Contents lists available atScienceDirect
Physics
Letters
B
www.elsevier.com/locate/physletb
Isolation
of
flow
and
nonflow
correlations
by
two- and
four-particle
cumulant
measurements
of
azimuthal
harmonics
in
√
s
NN
=
200 GeV
Au
+
Au
collisions
STAR
Collaboration
N.M. Abdelwahab
be,
L. Adamczyk
a,
J.K. Adkins
w,
G. Agakishiev
u,
M.M. Aggarwal
ai,
Z. Ahammed
ba,
I. Alekseev
s,
J. Alford
v,
C.D. Anson
af,
A. Aparin
u,
D. Arkhipkin
d,
E.C. Aschenauer
d,
G.S. Averichev
u,
A. Banerjee
ba,
D.R. Beavis
d,
R. Bellwied
aw,
A. Bhasin
t,
A.K. Bhati
ai,
P. Bhattarai
av,
J. Bielcik
m,
J. Bielcikova
n,
L.C. Bland
d,
I.G. Bordyuzhin
s,
W. Borowski
as,
J. Bouchet
v,
A.V. Brandin
ad,
S.G. Brovko
f,
S. Bültmann
ag,
I. Bunzarov
u,
T.P. Burton
d,
J. Butterworth
ao,
H. Caines
bf,
M. Calderón de la Barca Sánchez
f,
J.M. Campbell
af,
D. Cebra
f,
R. Cendejas
aj,
M.C. Cervantes
au,
P. Chaloupka
m,
Z. Chang
au,
S. Chattopadhyay
ba,
H.F. Chen
ap,
J.H. Chen
ar,
L. Chen
i,
J. Cheng
ax,
M. Cherney
l,
A. Chikanian
bf,
W. Christie
d,
M.J.M. Codrington
av,
G. Contin
z,
J.G. Cramer
bc,
H.J. Crawford
e,
X. Cui
ap,
S. Das
p,
A. Davila Leyva
av,
L.C. De Silva
l,
R.R. Debbe
d,
T.G. Dedovich
u,
J. Deng
aq,
A.A. Derevschikov
ak,
R. Derradi de Souza
h,
B. di Ruzza
d,
L. Didenko
d,
C. Dilks
aj,
F. Ding
f,
P. Djawotho
au,
X. Dong
z,
J.L. Drachenberg
az,
J.E. Draper
f,
C.M. Du
y,
L.E. Dunkelberger
g,
J.C. Dunlop
d,
L.G. Efimov
u,
J. Engelage
e,
K.S. Engle
ay,
G. Eppley
ao,
L. Eun
z,
O. Evdokimov
j,
O. Eyser
d,
R. Fatemi
w,
S. Fazio
d,
J. Fedorisin
u,
P. Filip
u,
Y. Fisyak
d,
C.E. Flores
f,
C.A. Gagliardi
au,
D.R. Gangadharan
af,
D. Garand
al,
F. Geurts
ao,
A. Gibson
az,
M. Girard
bb,
S. Gliske
b,
L. Greiner
z,
D. Grosnick
az,
D.S. Gunarathne
at,
Y. Guo
ap,
A. Gupta
t,
S. Gupta
t,
W. Guryn
d,
B. Haag
f,
A. Hamed
au,
L-X. Han
ar,
R. Haque
ae,
J.W. Harris
bf,
S. Heppelmann
aj,
A. Hirsch
al,
G.W. Hoffmann
av,
D.J. Hofman
j,
S. Horvat
bf,
B. Huang
d,
H.Z. Huang
g,
X. Huang
ax,
P. Huck
i,
T.J. Humanic
af,
G. Igo
g,
W.W. Jacobs
r,
H. Jang
x,
E.G. Judd
e,
S. Kabana
as,
D. Kalinkin
s,
K. Kang
ax,
K. Kauder
j,
H.W. Ke
d,
D. Keane
v,
A. Kechechyan
u,
A. Kesich
f,
Z.H. Khan
j,
D.P. Kikola
bb,
I. Kisel
o,
A. Kisiel
bb,
D.D. Koetke
az,
T. Kollegger
o,
J. Konzer
al,
I. Koralt
ag,
L.K. Kosarzewski
bb,
L. Kotchenda
ad,
A.F. Kraishan
at,
P. Kravtsov
ad,
K. Krueger
b,
I. Kulakov
o,
L. Kumar
ae,
R.A. Kycia
k,
M.A.C. Lamont
d,
J.M. Landgraf
d,
K.D. Landry
g,
J. Lauret
d,
A. Lebedev
d,
R. Lednicky
u,
J.H. Lee
d,
C. Li
ap,
W. Li
ar,
X. Li
al,
X. Li
at,
Y. Li
ax,
Z.M. Li
i,
M.A. Lisa
af,
F. Liu
i,
T. Ljubicic
d,
W.J. Llope
bd,
M. Lomnitz
v,
R.S. Longacre
d,
X. Luo
i,
G.L. Ma
ar,
Y.G. Ma
ar,
D.P. Mahapatra
p,
R. Majka
bf,
S. Margetis
v,
C. Markert
av,
H. Masui
z,
H.S. Matis
z,
D. McDonald
aw,
T.S. McShane
l,
N.G. Minaev
ak,
S. Mioduszewski
au,
B. Mohanty
ae,
M.M. Mondal
au,
D.A. Morozov
ak,
M.K. Mustafa
z,
B.K. Nandi
q,
Md. Nasim
g,
T.K. Nayak
ba,
J.M. Nelson
c,
G. Nigmatkulov
ad,
L.V. Nogach
ak,
S.Y. Noh
x,
J. Novak
ac,
S.B. Nurushev
ak,
G. Odyniec
z,
A. Ogawa
d,
K. Oh
am,
A. Ohlson
bf,
V. Okorokov
ad,
E.W. Oldag
av,
D.L. Olvitt Jr.
at,
B.S. Page
r,
Y.X. Pan
g,
Y. Pandit
j,
Y. Panebratsev
u,
*
Correspondingauthor.E-mailaddress:l.yi@yale.edu(L. Yi). http://dx.doi.org/10.1016/j.physletb.2015.04.033
T. Pawlak
bb,
B. Pawlik
ah,
H. Pei
i,
C. Perkins
e,
P. Pile
d,
M. Planinic
bg,
J. Pluta
bb,
N. Poljak
bg,
K. Poniatowska
bb,
J. Porter
z,
A.M. Poskanzer
z,
N.K. Pruthi
ai,
M. Przybycien
a,
J. Putschke
bd,
H. Qiu
z,
A. Quintero
v,
S. Ramachandran
w,
R. Raniwala
an,
S. Raniwala
an,
R.L. Ray
av,
C.K. Riley
bf,
H.G. Ritter
z,
J.B. Roberts
ao,
O.V. Rogachevskiy
u,
J.L. Romero
f,
J.F. Ross
l,
A. Roy
ba,
L. Ruan
d,
J. Rusnak
n,
O. Rusnakova
m,
N.R. Sahoo
au,
P.K. Sahu
p,
I. Sakrejda
z,
S. Salur
z,
A. Sandacz
bb,
J. Sandweiss
bf,
E. Sangaline
f,
A. Sarkar
q,
J. Schambach
av,
R.P. Scharenberg
al,
A.M. Schmah
z,
W.B. Schmidke
d,
N. Schmitz
ab,
J. Seger
l,
P. Seyboth
ab,
N. Shah
g,
E. Shahaliev
u,
P.V. Shanmuganathan
v,
M. Shao
ap,
B. Sharma
ai,
W.Q. Shen
ar,
S.S. Shi
z,
Q.Y. Shou
ar,
E.P. Sichtermann
z,
M. Simko
m,
M.J. Skoby
r,
D. Smirnov
d,
N. Smirnov
bf,
D. Solanki
an,
P. Sorensen
d,
H.M. Spinka
b,
B. Srivastava
al,
T.D.S. Stanislaus
az,
J.R. Stevens
aa,
R. Stock
o,
M. Strikhanov
ad,
B. Stringfellow
al,
M. Sumbera
n,
X. Sun
z,
X.M. Sun
z,
Y. Sun
ap,
Z. Sun
y,
B. Surrow
at,
D.N. Svirida
s,
T.J.M. Symons
z,
M.A. Szelezniak
z,
J. Takahashi
h,
A.H. Tang
d,
Z. Tang
ap,
T. Tarnowsky
ac,
J.H. Thomas
z,
A.R. Timmins
aw,
D. Tlusty
n,
M. Tokarev
u,
S. Trentalange
g,
R.E. Tribble
au,
P. Tribedy
ba,
B.A. Trzeciak
m,
O.D. Tsai
g,
J. Turnau
ah,
T. Ullrich
d,
D.G. Underwood
b,
G. Van Buren
d,
G. van Nieuwenhuizen
aa,
M. Vandenbroucke
at,
J.A. Vanfossen Jr.
v,
R. Varma
q,
G.M.S. Vasconcelos
h,
A.N. Vasiliev
ak,
R. Vertesi
n,
F. Videbæk
d,
Y.P. Viyogi
ba,
S. Vokal
u,
A. Vossen
r,
M. Wada
av,
F. Wang
al,
G. Wang
g,
H. Wang
d,
J.S. Wang
y,
X.L. Wang
ap,
Y. Wang
ax,
Y. Wang
j,
G. Webb
d,
J.C. Webb
d,
G.D. Westfall
ac,
H. Wieman
z,
S.W. Wissink
r,
Y.F. Wu
i,
Z. Xiao
ax,
W. Xie
al,
K. Xin
ao,
H. Xu
y,
J. Xu
i,
N. Xu
z,
Q.H. Xu
aq,
Y. Xu
ap,
Z. Xu
d,
W. Yan
ax,
C. Yang
ap,
Y. Yang
y,
Y. Yang
i,
Z. Ye
j,
P. Yepes
ao,
L. Yi
al,
∗
,
K. Yip
d,
I-K. Yoo
am,
N. Yu
i,
H. Zbroszczyk
bb,
W. Zha
ap,
J.B. Zhang
i,
J.L. Zhang
aq,
S. Zhang
ar,
X.P. Zhang
ax,
Y. Zhang
ap,
Z.P. Zhang
ap,
F. Zhao
g,
J. Zhao
i,
C. Zhong
ar,
X. Zhu
ax,
Y.H. Zhu
ar,
Y. Zoulkarneeva
u,
M. Zyzak
oaAGHUniversityofScienceandTechnology,Cracow30-059,Poland bArgonneNationalLaboratory,Argonne,IL 60439,USA
cUniversityofBirmingham,BirminghamB15 2TT,UnitedKingdom dBrookhavenNationalLaboratory,Upton,NY 11973,USA eUniversityofCalifornia,Berkeley,CA 94720,USA fUniversityofCalifornia,Davis,CA 95616,USA gUniversityofCalifornia,LosAngeles,CA 90095,USA hUniversidadeEstadualdeCampinas,SaoPaulo13131,Brazil iCentralChinaNormalUniversity(HZNU),Wuhan430079,China jUniversityofIllinoisatChicago,Chicago,IL 60607,USA kCracowUniversityofTechnology,Cracow31-155,Poland lCreightonUniversity,Omaha,NE 68178,USA
mCzechTechnicalUniversityinPrague,FNSPE,Prague, 115 19,Czech Republic nNuclearPhysicsInstituteASCR,25068ˇRež/Prague,CzechRepublic oFrankfurtInstituteforAdvancedStudiesFIAS,Frankfurt60438,Germany pInstituteofPhysics,Bhubaneswar751005,India
qIndianInstituteofTechnology,Mumbai400076,India rIndianaUniversity,Bloomington,IN 47408,USA
sAlikhanovInstituteforTheoreticalandExperimentalPhysics,Moscow 117218,Russia tUniversityofJammu,Jammu180001,India
uJointInstituteforNuclearResearch,Dubna,141 980,Russia vKentStateUniversity,Kent,OH 44242,USA
wUniversityofKentucky,Lexington,KY,40506-0055,USA x
KoreaInstituteofScienceandTechnologyInformation,Daejeon 305-701,Republic of Korea yInstituteofModernPhysics,Lanzhou730000,China
zLawrenceBerkeleyNationalLaboratory,Berkeley,CA 94720,USA aaMassachusettsInstituteofTechnology,Cambridge,MA 02139-4307,USA abMax-Planck-InstitutfurPhysik,Munich 80805,Germany
acMichiganStateUniversity,EastLansing,MI 48824,USA adMoscowEngineeringPhysicsInstitute,Moscow115409,Russia
aeNationalInstituteofScienceEducationandResearch,Bhubaneswar751005,India afOhioStateUniversity,Columbus,OH 43210,USA
agOldDominionUniversity,Norfolk,VA 23529,USA ahInstituteofNuclearPhysicsPAN,Cracow31-342,Poland aiPanjabUniversity,Chandigarh160014,India
ajPennsylvaniaStateUniversity,UniversityPark,PA 16802,USA akInstituteofHighEnergyPhysics,Protvino142281,Russia alPurdueUniversity,WestLafayette,IN 47907,USA amPusanNationalUniversity,Pusan609735,RepublicofKorea anUniversityofRajasthan,Jaipur302004,India
aoRiceUniversity,Houston,TX 77251,USA
aqShandongUniversity,Jinan,Shandong250100,China arShanghaiInstituteofAppliedPhysics,Shanghai201800,China asSUBATECH,Nantes44307,France
atTempleUniversity,Philadelphia,PA 19122,USA auTexasA&MUniversity,CollegeStation,TX 77843,USA avUniversityofTexas,Austin,TX 78712,USA awUniversityofHouston,Houston,TX 77204,USA axTsinghuaUniversity,Beijing100084,China
ayUnitedStatesNavalAcademy,Annapolis,MD,21402,USA azValparaisoUniversity,Valparaiso,IN 46383,USA baVariableEnergyCyclotronCentre,Kolkata700064,India bbWarsawUniversityofTechnology,Warsaw00-661,Poland bcUniversityofWashington,Seattle,WA 98195,USA bdWayneStateUniversity,Detroit,MI 48201,USA
beWorldLaboratoryforCosmologyandParticlePhysics(WLCAPP),Cairo 11571,Egypt bfYaleUniversity,NewHaven,CT 06520,USA
bgUniversityofZagreb,Zagreb,HR-10002,Croatia
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Articlehistory:
Received6September2014
Receivedinrevisedform24February2015 Accepted19April2015
Availableonline21April2015 Editor: V.Metag
Keywords: Heavy-ion Flow Nonflow
Adata-drivenmethodwasappliedtoAu+Aucollisionsat√sNN=200 GeV madewiththeSTAR
detec-toratRHICtoisolatepseudorapiditydistance
η
-dependentandη
-independentcorrelationsbyusing two- andfour-particleazimuthalcumulantmeasurements.Weidentifiedaη
-independentcomponent ofthecorrelation,whichisdominatedbyanisotropicflowandflowfluctuations.Itwasalsofoundtobe independentofη
withinthemeasuredrangeofpseudorapidity|η
|<1.In20–30%centralAu+Au colli-sions,therelativeflowfluctuationwasfoundtobe34%±2%(stat.)±3%(sys.)forparticleswithtransverse momentum pT less than2 GeV/c.Theη
-dependentpart,attributedtononflowcorrelations,isfoundtobe5%±2%(sys.)relativetotheflowofthemeasuredsecondharmoniccumulantat|
η
|>0.7.©2015TheAuthors.PublishedbyElsevierB.V.ThisisanopenaccessarticleundertheCCBYlicense (http://creativecommons.org/licenses/by/4.0/).FundedbySCOAP3.
1. Introduction
Heavy-ioncollisionsatultra-relativisticenergiesasproducedat theRelativisticHeavyIonCollider(RHIC)andattheLargeHadron Collider (LHC) provide means to study the Quark Gluon Plasma (QGP). In non-central collisions, the overlapregion of the collid-ingnucleiisanisotropic.Theenergydensitygradientconvertsthe initialcoordinate-spaceanisotropyintothefinalmomentum-space anisotropy, generally called anisotropic flow. As the system ex-pands,thecoordinate-spaceanisotropydiminishes.Hence, a mea-surement of flow is most sensitive to properties of the system at the early stage of the collision [1]. Through measurements of anisotropic flowandcomparisonwithhydrodynamic calculations, propertiesoftheearlystageofthecollisionmaybeextracted.One ofthe importantvariables,the ratioofthe shearviscosityto en-tropy densityof theQGP, was found to be not muchlarger than theconjecturedquantumlimitof1/4
π
[2].Themomentum-spaceanisotropicflowcanbecharacterizedby Fouriercoefficients, vn,oftheoutgoingparticleazimuthal(φ) dis-tribution[3]: dN d
φ
∝
1+
∞ n=1 2vncos n(φ
− ψ
n),
(1)wheretheparticipantplaneischaracterizedbytheangle
ψ
n,given bytheinitialparticipantnucleon(orparton)configuration[4].The higherharmonicscanarisefrominitialfluctuationssuchthatψ
n is notnecessarilythesamefordifferentn.Becauseψ
n isnot experi-mentallyaccessible,theeventplane,constructedfromfinalparticle momenta,isusedasaproxyfortheinitial stateparticipantplane. Thedeterminationoftheanisotropicflowusesparticlecorrelations that are, however, contaminated by intrinsic particle correlations unrelatedtotheparticipantplane.Thosecorrelationsaregenerally called nonflow and are due to jet fragmentation and final stateinteractions,suchasquantumstatistics,Coulombandstrong inter-actions,andresonancedecays[5].
Similarly, two- andmulti-particlecorrelationsarealsoused to measureanisotropy[6,5].Forexample,thetwo-particlecorrelation isgivenby: dN d
φ
∝
1+
∞ n=1 2Vn{
2}
cos nφ,
(2)where
φ
is the azimuthal angle between the two particles. In theabsenceofnonflow,Eq.(2)followsfromEq.(1)withVn{
2}
=
vn,α vn,β (whereα
,β
stand for the two particles). Otherwise, Vn{
2}
=
vn,α vn,β+ δ
n,whereδ
n isthenonflowcontribution.Since evenasmalluncertaintyinflowcanintroducealargeerrorinthe extracted shear viscosity[7], it isimportant to separate nonflow contributionsfromflowmeasurements.Thisarticledescribesamethodusedtoseparateflowand non-flow in adata-driven way,withminimal relianceon models. We measuretwo- andfour-particlecumulantswithdifferent pseudora-pidity(
η
)combinations.Byexploitingthesymmetryoftheaverage flowinη
atmidrapidityinsymmetricheavy-ioncollisions,we sep-arateη
-independentandη
-dependentcontributions.We asso-ciatetheη
-independentpartwithflow,whiletheη
-dependent partisassociatedwithnonflow.Thisisbecauseflow isan event-wise many-particle azimuthal correlation,reflecting propertieson thesingle-particle level[1].Bycontrast,nonflow isafew-particle azimuthal correlation that depends on theη
distancebetween theparticles.2. Data analysis
2.1.Experimentdetailsanddataselection
This analysis principally relies on the STAR Time Projection Chamber (TPC) [8]. A total number of 25 million Au
+
Au colli-sionsat√
sNN=
200 GeV,collected withaminimum biastrigger in2004, were used.The eventsselected were requiredto havea primaryeventvertexwithin|
zvtx|
<
30 cm alongthebeamaxis (z) toensure nearly uniformdetector acceptance.The centrality def-initionwas basedon therawchargedparticlemultiplicity within|
η
|
<
0.5 inTPC. The chargedparticle tracksused intheanalysis were required to satisfy the following conditions: the transverse momentum0.15<
pT<
2 GeV/c toremovehigh pT particles orig-inatingfromthejets;thedistanceofclosestapproachtotheevent vertex|
dca|
<
3 cm to ensurethat theparticlesare fromthe pri-mary collision vertex; the number of fit points along the track greater than 20out of45 maximum hit points, and the ratioof the numberof fit points along the track to the maximum num-berof possiblefit points largerthan 0.51forgoodprimary track reconstruction[9].Forthe particles usedinthispaper, the pseu-dorapidityregionwasrestrictedto|
η
|
<
1.2.2.Analysismethod
Inthisanalysis, theazimuthalanisotropyofthefinalstate par-ticles was calculated by the two- and four-particle Q-cumulant methodusingunit weightwithanon-uniformacceptance correc-tion [10]. By using the moment of the flow vector, thismethod makes multi-particle cumulant calculation faster without going overpairorahighermultiplet loop.Thenon-uniformacceptance correctionfor20–30%centralitywas0.7%forthesecondharmonic two-particlecumulant V2
{
2}
,and0.5%forthe square rootofthe second harmonic four-particle cumulant V21/2{
4}
. The largest ac-ceptancecorrectionwas1.8%forV2{
2}
atthemostcentral,and1% forV21/2{
4}
atthemostperipheralcollisions.Thetwo-particlecumulant,withoneparticleatpseudorapidity
η
α andanotheratη
β,is[11]: V{
2} ≡
ei(φα−φβ)=
v(
η
α
)
v(
η
β)+ δ(
η
)
≡
v(
η
α)
v(
η
β)+
σ
(
η
α)
σ
(
η
β)
+
σ
(
η
)
+ δ(
η
,
η
α,
η
β),
(3)where
η
= |
ηβ
−
η
α|
.The doublebracketsrepresenttheaverage over particlepairs and the average over events,while the single bracketsarefortheaverageovereventsonly.Theharmonic num-ber n issuppressedtolightenthenotation.Theaverageflow, v, whichistheanisotropy parameterwithrespectto theparticipant plane,andtheflowfluctuation,σ
,areonlyfunctionsofη
,because flowreflectsthepropertyonthesingle-particlelevel.Bothvandσ
areη
-independent quantities. However, because of the way the two-particle cumulant is measured, i.e., by two-particle cor-relation,therecould existaη
-dependentflow fluctuation com-ponent. For example, the event planes determined by particles atdifferentη
’s can be different [12]. In Eq. (3),σ
denotes thisη
-dependentpartoftheflowfluctuation.Theδ
isthe contribu-tionfromnonflow,which isgenerallya functionofη
,butmay alsodependonη
.Forsimplicity,wewriteitintheformofδ(
η
)
inthediscussionbelow.Forthefour-particlecumulant,wetaketwoparticlesat
η
α and anothertwoatη
β.Foreasierinterpretationoftheresults,wetakethesquarerootofthefour-particlecumulant,whichhasthesame orderin
vasthetwo-particlecumulant(itisjustthesame ob-servableasdiscussedinthereferences[16,17]).Itisgivenby:V12
{
4} ≡
ei(φα+φα−φβ−φβ)≈
v(
η
α)
v(
η
β)
−
σ
(
η
α)
σ
(
η
β)
−
σ
(
η
),
(4)wherethe approximationis thatthe flow fluctuationisrelatively smallcompared withthe average flow [13]. In V1/2
{
4}
,the con-tributionfromthetwo-particlecorrelationsduetononfloweffects issuppressed,whilethecontributionfromthefour-particle corre-lations duetononflow effects∝
1/M3 (M is multiplicity)andis, therefore,negligible[14,15].The fluctuationgivesnegative contri-butiontoV1/2{
4}
,whilepositivetoV{
2}
.The two- andfour-particle cumulantswere measured for var-ious
(
η
α,
η
β)
pairs and quadruplets. Fig. 1 showsthe results for20–30%central Au
+
Au collisions.Panels (a)and(b)are the two-particlesecond andthird harmoniccumulants,V2{
2}(
η
α,
η
β)
and V3{
2}(
η
α,
η
β),
respectively. Panel (c) is the square root of thefour-particle second harmonic cumulant, V21/2
{
4}(
η
α,
η
α,
η
β,
η
β).
We observefromFig. 1that V2
{
2}
decreases asthegapbetweenη
α andη
β increases. Since the trackmerging (two particlesbe-ing identified as one track) affects the region
|
η
|
<
0.05, the Vn{
2}
and Vn{
4}
points along the diagonal were excluded from furtheranalysis. V3{
2}
followsthesametrend,butthemagnitude issmaller.V3{
2}
decreasesmorerapidlywithη
thanV2{
2}
does. V21/2{
4}
isroughlyconstantandthemagnitudeissmallerthanthat of V2{
2}
whichisconsistent withourexpectationthat V21/2{
4}
is lessaffectedbythenonflowandtheflowfluctuationisnegativein V21/2{
4}
.In order to extract the values of the average flow,
v, theη
-dependent andη
-independentflow fluctuations,σ
andσ
, andthenonflowcontribution,δ,
wefollowananalysismethod de-scribedinRef.[16].By takingthe difference between cumulants V
{
2}
at(
η
α,
η
β)
and
(
η
α,
−
ηβ
),
wehaveV
{
2} ≡
V{
2}(
η
α,
η
β)
−
V{
2}(
η
α,
−
η
β)
≡
V{
2}(
η
1)
−
V{
2}(
η
2)
=
σ
+ δ,
(5) whereη
α<
ηβ
<
0 or0<
ηβ
<
η
α isrequired.Similarly,this dif-ferenceforV1/2{
4}
yieldsV12
{
4} ≡
V12{
4}(
η
α,
η
β)−
V12{
4}(
η
α,
−
η
β)
≡
V12{
4}(
η
1)
−
V12{
4}(
η
2)
≈ −
σ
.
(6)Here
η
1≡
ηβ
−
η
α ,η
2≡ −
ηβ
−
η
α ,σ
=
σ
(
η
1)
−
σ
(
η
2),
andδ
= δ(
η
1)
− δ(
η
2).
Insymmetricheavy-ioncollisions,the difference of the twoη
-independent terms in Eqs. (3) and (4) iszero.Therefore thedifferencesinEqs. (5)and(6)depend only on theη
-dependent terms: flow fluctuationσ
and nonflow correlationsδ.
Ourgoalistoparameterizetheflowfluctuation
σ
and non-flowδ.
The following part of this section is organized in this way:First,wediscusstheempiricalfunctionalformforD
(
η
)
=
σ
(
η
)
+ δ(
η
),
(7)obtained from
V2
{
2}
data.Second, we give theσ
result fromV21/2
{
4}
.UsingD andσ
,δ
canbedetermined.Third,wediscuss howtoobtainvandσ
.Fig. 1. Thesecond(a)andthird(b)harmonictwo-particlecumulantsfor(ηα,ηβ)pairsandthesecondharmonicfour-particlecumulantfor(ηα,ηα,ηβ,ηβ)quadrupletsfor 20–30%centralAu+Aucollisionsat√sNN=200 GeV.
Fig. 2. The(a)V2{2}and(b)V3{2}differencebetweenthepairsat(ηα,ηβ)and(ηα,−ηβ).Thedashedlinesarelinearfitsforeachdatasetofη1valueseparately.The solidcurvesareasinglefitofEq.(8)toalldatapointswithdifferentη1.(c)TheV21/2{4}differencebetweenquadrupletsat(ηα,ηα,ηβ,ηβ)and(ηα,ηα,−ηβ,−ηβ).The dashedlineisalinearfittothedatapoints.Thegraybandisthesystematicerror.Thedataarefrom20–30%centralAu+Aucollisionsat√sNN=200 GeV.
V
{
2} =
D(
η
1)
−
D(
η
2)
=
a exp−
η
1 b+
A exp−
η
2 1 2σ
2−
a exp−
η
2 b+
A exp−
η
2 2 2σ
2,
(9)followsfrom Eq.(5).Here is howthis functionalformis chosen. The measured two-particle second harmonic cumulantdifference
V2
{
2}
is shown in Fig. 2(a). The data for eachη
1 value ap-pearstobelinearinη
2−
η
1exceptnearη
1=
η
2asshown by dashed lines inFig. 2(a) and(b).Moreover, the magnitude ofV2
{
2}
decreases with increasingη
1. Linear fits indicate that theinterceptdecreasesexponentiallywithincreasingη
1,andthe slopesareallsimilar.Sowecandescribethisbehavior mathemat-icallyas a exp−
η
1 b+
k(
η
2−
η
1).
(10)Inordertoexpressthemeasuredtwo-particlecumulantdifference intheformof
D
(
η
1)
−
D(
η
2)
= [
σ
(
η
1)
+ δ(
η
1)
] − [
σ
(
η
2)
+ δ(
η
2)
]
= [
σ
(
η
1)
−
σ
(
η
2)
] + [δ(
η
1)
− δ(
η
2)
],
(11) we make two improvements to our initial guess of the D(
η
)
function. First, we add a termaexp(−
η2b
)
that is small for all datawithη
2 significantly largerthanη
1.Second,becausethe lineartermisunboundedinη
1 andη
2,we choosetoreplace itwiththesubtractionoftwo wideGaussianterms.TheGaussian functionstendto zeroasthe exponentsbecome large,consistent withthe behavior of nonflow. The measured two-particle cumu-lant difference can then be described by Eq. (9). There are fourparameters inEq.(9), a,A
,
b,andσ
,thatweredeterminedby fit-tingEq.(9)simultaneouslytoallmeasuredtwo-particlecumulant differencedatapointsofdifferentη
1.Thefitresultsareshownin Fig. 2(a)asthe solid curveswithχ
2/ndf
≈
1.Theχ
2/ndf values
are about1 for all centrality classes exceptfor the most central it is about2.In the mostcentral collisions, thelargest contribu-tion toχ
2/ndf comes
frompairs both atacceptance edgeof the STAR TPC. The parameterizationis validwithin the fittingerrors. ThesameprocedurewasrepeatedforthethirdharmonicV3{
2}
as shownin Fig. 2(b).Thefitresults givetheη
-dependentpartof the two-particlecumulantasEq.(8).Thus, theformofthe func-tion D isdata-driven.Wethenfollowasimilarprocedureonthemeasureddifference of the square root of the four-particle cumulant, Eq. (4). We fit the
V21/2
{
4}
=
σ
(
η
1)
−
σ
(
η
2)
byalinearfunctionk(
η
2−
η
1),
asshown in Fig. 2(c). The slope k from the fit is(1.1
±
0.8)×
10−4.InFig. 2(c),eachdatapointistheaverageofV21/2
{
4}
forallη
1 atsameη
2−
η
1value.Withtheσ
(
η
)
result,the contribution from nonflow,δ,
can then also be determined from Eq.(7).Subtracting theparameterized D ofEq.(8)fromthemeasured two-particlecumulants, V2
{
2}
and V3{
2}
,yields,fromEq.(3),theη
-independentterms v2≡
v2+
σ
2.Employingalso V1/2{
4}
from Eq.(4),the valuesof v andσ
maybe individually deter-mined.2.3. Systematicuncertainties
The systematicerrors for V
{
2}
and V1/2{
4}
are estimated by varying eventandtrackquality cuts:theprimary eventvertexto|
zvtx|
<
25 cm; the number of fit points along the track greater than 15; the distance of closest approach to the event vertexFig. 3. Thedecomposedv2= v2+σ2forthesecond (a)andthird (b)harmonicsfor
(ηα,ηβ)pairs.(c): Thetwo- andfour-particlecumulants,V2{2}(solidredsquares) andV1/22 {4}(solidbluetriangles),andthedecomposedv22(solidgreendots)asafunctionofηforoneparticlewhileaveragedoverηofthepartnerparticle.Thecyan bandontopofV21/2{4}pointspresentV
1/2
2 {4}+σ .(d): V3{2}(solidredsquares)andv23(solidgreendots)asafunctionofη.Thedashedlinesarethemeanvalue averagedoverηfor20–30%centralAu+Aucollisionsat√sNN=200 GeV.(Forinterpretationofthereferencestocolorinthisfigurelegend,thereaderisreferredtotheweb versionofthisarticle.)
The fitting error on the parameterized
σ
fromV1/2
{
4}
is treatedasasystematicerror,whichis70%, sinceσ
isconsistent withzeroinlessthan2-σ
standarddeviation.Similarly,thefitting errors on the parameters used in theη
-dependent correlation D aretreatedassystematicerrorsthatare propagatedthroughto thetotaluncertaintyonD.Inaddition,thereisasystematicerror on D thatisassociatedwiththechoice offittingfunctionshown asEq.(8),the magnitudeofwhichwas estimatedusingdifferent formsof thefitting function. Theforms tried included: an expo-nentialtermplus alinearterm, aGaussian functionplus alinear term,an exponentialfunction only,a Gaussianfunction only,and anexponentialfunctionplusatermoftheforme−12(η σ )4. The total estimated uncertainty in the second harmonic of D
(
η
)
isan average of40% based onthe differentsources eval-uated.Thissystematicerroron D alsoappliestothedecomposed flowthroughv2=
V{
2}
−
D.3. Results and discussion
Fig. 3(a) and (b) shows thedecomposed flow with flow fluc-tuations
v(
η
α)
v(
ηβ
)
(see Eq. (3)) for v2 and v3, respectively. The results are found to be independent ofη
for the measured pseudorapidity range|
η
|
<
1. The observed decrease of V{
2}
in Fig. 1withincreasingη
offdiagonalisduetocontributionsfrom nonflow andη
-dependent fluctuations. Note that the analysis methoddoesnot make any assumptionabout theη
dependence offlow; the flow can beη
-independent butη
-dependent. The observation that the decomposed flow and flow fluctuations are independentofη
is,therefore,significant.Fig. 3(c) and (d) shows the projections of
v(
η
α)
v(
ηβ
)
inFig. 3(a) and (b) onto one
η
variable. The shaded band shows the systematic uncertainty, dominated by the systematic errors inthe subtracted D(
η
)
term. For comparison, theprojection of the V2{
2}
is also shown, where the shaded band is the system-aticuncertainty.The projectionsare therespectivequantitiesasa functionofη
ofoneparticleaveragedoverallη
oftheother par-ticle.Theflowswithη
-independentfluctuationaveragedoverη
are
v22=
6.27%±
0.003%(stat.)
−+00..0807%(sys.)
and v23=
1.78%±
0.008%(stat.)
+−00..0916%(sys.)
forour pT range0.15<
pT<
2 GeV/c in the20–30%collisioncentralityrange.Thequoted statisticalerrors arefromthe V{
2}
measurements, whilethesystematicerrorsare dominatedby the parameterizationof D. Thedifference between V{
2}
andv2inFig. 3(c)isthe D(
η
)
versusη
ofoneparticle av-eragedoverallη
oftheotherparticle.Fig. 3(c) also shows the V21/2
{
4}
projection as a function ofη
as the solid blue triangles. V21/2{
4}
is also independent ofη
. Thecyan bandshowsV21/2{
4}
+
σ
=
v2−
σ
2,withthe system-atic uncertainty that is dominated by the fitting uncertainty inσ
.Thedifferencebetweenthedecomposedv2=
v2
+
σ
2 and V21/2{
4}
+
σ
=
v2−
σ
2istheflowfluctuation,whichisalso inde-pendentofη
withinthemeasuredacceptance.Therelativeelliptic flowfluctuationisgivenbyσ
2 v2=
v22− (
V 1 2 2{
4} +
σ
)
v2 2+ (
V 1 2 2{
4} +
σ
)
=
34%±
2%(
stat.)
±
3%(
sys.),
(12)wherethesystematicerrorisdominatedbythoseinthe parame-terizationofD and
σ
.Themeasuredrelativefluctuationis consis-tentwiththatfromthePHOBOSexperiment[18]andtheprevious STARupperlimitmeasurement[19].Often, a
η
-gap is applied to reduce nonflow contamination inflow measurements. Thenonflow D¯
(
|
η
|)
withtheη
-gapis calculatedas:¯
D(
|
η
|) =
2 |η|d
η
D(
η
)
2− |
η
|
.
(13)Fig. 4. Theη-dependentcomponentofthetwo-particlecumulantwithη-gap,D in¯ Eq.(13),ofthesecond (a)andthird (b)harmonicsisshownasafunctionofη-gap
|η|>x.(x isthex-axisvalue.)Theshadedbandsaresystematicuncertainties.In(a)theestimatedσ isindicatedasthestraightline,withitsuncertaintyof±1 standard deviationasthecross-hatchedareafor20–30%centralAu+Aucollisionsat√sNN=200 GeV.
Fig. 5. Thenonflow,D¯2(soliddots),√δ2(openstars),
¯
D3(solidtriangles)andflow,
v2
2/2 (opencircles),
v2
3(opentriangles)resultsareshownasafunctionof centralitypercentileforthesecond (a)andthird (b)harmonics,respectively.Thestatisticalerrorsaresmallerthanthesymbolsizes.Thesystematicerrorsaredenotedby theverticalrectangles.
value)forthesecondandthirdharmonics,respectively.Thebands arethesystematicerrorsestimatedfromthefittingerrorsandthe differentfittingfunctionsasdescribedpreviously.Theseerrorsare correlatedbecause,forallthepoints shown,theerrors are calcu-latedfromthesameparametersinthefunction D.
Asnotedabove,D
¯
(
|
η
|)
iscomprisedoftwoparts:the contri-butionfromtheη
-dependentflowfluctuation,σ
,andtheterm representing the nonflow,δ.
In Fig. 4(a), these two contributors areestimatedseparately.Thestraightlineisanestimateofσ
.The cross-hatchedareaisitsuncertaintyof±
1 standarddeviation.The differencebetweentheblacksolidpoints D¯
(
|
η
|)
andthestraight lineσ
isthenonflow contribution.Forboththesecondharmonic andthe third harmonic shownin Fig. 4(a)and Fig. 4(b), respec-tively, D¯
(
|
η
|)
decreases as theη
-gap between two particles increases.When|
η
|
>
0.6,D¯
(
|
η
|)
isreducedtohalfofitsvalue when|
η
|
>
0.Fig. 5 shows
v2and
√
D for¯
all measured centralities for the second harmonic (a) and the third harmonic (b).|
η
|
>
0.7 [20] is used to present the D result.¯
The errors on v2and
√
¯
D areanti-correlated. Taking
|
η
|
>
0.7,therelativemagnitude¯
D2
/
v22=
5%±
0.004%(stat.)
±
2%(sys.)
for20–30%centrality.Itis clearthat D¯
2 increasesasthecollisionsbecomemoreperipheral.The
η
-dependent nonflow contribution is mainly caused by near-side (smallφ)
correlations. These correlationsinclude jet-like correlations and resonance decays which decrease with in-creasingη
. Theη
-independent correlation is dominated by anisotropicflow.However,thereshouldbeaη
-independent con-tribution fromnonflow,such asaway-side dijetcorrelations. This contributionshouldbesmallerthanthenear-sidenonflow contri-bution,because,inpart,someoftheaway-sidejetsareoutsidethe acceptanceand,therefore,undetected[21].Fig. 6 shows
σ
2/
v2 for all measured centralities. From the central to theperipheral collisions, the relative ellipticflowfluc-Fig. 6. The relative elliptic flow fluctuation σ2/v2 centrality dependence in
√
sNN=200 GeV Au+Aucollisions. Thestatisticalerrors areshownbytheerror bars.Thesystematicerrorsaredenotedbytheverticalrectangles.
tuation slightly increases. The statistics are limited in the most peripheralcentralitybin.
4. Summary
We have analyzed two- and four-particle cumulantazimuthal anisotropies between pseudorapidity bins in Au
+
Au collisionsat
√
sNN=
200 GeV from STAR. Theη
-dependent and theAny comparisonwith flow data to extract the ratio ofthe shear viscositytoentropydensityandtodeterminetheinitialcondition shouldtake intoaccountnonflowcontaminationinflow measure-ment.
Acknowledgements
We thank the RHIC Operations Group and RCF at BNL, the
NERSC Center atLBNL, the KISTI Center in Korea, and the Open ScienceGridconsortiumforprovidingresourcesandsupport.This workwas supportedinpartby theOfficesofNPandHEP within theU.S. DOE Officeof Science,the U.S. NSF, CNRS/IN2P3,FAPESP CNPqofBrazil, theMinistryofEducation andScience ofthe Rus-sianFederation, NNSFC,CAS,MoSTandMoEofChina,the Korean ResearchFoundation,GAandMSMToftheCzechRepublic,FIASof Germany,DAE,DST,andCSIRofIndia,theNationalScienceCentre of Poland, National Research Foundation (NRF-2012004024), the MinistryofScience,EducationandSportsoftheRepublicof Croa-tia,andRosAtomofRussia.
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