Contents lists available atScienceDirect
Physics
Letters
B
www.elsevier.com/locate/physletb
Correlation
measurements
between
flow
harmonics
in
Au
+
Au
collisions
at
RHIC
STAR
Collaboration
J. Adam
i,
L. Adamczyk
a,
J.R. Adams
ad,
J.K. Adkins
t,
G. Agakishiev
r,
M.M. Aggarwal
af,
Z. Ahammed
bc,
N.N. Ajitanand
aq,
I. Alekseev
p,
aa,
D.M. Anderson
as,
R. Aoyama
aw,
A. Aparin
r,
D. Arkhipkin
c,
E.C. Aschenauer
c,
M.U. Ashraf
av,
F. Atetalla
s,
A. Attri
af,
G.S. Averichev
r,
X. Bai
g,
V. Bairathi
ab,
K. Barish
ay,
A.J. Bassill
ay,
A. Behera
aq,
R. Bellwied
au,
A. Bhasin
q,
A.K. Bhati
af,
P. Bhattarai
at,
J. Bielcik
j,
J. Bielcikova
k,
L.C. Bland
c,
I.G. Bordyuzhin
p,
J. Bouchet
s,
J.D. Brandenburg
ak,
A.V. Brandin
aa,
D. Brown
x,
J. Bryslawskyj
ay,
I. Bunzarov
r,
J. Butterworth
ak,
H. Caines
bf,
M. Calderón de la Barca Sánchez
e,
J.M. Campbell
ad,
D. Cebra
e,
I. Chakaberia
c,
s,
ao,
P. Chaloupka
j,
F.-H. Chang
ac,
Z. Chang
c,
N. Chankova-Bunzarova
r,
A. Chatterjee
bc,
S. Chattopadhyay
bc,
J.H. Chen
ap,
X. Chen
v,
X. Chen
an,
J. Cheng
av,
M. Cherney
i,
W. Christie
c,
G. Contin
w,
H.J. Crawford
d,
S. Das
g,
T.G. Dedovich
r,
I.M. Deppner
az,
A.A. Derevschikov
ah,
L. Didenko
c,
C. Dilks
ag,
X. Dong
w,
J.L. Drachenberg
u,
J.C. Dunlop
c,
L.G. Efimov
r,
N. Elsey
be,
J. Engelage
d,
G. Eppley
ak,
R. Esha
f,
S. Esumi
aw,
O. Evdokimov
h,
J. Ewigleben
x,
O. Eyser
c,
R. Fatemi
t,
S. Fazio
c,
P. Federic
k,
P. Federicova
j,
J. Fedorisin
r,
Z. Feng
g,
P. Filip
r,
E. Finch
ax,
Y. Fisyak
c,
C.E. Flores
e,
L. Fulek
a,
C.A. Gagliardi
as,
F. Geurts
ak,
A. Gibson
bb,
D. Grosnick
bb,
D.S. Gunarathne
ar,
Y. Guo
s,
A. Gupta
q,
W. Guryn
c,
A.I. Hamad
s,
A. Hamed
as,
A. Harlenderova
j,
J.W. Harris
bf,
L. He
ai,
S. Heppelmann
ag,
S. Heppelmann
e,
N. Herrmann
az,
A. Hirsch
ai,
L. Holub
j,
S. Horvat
bf,
X. Huang
av,
B. Huang
h,
S.L. Huang
aq,
T. Huang
ac,
H.Z. Huang
f,
T.J. Humanic
ad,
P. Huo
aq,
G. Igo
f,
W.W. Jacobs
o,
A. Jentsch
at,
J. Jia
c,
aq,
K. Jiang
an,
S. Jowzaee
be,
E.G. Judd
d,
S. Kabana
s,
D. Kalinkin
o,
K. Kang
av,
D. Kapukchyan
ay,
K. Kauder
be,
H.W. Ke
c,
D. Keane
s,
A. Kechechyan
r,
D.P. Kikoła
bd,
C. Kim
ay,
T.A. Kinghorn
e,
I. Kisel
l,
A. Kisiel
bd,
L. Kochenda
aa,
L.K. Kosarzewski
bd,
A.F. Kraishan
ar,
L. Kramarik
j,
L. Krauth
ay,
P. Kravtsov
aa,
K. Krueger
b,
N. Kulathunga
au,
S. Kumar
af,
L. Kumar
af,
J. Kvapil
j,
J.H. Kwasizur
o,
R. Lacey
aq,
J.M. Landgraf
c,
K.D. Landry
f,
J. Lauret
c,
A. Lebedev
c,
R. Lednicky
r,
J.H. Lee
c,
Y. Li
av,
W. Li
ap,
X. Li
an,
C. Li
an,
J. Lidrych
j,
T. Lin
as,
M.A. Lisa
ad,
Y. Liu
as,
H. Liu
o,
F. Liu
g,
P. Liu
aq,
T. Ljubicic
c,
W.J. Llope
be,
M. Lomnitz
w,
R.S. Longacre
c,
S. Luo
h,
X. Luo
g,
R. Ma
c,
Y.G. Ma
ap,
G.L. Ma
ap,
L. Ma
m,
N. Magdy
aq,
R. Majka
bf,
D. Mallick
ab,
S. Margetis
s,
C. Markert
at,
H.S. Matis
w,
O. Matonoha
j,
D. Mayes
ay,
J.A. Mazer
al,
K. Meehan
e,
J.C. Mei
ao,
N.G. Minaev
ah,
S. Mioduszewski
as,
D. Mishra
ab,
S. Mizuno
w,
B. Mohanty
ab,
M.M. Mondal
n,
I. Mooney
be,
D.A. Morozov
ah,
M.K. Mustafa
w,
Md. Nasim
f,
T.K. Nayak
bc,
J.D. Negrete
ay,
J.M. Nelson
d,
D.B. Nemes
bf,
M. Nie
ap,
G. Nigmatkulov
aa,
T. Niida
be,
L.V. Nogach
ah,
T. Nonaka
aw,
S.B. Nurushev
ah,
G. Odyniec
w,
A. Ogawa
c,
K. Oh
aj,
V.A. Okorokov
aa,
D. Olvitt Jr.
ar,
B.S. Page
c,
R. Pak
c,
Y. Panebratsev
r,
B. Pawlik
ae,
H. Pei
g,
E-mailaddress:mnasim2008@gmail.com(Md. Nasim).
https://doi.org/10.1016/j.physletb.2018.05.076
C. Perkins
d,
J. Pluta
bd,
K. Poniatowska
bd,
J. Porter
w,
M. Posik
ar,
N.K. Pruthi
af,
M. Przybycien
a,
J. Putschke
be,
A. Quintero
ar,
S.K. Radhakrishnan
w,
S. Ramachandran
t,
R.L. Ray
at,
R. Reed
x,
H.G. Ritter
w,
J.B. Roberts
ak,
O.V. Rogachevskiy
r,
J.L. Romero
e,
L. Ruan
c,
J. Rusnak
k,
O. Rusnakova
j,
N.R. Sahoo
as,
P.K. Sahu
n,
S. Salur
al,
J. Sandweiss
bf,
J. Schambach
at,
A.M. Schmah
w,
W.B. Schmidke
c,
N. Schmitz
y,
B.R. Schweid
aq,
J. Seger
i,
M. Sergeeva
f,
R. Seto
ay,
P. Seyboth
y,
N. Shah
ap,
E. Shahaliev
r,
P.V. Shanmuganathan
x,
M. Shao
an,
W.Q. Shen
ap,
F. Shen
ao,
Z. Shi
w,
S.S. Shi
g,
Q.Y. Shou
ap,
E.P. Sichtermann
w,
R. Sikora
a,
M. Simko
k,
S. Singha
s,
D. Smirnov
c,
N. Smirnov
bf,
W. Solyst
o,
P. Sorensen
c,
H.M. Spinka
b,
B. Srivastava
ai,
T.D.S. Stanislaus
bb,
D.J. Stewart
bf,
M. Strikhanov
aa,
B. Stringfellow
ai,
A.A.P. Suaide
am,
T. Sugiura
aw,
M. Sumbera
k,
B. Summa
ag,
X.M. Sun
g,
X. Sun
g,
Y. Sun
an,
B. Surrow
ar,
D.N. Svirida
p,
A.H. Tang
c,
Z. Tang
an,
A. Taranenko
aa,
T. Tarnowsky
z,
J. Thäder
w,
J.H. Thomas
w,
A.R. Timmins
au,
D. Tlusty
ak,
T. Todoroki
c,
M. Tokarev
r,
C.A. TomKiel
x,
S. Trentalange
f,
R.E. Tribble
as,
P. Tribedy
c,
S.K. Tripathy
n,
B.A. Trzeciak
j,
O.D. Tsai
f,
B. Tu
g,
T. Ullrich
c,
D.G. Underwood
b,
I. Upsal
ad,
G. Van Buren
c,
J. Vanek
k,
A.N. Vasiliev
ah,
I. Vassiliev
l,
F. Videbæk
c,
S. Vokal
r,
S.A. Voloshin
be,
A. Vossen
o,
F. Wang
ai,
G. Wang
f,
Y. Wang
av,
Y. Wang
g,
J.C. Webb
c,
G. Webb
c,
L. Wen
f,
G.D. Westfall
z,
H. Wieman
w,
S.W. Wissink
o,
R. Witt
ba,
Y. Wu
s,
Z.G. Xiao
av,
W. Xie
ai,
G. Xie
h,
Z. Xu
c,
J. Xu
g,
Q.H. Xu
ao,
Y.F. Xu
ap,
N. Xu
w,
C. Yang
ao,
S. Yang
c,
Q. Yang
ao,
Y. Yang
ac,
Z. Ye
h,
Z. Ye
h,
L. Yi
bf,
K. Yip
c,
I.-K. Yoo
aj,
N. Yu
g,
H. Zbroszczyk
bd,
W. Zha
an,
J.B. Zhang
g,
X.P. Zhang
av,
S. Zhang
ap,
Z. Zhang
ap,
L. Zhang
g,
J. Zhang
v,
J. Zhang
w,
Y. Zhang
an,
S. Zhang
an,
J. Zhao
ai,
C. Zhong
ap,
C. Zhou
ap,
L. Zhou
an,
Z. Zhu
ao,
X. Zhu
av,
M. Zyzak
l aAGHUniversityofScienceandTechnology,FPACS,Cracow30-059,PolandbArgonneNationalLaboratory,Argonne,IL 60439 cBrookhavenNationalLaboratory,Upton,NY 11973 dUniversityofCalifornia,Berkeley,CA 94720 eUniversityofCalifornia,Davis,CA 95616 fUniversityofCalifornia,LosAngeles,CA 90095 gCentralChinaNormalUniversity,Wuhan,Hubei430079 hUniversityofIllinoisatChicago,Chicago,IL 60607 iCreightonUniversity,Omaha,NE 68178
jCzechTechnicalUniversityinPrague,FNSPE,Prague,11519,CzechRepublic kNuclearPhysicsInstituteASCR,Prague25068,CzechRepublic
lFrankfurtInstituteforAdvancedStudiesFIAS,Frankfurt60438,Germany mFudanUniversity,Shanghai,200433
nInstituteofPhysics,Bhubaneswar751005,India oIndianaUniversity,Bloomington,IN 47408
pAlikhanovInstituteforTheoreticalandExperimentalPhysics,Moscow117218,Russia qUniversityofJammu,Jammu180001,India
rJointInstituteforNuclearResearch,Dubna,141980,Russia sKentStateUniversity,Kent,OH 44242
tUniversityofKentucky,Lexington,KY 40506-0055 uLamarUniversity,PhysicsDepartment,Beaumont,TX 77710
vInstituteofModernPhysics,ChineseAcademyofSciences,Lanzhou,Gansu730000 wLawrenceBerkeleyNationalLaboratory,Berkeley,CA 94720
xLehighUniversity,Bethlehem,PA 18015
yMax-Planck-InstitutfurPhysik,Munich80805,Germany zMichiganStateUniversity,EastLansing,MI 48824
aaNationalResearchNuclearUniversityMEPhI,Moscow115409,Russia abNationalInstituteofScienceEducationandResearch,HBNI,Jatni752050,India acNationalChengKungUniversity,Tainan70101
adOhioStateUniversity,Columbus,OH 43210
aeInstituteofNuclearPhysicsPAN,Cracow31-342,Poland afPanjabUniversity,Chandigarh160014,India
agPennsylvaniaStateUniversity,UniversityPark,PA 16802 ahInstituteofHighEnergyPhysics,Protvino142281,Russia aiPurdueUniversity,WestLafayette,IN 47907
ajPusanNationalUniversity,Pusan46241,RepublicofKorea akRiceUniversity,Houston,TX 77251
alRutgersUniversity,Piscataway,NJ 08854
amUniversidadedeSaoPaulo,SaoPaulo,05314-970,Brazil anUniversityofScienceandTechnologyofChina,Hefei,Anhui 230026 aoShandongUniversity,Jinan,Shandong250100
apShanghaiInstituteofAppliedPhysics,ChineseAcademyofSciences,Shanghai201800 aqStateUniversityofNewYork,StonyBrook,NY 11794
auUniversityofHouston,Houston,TX 77204 avTsinghuaUniversity,Beijing100084
awUniversityofTsukuba,Tsukuba,Ibaraki305-8571,Japan axSouthernConnecticutStateUniversity,NewHaven,CT 06515 ayUniversityofCalifornia,Riverside,CA 92521
azUniversityofHeidelberg,Heidelberg,69120,Germany baUnitedStatesNavalAcademy,Annapolis,MD 21402 bbValparaisoUniversity,Valparaiso,IN 46383
bcVariableEnergyCyclotronCentre,Kolkata700064,India bdWarsawUniversityofTechnology,Warsaw00-661,Poland beWayneStateUniversity,Detroit,MI 48201
bfYaleUniversity,NewHaven,CT 06520
a
r
t
i
c
l
e
i
n
f
o
a
b
s
t
r
a
c
t
Articlehistory: Received11March2018
Receivedinrevisedform30April2018 Accepted25May2018
Availableonline31May2018 Editor:M.Doser
Keywords: Collectivity Correlation Shearviscosity
Flow harmonics (vn) in the Fourier expansion of the azimuthal distribution of particlesare widely usedtoquantifytheanisotropyinparticleemissioninhigh-energyheavy-ioncollisions.Thesymmetric cumulants,SC(m,n),areusedtomeasurethecorrelationsbetweendifferentordersofflowharmonics. These correlations are used to constrain the initial conditions and the transport properties of the medium intheoretical models.In thisLetter, wepresent the firstmeasurements of the four-particle symmetriccumulantsinAu+Aucollisionsat√sN N=39 and200 GeVfromdatacollectedbytheSTAR experimentatRHIC.Weobservethatv2andv3areanti-correlatedinallcentralityintervalswithsimilar correlationstrengthsfrom39 GeVAu+Auto2.76 TeVPb+Pb(measuredbytheALICEexperiment).The
v2–v4 correlation seemsto be stronger at39 GeV thanathigher collisionenergies. The initial-stage anti-correlationsbetweensecondand thirdordereccentricitiesaresufficienttodescribethemeasured correlations between v2 and v3. The best description of v2–v4 correlations at √sN N =200 GeV is obtainedwithinclusionofthesystem’snonlinearresponsetoinitialeccentricitiesaccompaniedbythe viscous effect with
η
/s>0.08. Theoretical calculations usingdifferent initial conditions,equations of state and viscous coefficients need to be further exploredto extractη
/s of the medium created at RHIC.©2018TheAuthor.PublishedbyElsevierB.V.ThisisanopenaccessarticleundertheCCBYlicense (http://creativecommons.org/licenses/by/4.0/).FundedbySCOAP3.
1. Introduction
High-energyheavy-ion collisions at the Relativistic Heavy Ion Collider(RHIC) andthe LargeHadron Collider(LHC) are believed tohavecreatedaQCDmediumatextremelyhighenergydensities. Thepropertiesofthismediumareunderpersistentinvestigations. Anextensivelystudiedsubjectis“flow”,the collectiveanisotropic expansionofthemedium. Flow originatesfromtheinitial spatial anisotropy(and/orfluctuationsintheposition)ofthecolliding nu-cleons,anddevelopsduetothestronginteractionamongparticles produced in the collision [1–6]. The anisotropy in the momen-tumspaceisquantifiedbytheFouriercoefficientsoftheazimuthal emissiondistributionofproducedparticleswithrespecttothenth ordereventplane [7,8]:
dN d
ϕ
∝
1+
∞ n=1 2vncos [n(
ϕ
−
n)
],
(1) whereϕ
is the azimuthal particle emission angle andn isnth orderevent plane angle. These vn are the single-particle Fourier coefficientsthat can bederived withoutthe determinationofthe eventplane whichis discussedlater on.The flow harmonics, vn, quantifythe nth orderanisotropy of particles of interest,and its magnitudeimprints the initial anisotropy [1], the expansion dy-namics [9,10] and the equation of state of the medium [2,11]. Variouseffortshavebeenmadetounderstandthemeasured flow harmonics and extract the transport properties of the medium, butdifferentmodels needa differentvalueof
η
/
s (viscosityoverentropy density) to describe the same experimental
measure-ments [12,13].Forexample,the NeXSPheRIOmodelwith
η
/
s=
0 (describedinRef. [12]) explainsall vn in all centralities whereasthe MUSIC model (described in Ref. [13]) indicates that a vis-cousmediumwith
η
/
s∼
0.
08 isneededtoexplainthevn datain Au+
Aucollisions at√
sN N=
200 GeV. Thissuggests that besides the choice forη
/
s, other transport properties, equation of state, andtheinitialstate alsoaffectsthesecalculationsandusingonly vn datait isdifficulttohavecontrol ontheseparameters. There-fore,moreinputsfromexperimentalobservablesarewarrantedto furtherconstraintheoreticalmodels.Toprobe theinitial conditions,itisimportant tomeasure the distributionsof vn andevent-by-eventcorrelationsamong vn val-uesinaneventsample [14,15] astheevent-by-eventcorrelations between different orders of flow harmonics are theorized to be sensitive to the transport properties of the medium [16,17]. Re-cently, the four-particlesymmetric cumulants [18–22] have been proposed to unravel the initial-stage phenomena and the later-stagemediumproperties.Thesefour-particlesymmetriccumulants SC
(
m,
n)
aredefinedas [18] SC(
m,
n)
≡
cos(
mϕ
1+
nϕ
2−
mϕ
3−
nϕ
4)
c=
cos(
mϕ
1+
nϕ
2−
mϕ
3−
nϕ
4)
−
cos[
m(
ϕ
1−
ϕ
2)
]
cos[
n(
ϕ
1−
ϕ
2)
]
=
v2mv2n−
v2mvn2
.
(2)betweenv2
n and v2m;inotherwords, v2n beinglargerthan
vn2in aneventenhances(suppresses)theprobability ofv2m beinglarger thanv2m
inthatsame event.The SC(
m,
n)
observablesfocuson the correlationsbetweendifferent orders offlow harmonics, and facilitatethe quantitative comparison betweenexperimental data and model calculations. A normalized symmetric cumulant will facilitateaquantitativecomparisonbetweendifferentcollision en-ergiesor betweendataandmodel calculationsasthe magnitude ofsymmetriccumulantdependsonmagnitudeofflowharmonics. Thenormalizedsymmetriccumulant, N SC(
m,
n)
,isdefinedas N SC(
m,
n)
=
v2
nv2m
−
v2nvm2 vn2vm2.
(3)The ALICE collaboration has recently measured SC
(
2,
3)
and SC(
2,
4)
inPb+
Pbcollisions at√
sN N=
2.
76 TeV, andfoundthat thecentrality dependenceof SC(
2,
4)
cannot be capturedby hy-drodynamics modelcalculationswitha constantη
/
s [19].In this Letter,wepresentthefirstmeasurementsofsymmetriccumulants in Au+
Au collisions at√
sN N=
39 and200 GeV. Due to limited statistics, resultsfromAu+
Aucollisions at√
sN N=
62.
4 GeV are notpresentedinthisletter.Section2discussesexperimentdetails andthe analysis method,and Section 3 describesthe results for SC(
2,
3)
andSC(
2,
4)
asfunctions ofcentralityandcomparesthem withavailablemodelpredictions.ThesummaryisinSection4.2. Experiment and analysis
ThedatausedinthismeasurementwerecollectedfromAu
+
Au collisions bythe STAR [23] intheyears 2010(39 GeV)and2011 (200 GeV). We analyzed 1.
1×
108 and 4×
108 minimum-bias Au+
Au eventsat√
sN N=
39 and 200 GeV,respectively. The col-lisioncentralitydeterminationwas validatedby comparingMonte CarloGlaubercalculationstothecharged-hadronmultiplicity mea-suredwiththetimeprojection chamber(TPC)within a pseudora-piditywindowof|
η
|
<
0.
5.Thedetailedprocedurestoobtainthe simulated multiplicity are similar to that described in Ref. [24]. Events were required to have collision vertex positions (in the radialdirection)within2 cmofthebeamaxistoreduce contribu-tionsfrombeam-pipe(ataradiusof4 cm)interactions,andwithin alimiteddistancefromthecenterofthedetectoralongthebeam direction(±
40 cm forthe 39 GeV data set and±
30 cm forthe 200 GeVdataset).Chargedparticlesusedinthisanalysiswere re-constructedbytheSTARTPCwith|
η
|
<
1.
0.Thedistanceofclosest approach(DCA)ofatracktotheprimaryvertexwasrequiredtobe lessthan 3 cm.Wealsorequiredthenumberoffitpoints (nhits) used to reconstruct a track to be greater than 15 and the ratio ofthe numberof fitpoints tomaximum possiblehits (nhits/hit-max)tobe greaterthan0.52.Inaddition weappliedatransverse momentumcut(0.
2<
pT<
2 GeV/
c)tothechargedtracksto min-imizenonfloweffectse.g.low andhighpT cutsusedtominimize resonanceandjetcontribution,respectively.Thesedefaultcut set-tingswerelatervariedforasystematicanalysis.Thetwo- andfour-particlecorrelationsinEq. (2) canbe evalu-atedintermsofflowvectors [25].Theflowvector(orQvector)for nth harmonicisdefinedas Qn,p
≡
kM=1wp ke
inϕk,where M isthe
multiplicityofanevent.Theweights(wk
=
weffwϕ )wereapplied tocorrectforthe pT-dependentefficiency(weff=
eff(1pT)) andfor imperfectionsinthedetectoracceptance(wϕ ).Theevent-by-event vn2 and v2nvm2 in Eq. (2) were calculated with the multi-particle Q -cumulantmethod [18,25]: v2n=
cos[
n(
ϕ
1−
ϕ
2)
] =
N2n,−n D2n,−n (4) and vn2v2m=
cos(
mϕ
1+
nϕ
2−
mϕ
3−
nϕ
4)
=
N4n,m,−n,−m D4n,m,−n,−m,
(5) where N2n,−n=
Qn,1Q−n,1−
Q0,2,
(6) D2n1,n2=
N20,0=
Q 2 0,1−
Q0,2,
(7) N4n,m,−n,−m=
Qn,1Qm,1Q−n,1Q−m,1−
Qn+m,2Q−n,1Q−m,1−
Qm,1Q0,2Q−m,1−
Qn,1Qm−n,2Q−m,1+
2Qm,3Q−m,1−
Qm,1Q−n,1Qn−m,2+
Qm−n,2Qn−m,2−
Qn,1Q−n,1Q0,2+
Q0,2Q0,2+
2Q−n,1Qn,3−
Qn,1Qm,1Q−n−m,2+
Qn+m,2Q−n−m,2+
2Qm,1Q−m,3+
2Qn,1Q−n,3−
6Q0,4,
(8) D4n,m,−n,−m=
N40,0,0,0=
Q04,1−
6Q02,1Q0,2+
3Q02,2+
8Q0,1Q0,3−
6Q0,4 (9) and Q−n,p=
Qn∗,p.
(10)TheweightsofM
(
M−
1)
andM(
M−
1)(
M−
2)(
M−
3)
wereused to average the 2-particle and 4-particle correlations over events (secondaverageinEq. (2)).The values of v2
n in the denominator of Eq. (3) are obtained with the 2-particle correlations with a pseudorapidity gap of
|
η
|
>
1.
0 betweenthetwoparticlestosuppressfew-particle non-flowcorrelations [20].Theexpressionofv2nintermsofflowvector withapseudorapiditygapcanbewrittenas
vn2
=
Q A n,1.
QnB,∗1 MA.
MB.
(11)Here QnA,1 andQnB,1 aretheflowvectorsfromsub-events A andB, with MA and MB the corresponding multiplicities.Although, the eta-gapsuppressesfew-particlenonflowcontributions(mainlydue toshortrangecorrelation),nonflowduetolongrangecorrelations mightaffectthemagnitudeofmeasurednormalized SC
(
m,
n)
.Reference [26] showsthat ifN SC
(
m,
n)
ismeasuredina wide centralityrange,wherethemultiplicitysignificantlyfluctuates,the measurementsofthesymmetriccumulantswillbebiasedbysuch fluctuations. This isknown asthe centrality-bin-width(CBW) ef-fect. Accordingly, in thisanalysis, the symmetric cumulantswere measured in small multiplicity windows (bin size equal to one) and then combined into 10% centrality bins to reduce statistical uncertainties. Notethatwehavechecked,usingtheAMPTmodel, themagnitudeof N SC(
m,
n)
remainsunchangedifweuseimpact parameterbinsinsteadofmultiplicity.The main systematic uncertainties came from 1) event and track selection cuts, and 2) corrections for the non-uniform az-imuthal acceptanceandefficiency.Twomethodswere adoptedto correct for the azimuthal dependence of the tracking efficiency:
Fig. 1. (Coloronline.) SC(2,4)× NpartandSC(2,3)× NpartasfunctionsofNpart inAu+Aucollisionsat√sN N=39 and200 GeV.HIJINGmodelresultsareshown
onlyfor200 GeV.Verticalslinesarestatisticaluncertaintiesandsystematicerrors areshownwithcapsymbols.
the re-centering correction was applied as a function of multi-plicity.Both the
ϕ
-weighting andthere-centering methods were appliedseparatelyforeachrunperiodofdatatakingand central-ityinterval. The difference between the two correction methods wasincludedinthesystematicuncertainty.Toestimatesystematic uncertaintyduetovariationoftracksandeventselectioncuts,we havevaried DCA,nhits, nhits/hitmax andVz values from default cutvalue.Thetotalsystematicuncertaintywasobtainedbyadding uncertaintiesfromdifferentsourcesinquadrature.Maximum con-tribution(∼
8–12%)tothesystematicuncertaintycomesfromthe correctionfornon-uniformazimuthalacceptanceandefficiency.3. Results
Fig.1presentsthesymmetriccumulantsSC
(
2,
3)
andSC(
2,
4)
multiplied by the average number of participating nucleons,
Npart, asfunctionsofcentrality (represented by Npart [24]) at midrapidity (|
η
|
<
1.
0) for charged hadrons in Au+
Au collisions at√
sN N=
39 and 200 GeV. Systematic errors are shown with cap symbols. Due to limitedstatistics at 39 GeV, the SC(
2,
4)
is measured in two wide centrality bins, 0–20% and 20–40%. Pos-itive values of SC(
2,
4)
are observed for all centrality intervals atbothcollision energies, suggestiveof acorrelation between v2 and v4. On the other hand, the negative values of SC(
2,
3)
re-vealtheanti-correlationbetweenv2andv3.Themagnitudeofthe SC(
2,
3)
×
Npartand SC(
2,
4)
×
Npartincreasesfromcentralto mid-peripheraleventsandthenagaindecreasesforveryperipheral events.ThisisalsotrueforSC(
2,
3)
andSC(
2,
4)
(notshown).An inherentfeatureofthesymmetriccumulantisthesuppressionof nonflow effects thanks to the use of the four-particle cumulant, wherenonflowrefers toazimuthal correlationsnotrelatedtothe reactionplane orientation,arising fromresonances, jets,quantum statistics,andso on. Fig.1 alsoshowsHIJING model calculations of SC(
2,
3)
and SC(
2,
4)
in Au+
Aucollisions at√
sN N=
200 GeV [27,28].ComparisontotheHIJINGmodel,whichincludesonly non-flowphysics,suggeststhatnonfloweffectscannotexplainthedata ofnon-zerosymmetriccumulants.Anisotropicflowisgeneratedbytheinitialgeometricanisotropy
coupled with a collective expansion of the produced medium.
There is an intense interest in understanding the origin of the initial-stage fluctuations and how these fluctuations manifest
Fig. 2. (Coloronline.) N SC(2,4)and N SC(2,3)asfunctionsofNpartinAu+Au collisions at √sN N=200 GeV. The normalized symmetriccumulants of spatial
eccentricities,N SC(m,n)ε,usingthe Glaubermodel,arealsoshown. N SC(m,n)v
representnormalizedsymmetriccumulantsofflowcoefficientsusingequation (3).
themselves in correlations betweenmeasured particles. The nor-malized symmetric cumulantsevaluated inthe coordinate space, N SC
(
m,
n)
ε= (
ε
2 nε
m2−
ε
2 nε
2 m)/(
ε
2 nε
2 m)
,inAu+
Aucollisionsat√
sN N
=
200 GeV (usingtheMonteCarloGlauber model [26])are showninFig.2 andcompared withN SC(
m,
n)
v measured inthe momentumspace [7].Ifonlyeccentricitydrivesvn,thenweexpect N SC(
m,
n)
v=
N SC(
m,
n)
ε . Fig. 2 demonstrates that the initial-stage anti-correlation between the 2nd (ε
2) and 3rd (ε
3) order eccentricityismainlyresponsiblefortheobservedanti-correlation between v2 and v3. However, the correlation betweenε
2 andε
4 under-predicts the observed correlation between v2 and v4. ThedifferencebetweenN SC(
2,
4)
vandN SC(
2,
4)
ε increasesfrom centraltoperipheralcollisions.Theanisotropicflow v4 hasa con-tributionnotonlyfromthelinearresponseofthesystemtoε
4,but alsohasacontributionproportionaltoε
22.Therefore,theincreased difference between N SC
(
2,
4)
v and N SC(
2,
4)
ε from central to peripheral collisions is presumably becauseε
2 has an increased contributioninv4 inmore-peripheralcollisions.Thisisconsistent withthe observation reportedby the ATLAS [29] and ALICE [19] experimentsinPb+
Pbcollisionsat√
sN N=
2.
76 TeV.Therelative contributionofε
2 inv4,ascomparedtothatofε
4 wassuggested todependontheviscouspropertiesofthemedium [30].Therefore, N SC(
2,
4)
providesaprobeintothemediumproperties.Fig. 3. (Coloronline.) N SC(2,4)and N SC(2,3)asfunctionsofaverageNpartin Au+Aucollisionsat√sN N=39 and200 GeV.ALICEresultsfor2.76TeVPb+Pb [19]
arealsoshownforcomparison.Verticallinesarestatisticaluncertainties.Systematic errorsareshownwithcapsymbols.TheCBWcorrectedresultsarelabeledby “Nar-rowMult.Bins”andCBWuncorrectedresultsarelabeledby“WideMult.Bins”.
Fig. 4. (Color online.) N SC(2,4) and N SC(2,3) as functions ofaverage Npart inAu+Au collisions at √sN N=200 GeV, with hydrodynamics [26] and AMPT
model [21] predictionsforcomparison.AllresultsareCBWcorrected.
faircomparison. ThereisaslightdifferenceinN SC
(
2,
4)
between results with and without the CBW correction; however, this ef-fectislargerinN SC(
2,
3)
.TheuncorrectedvaluesofN SC(
2,
3)
or N SC(
2,
4)
at200 GeVand 2.76TeVare very closeto each other forallcentralityintervals.WecompareinFig.4our measurementswithavailable model predictions [21,26] for N SC
(
2,
3)
and N SC(
2,
4)
in Au+
Au colli-sions at 200 GeV. The AMPT calculations [21] are shown for a partonicmediumwithη
/
s=
0.
18 (i.e.,3 mbparton–parton inter-actioncross-section). In the AMPT model,η
/
s in partonicmatter is estimated with the assumption that the partonic matter only consists of massless u and d quarks [31]. AMPT model calcula-tions withη
/
s=
0.
18 are in agreementwith the vn magnitudes in peripheral collisions, but it over-predicts the vn data for the most-central collisions [21]. The N SC(
2,
3)
and N SC(
2,
4)
from dataare reasonablywell described by the AMPT model,howeveran increasing deviation between data and AMPT model calcula-tionisobservedfor N SC
(
2,
4)
atperipheralcollisions.Predictions from an ideal hydrodynamics model (NexSPheRIO) [26] are also showninFig.4.TheidealhydrodynamicsmodelwithNexSPheRIO initial conditions is able to explain the anti-correlation between v2 andv3 withintheoreticaluncertainties,butunder-predictsthe correlation between v2 and v4. TheNexSPheRIOmodeldescribes the magnitudes of all flow harmonics (v2, v3 and v4) up to pT∼
2.0 GeV/c within 10%, measured in all centrality intervals at the top RHIC energy [26]. The failure of the ideal hydrody-namics model for the v2–v4 correlation supports the idea that the symmetric cumulants provide additional constraints to theo-retical models.Liketheidealhydrodynamicsmodel,aviscous hy-drodynamicsmodel(MCKLNinitialconditionandwithη
/
s=
0.
08) roughlyexplainstheN SC(
2,
3)
dataandunder-predictsN SC(
2,
4)
forperipheralcollisions.However,thepredictionfromtheviscous hydrodynamicsmodelforN SC
(
2,
4)
isclosertodatathantheideal hydrodynamicsmodel.Notethat,allpresentedmodels(hydroand transport)under-predict N SC(
2,
4)
. Thismaybe improvedby re-visitingmodel ingredientssuch astheaverage initialstate, initial statefluctuations, energydeposition“smearing”,equationofstate, the appearance of other forms of transport, etc. Hence, a sound conclusionrequiresfurtherinvestigationalongthatline.4. Conclusions
We have presented the first measurements of the
charge-inclusive four-particle symmetric cumulants as functionsof cen-trality at midrapidity in Au
+
Au collisions at√
sN N=
39 and 200 GeV.Thenewdataprovideadditionalconstraintsontheinitial conditionsandthetransportpropertiesintheoreticalmodels. Anti-correlationhasbeenobservedbetweenevent-by-eventfluctuations of v2 and v3,whiletheevent-by-event fluctuationsof v2 and v4 are found to be correlated. The initial-stage anti-correlation be-tweenε
2 andε
3 appearstodescribetheobservedanti-correlation between v2 and v3,which seems tosupport theidea ofthe lin-earitybetweenε
n andvn[7].However,theinitial-stagecorrelation alone is not sufficient to describe the measured correlation be-tween v2 and v4: the nonlinear hydrodynamic response of the mediumhastobeincludedtoreproducethedata.Thev2–v4 cor-relationseemstobedifferentbetween200 GeVand39 GeV,which could be attributedto the corresponding difference in theinitial conditionsand/orthetransportpropertiesofthemedium.Wehave comparedtheSTARmeasurementswithanumberofavailable the-oretical modelcalculations.All themodelsexplain thesymmetric cumulant between v2 and v3; however, none of them are able to describe the v2–v4 correlation forall centralities (though the hydrodynamics model(η
/
s=
0) could successfullyreproduce the individual flow harmonics). A viscoushydrodynamicsmodelwithη
/
s=
0.
08 outperformstheidealhydrodynamicsmodelin explain-ing thedata, butstill seems tounder-predict N SC(
2,
4)
,whereas theAMPTcalculationswithη
/
s=
0.
18 areevenclosertothe mea-surement. A detailedcomparisonofthepresenteddatato models withdifferent equation ofstates,initial conditions,and transport coefficients is needed to determine these coefficients quantita-tively.Acknowledgements
We thank the RHIC Operations Group and RCF at BNL, the
NERSC Center at LBNL, and the Open Science Grid consortium
ScienceFoundationofChina,ChineseAcademyofScience,the Min-istryofScienceandTechnologyofChinaandtheChineseMinistry ofEducation,the NationalResearch Foundation ofKorea, GAand
MSMT of the Czech Republic, Departmentof Atomic Energy and
DepartmentofScienceandTechnologyoftheGovernmentofIndia; theNationalScienceCentre ofPoland, NationalResearch Founda-tion,theMinistryofScience,EducationandSportsoftheRepublic ofCroatia,ROSATOM ofRussiaandGermanBundesministeriumfur Bildung,Wissenschaft,ForschungandTechnologie(BMBF)andthe HelmholtzAssociation.
References
[1]J.-Y.Ollitrault,Phys.Rev.D46(1992)229.
[2]D.Teaney,J.Lauret,E.V.Shuryak,Phys.Rev.Lett.86(2001)4783. [3]R.S.Bhalerao,J.-P.Blaizot,N.Borghini,etal.,Phys.Lett.B627(2005)49. [4]R.S.Bhalerao,J.-Y.Ollitrault,Phys.Lett.B641(2006)260.
[5]C.Adler,etal.,STARCollaboration,Phys.Rev.Lett.87(2001)182301. [6]R.Snellings,NewJ.Phys.13(2011)055008.
[7]B.Alver,G.Roland,Phys.Rev.C81(2010)054905,Erratum:Phys.Rev.C82 (2010)039903.
[8]A.M.Poskanzer,S.A.Voloshin,Phys.Rev.C58(1998)1671. [9]H.Sorge,Phys.Rev.Lett.78(1997)2309.
[10]P.F.Kolb,P.Huovinen,U.Heinz,etal.,Phys.Lett.B500(2001)232.
[11]U.Heinz,J.Phys.Conf.Ser.50(2006)230.
[12]F.G.Gardim,F.Grassi,M.Luzum,etal.,Phys.Rev.Lett.109(2012)202302. [13]B.Schenke,S.Jeon,C.Gale,Phys.Rev.C85(2012)024901.
[14]M.Miller,R.Snellings,arXiv:nucl-ex/0312008.
[15]B.Alver,etal.,PHOBOSCollaboration,Phys.Rev.Lett.98(2007)242302. [16]G.Aad,etal.,ATLASCollaboration,Phys.Rev.C90(2014)024905. [17]X.Zhu,Y.Zhou,H.Xu,etal.,Phys.Rev.C95(2017)044902.
[18]A.Bilandzic,C.H.Christensen,K. Gulbrandsen,etal.,Phys. Rev.C89(2014) 064904.
[19]J.Adam,etal.,ALICECollaboration,Phys.Rev.Lett.117(2016)182301. [20]Y.Zhou,K.Xiao,Z.Feng,etal.,Phys.Rev.C93(2016)034909. [21]M.Nasim,Phys.Rev.C95(2017)034905.
[22]A.M.Sirunyan,etal.,CMSCollaboration,Phys.Rev.Lett.120(2018)092301. [23]K.H. Ackermann, et al., STAR Collaboration, Nucl. Instrum. Methods A 499
(2003)624.
[24]B.I.Abelev,etal.,STARCollaboration,Phys.Rev.C81(2010)024911. [25]A.Bilandzic,R.Snellings,S.Voloshin,Phys.Rev.C83(2011)044913. [26]F.G. Gardim,F.Grassi,M.Luzum,etal.,Phys.Rev.C95(2017)034901,and
privatecommunication.
[27]M.Gyulassy,X.N.Wang,Comput.Phys.Commun.83(1994)307. [28]X.N.Wang,M.Gyulassy,Phys.Rev.D44(1991)3501.
[29]G.Aad,etal.,ATLASCollaboration,Phys.Rev.C92(2015)034903. [30]D.Teaney,L.Yan,Phys.Rev.C86(2012)044908.