=5Γ0/√2

∆=200 MHz∆=20 MHz∆=0.2 MHz

8

Frequency (MHz) Frequency (MHz)

FIG. 2 (color online). Qð!; t ¼ 1Þ for different values of and the same cases as in Fig. 1. The bar graph format is used toemphasize the size and location of the frequency bins, but isabsent at the finest discretization for clarity.

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