The -model of Bose-Einsten Correlationswes/talks/wildbad-kreuth15.pdf · 2015-10-03 ·...
Transcript of The -model of Bose-Einsten Correlationswes/talks/wildbad-kreuth15.pdf · 2015-10-03 ·...
TauModel L3-Atlas anticor conclusion BACKUP
The τ -model of Bose-Einsten CorrelationsSome Recent Results
W.J. Metzger
Radboud University Nijmegen
XLV Symposium on Multiparticle DynamicsWildbad Kreuth
4–9 October 2015
ISMD XLV p. 1
TauModel L3-Atlas anticor conclusion BACKUP
BEC – ‘Classic’ Parametrizations
R2 = ρ(p1,p2)ρ0(p1,p2) = γ · [1 + λG] · (1 + εQ)
• GaussianG = exp
(−(rQ)2
)• Edgeworth expansion
G = exp(−(rQ)2
)·[1 + κ
3! H3(rQ)]
Gaussian if κ = 0 κ = 0.71± 0.06• symmetric Lévy
G = exp (−|rQ|α) , 0 < α ≤ 2α is index of stabilityGaussian if α = 2 α = 1.34± 0.04
Cannot accomodate the the dip of R2 inthe region 0.6 < Q < 1.5 GeV
L3, EPJC 71 (2011) 1648
Gauss Edgew LévyCL: 10−15 10−5 10−8
ISMD XLV p. 2
TauModel L3-Atlas anticor conclusion BACKUP
The τ -model
T.Csörgo, W.Kittel, W.J.Metzger, T.Novák, Phys.Lett.B663(2008)214T.Csörgo, J.Zimányi, Nucl.Phys.A517(1990)588
• Assume avg. production point is related to momentum:xµ(pµ) = a τpµ
where for 2-jet events, a = 1/mt
τ =
√t2 − r 2
z is the “longitudinal” proper timeand mt =
√E2 − p2
z is the “transverse” mass
• Let δ∆(xµ − xµ) be dist. of production points about their mean,and H(τ) the dist. of τ . Then the emission function is
S(x ,p) =∫∞
0 dτH(τ)δ∆(x − a τp)ρ1(p)
• In the plane-wave approx. F.B.Yano, S.E.Koonin, Phys.Lett.B78(1978)556.
ρ2(p1,p2) =∫
d4x1d4x2S(x1,p1)S(x2,p2)(1 + cos
([p1 − p2] [x1 − x2]
) )• Assume δ∆(xµ − xµ) is very narrow — a δ-function. Then
R2(p1,p2) = 1 + λReH(
a1Q2
2
)H(
a2Q2
2
), H(ω) =
∫dτH(τ) exp(iωτ)
ISMD XLV p. 3
TauModel L3-Atlas anticor conclusion BACKUP
BEC in the τ -model
• Assume a Lévy distribution for H(τ)Since no particle production before the interaction, H(τ) is one-sided.Characteristic function is
H(ω) = exp[− 1
2
(∆τ |ω|
)α (1− i sign(ω) tan(απ2
) )+ i ωτ0
], α 6= 1
where• α is the index of stability, 0 < α ≤ 2;• τ0 is the proper time of the onset of particle production;• ∆τ is a measure of the width of the distribution.
• Then, R2 depends on Q,a1,a2
R2(Q, a1, a2) = γ
{1 + λ cos
[τ0Q2(a1 + a2)
2+ tan
(απ2
)(∆τQ2
2
)αaα
1 + aα2
2
]· exp
[−(
∆τQ2
2
)αaα
1 + aα2
2
]}· (1 + εQ)
ISMD XLV p. 4
TauModel L3-Atlas anticor conclusion BACKUP
BEC in the τ -model
R2(Q, a1, a2) = γ{
1 + λ cos[τ0Q2(a1+a2)
2 + tan(απ2
) (∆τQ2
2
)α aα1 +aα22
]· exp
[−(
∆τQ2
2
)α aα1 +aα22
]}· (1 + εQ)
Simplification:
• effective radius, R, defined by R2α =(
∆τ2
)α aα1 +aα22
• Particle production begins immediately, τ0 = 0• Then
R2(Q) = γ[1 + λ cos
((RaQ)2α
)exp
(− (RQ)2α
)]· (1 + εQ)
where R2αa = tan
(απ2
)R2α
Compare to sym. Lévy parametrization:R2(Q) = γ
[1 + λ exp
(−|rQ| α
)](1 + εQ)
• R describes the BEC peak• Ra describes the anticorrelation dip• τ -model: both anticorrelation and BEC are related to ‘width’ ∆τ of H(τ)
ISMD XLV p. 5
TauModel L3-Atlas anticor conclusion BACKUP
2-jet Results on Simplified τ -model from L3 Z decayR2α
a = tan(απ2
)R2α
χ2/dof = 95/95Ra free
χ2/dof = 91/94
R2αa = tan
(απ2
)R2α agrees well with data L3, EPJC 71 (2011) 1648
ISMD XLV p. 6
TauModel L3-Atlas anticor conclusion BACKUP
3-jet Results on Simplified τ -model from L3 Z decayR2α
a = tan(απ2
)R2α
χ2/dof = 113/95CL = 10%
Ra freeχ2/dof = 84/94
R2αa = tan
(απ2
)R2α agrees less well with data L3, EPJC 71 (2011) 1648
ISMD XLV p. 7
TauModel L3-Atlas anticor conclusion BACKUP
BEC in e+e− and ppUse (mostly) simplified τ -modelwith τ0 = 0• L3: e+e− at
√s = MZ
• 0.8 · 106 events• Durham ycut = 0.006:
0.5 · 106 2-jet events0.3 · 106 > 2 jets, “3-jet”
• mixed event ref. sample
• ATLAS: pp at√
s = 7 TeVAstaloš thesis http://hdl.handle.net/2066/143448
• 107 min. bias events• |η| < 2.5• opposite hemisphere
ref. sample
Results are preliminary (unpublished)and not approved by the collaborations
BOSE-EINSTEIN CORRELATIONS
IN 7 TEV PROTON-PROTON COLLISIONS
IN THE ATLAS EXPERIMENT
Doctoral thesis
to obtain the degree of doctor
from Radboud University Nijmegen
on the authority of the Rector Magnificus prof. dr. Th.L.M. Engelen,
according to the decision of the Council of Deans
and
from Comenius University Bratislava
on the authority of the Rector Magnificus prof. RNDr. Karol Micieta, PhD.
to be defended in public on Wednesday, September 30, 2015
at 10:30 hrs
by
Róbert Astaloš
born on December 28, 1985
in Banská Bystrica, Slovakia
ISMD XLV p. 8
TauModel L3-Atlas anticor conclusion BACKUP
2-jet e+e− – All pp min. biasL3 2-jet
R2αa = tan
(απ2
)R2α
χ2/dof = 95/95
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
(Q)
2R
1
1.1
1.2
1.3
1.4
1.5
1.6
1.7 = 7 TeVsData 2010
2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p(a)
dataWF Gaussian fitWF Exponential fit
vy fiteWF LQO Gaussian fit
QO Exponential fitTau model fit
freea
Tau model fit, R
Q [GeV]
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
∈
30
20
10
0
10
Q [GeV]
0 0.05 0.1 0.15
(Q)
2R
1.1
1.2
1.3
1.4
1.5
1.6
1.7
(b)
Q [GeV]
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
(Q)
2R
0.98
0.985
0.99
0.995
1
1.005
1.01
(c)
anticorrelation region also in pp – only τ -model with Ra free describes itBEC peak best described by τ -model with Ra free and sym. LévyBEC peak next best described by a quantum optical exponential parametrizationand by τ -model χ2(Q ≤ 0.36) = 115, 116, 157, 186Only τ -model with Ra free describes entire range of Q
ISMD XLV p. 9
TauModel L3-Atlas anticor conclusion BACKUP
Multiplicity dependencee+e− simplified τ -model pp, various parametrizations
sym. Lévy
>ch
< n
0 20 40 60 80 100 120 140
R [fm
]
1
1.5
2
2.5
3
3.5
4
4.5
5 20 MeV≥ 100 MeV, Q ≥
Tp
quantum optical exp
>ch
< n
0 20 40 60 80 100 120 140
R [fm
]
0.5
1
1.5
2
2.5
20 MeV≥ 100 MeV, Q ≥ T
p
pp: shape of R vs. Nch nearly independent ofparametrizationpp: value of R is different – different meaning inparametrizationsshape in e+e− similar to ppdifferent ref. samples give similar shapesexcept ULS flattens at high Nch
exponential
>ch
< n
0 20 40 60 80 100
R [fm
]
1
1.5
2
2.5
3 20 MeV≥ 100 MeV, Q ≥
Tp
2ULS R
2ROT R
2OHP R
2MIX R
ISMD XLV p. 10
TauModel L3-Atlas anticor conclusion BACKUP
Dependence on kt = pt pair/2 = | ~pt1 + ~pt2|/2pp – conventional parametrizationsUn-Like Sign ref. sample
exponential
466 Page 10 of 25 Eur. Phys. J. C (2015) 75:466
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
λ
0
0.2
0.4
0.6
0.8
1
1.2
ATLAS pp 900 GeV
ATLAS pp 7 TeV
ATLAS pp 7 TeV HM
Exponential fit
Exponential fit
Exponential fit
ATLAS 5.2<|η 100 MeV, |≥T
p
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
R [fm
]
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
ATLAS pp 900 GeV
ATLAS pp 7 TeV
ATLAS pp 7 TeV HM
Exponential fit
Exponential fit
Exponential fit
STAR pp 200 GeV
1.8 TeVpE735 p
ATLAS 5.2<|η 100 MeV, |≥T
p
(a) (b)
Fig. 5 The kT dependence of the fitted parameters: a λ and b
R obtained from the exponential fit to two-particle double-ratio at√s =0.9, 7 and 7 TeV high-multiplicity events. The average transverse
momentum kT of the particle pairs is defined as kT = |pT,1 + pT,2|/2.
The solid, dashed and dash-dotted curves are results of the exponen-
tial fits for 0.9, 7 and 7 TeV high-multiplicity data, respectively. The
results are compared to the corresponding measurements by the E735
experiment at the Tevatron [80], and by the STAR experiment at RHIC
[81]. The error bars represent the quadratic sum of the statistical and
systematic uncertainties
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
λ
0.2
0.4
0.6
0.8
1
1.2
= 2 - 9ch n
= 10 - 24ch n
= 25 - 80ch n
= 81 - 125ch n
ATLAS = 7 TeVs
| < 2.5η 100 MeV, |≥T
p
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
R [fm
]
0
0.5
1
1.5
2
2.5
3
3.5
= 2 - 9ch n
= 10 - 24ch n
= 25 - 80ch n
= 81 - 125ch n
ATLAS = 7 TeVs
| < 2.5η 100 MeV, |≥T
p
(a) (b)
Fig. 6 The kT dependence of the fitted parameters: a λ and b R
obtained from the exponential fit to the two-particle double-ratio cor-
relation function R2(Q) at√
s = 7 TeV for the different multiplic-
ity regions: 2 ≤ nch ≤ 9 (circles), 10 ≤ nch ≤ 24 (squares),
25 ≤ nch ≤ 80 (triangles) and 81 ≤ nch ≤ 125 (inverted triangles).
The average transverse momentum kT of the particle pairs is defined as
kT = |pT,1 + pT,2|/2. The error bars represent the quadratic sum of
the statistical and systematic uncertainties
estimates the production and decay of the ω-meson in the Q
region of 0.3–0.44 GeV. This region is thus excluded from
the fit range for kT > 500 MeV bin results.
In the region most important for the BEC parameters, the
quality of the exponential fit is found to deteriorate as kT
increases. This is due to the fact that at large kT values, the
characteristic BEC peak becomes steeper than the exponen-
tial function can accommodate. Despite the deteriorating fit
quality, the behaviour of the fitted parameters is presented
for comparison with previous experiments.
The fit values of the λ and R parameters are shown in Fig. 5
as a function of kT. The values of both λ and R decrease with
increasing kT.
The decrease of λ with kT is well described by an expo-
nential function, λ(kT) = µ e−νkT . The kT dependence of the
R parameter is also found to follow an exponential decrease,
R(kT) = ξ e−κkT . The shapes of the kT dependence are sim-
ilar for the 7 TeV and the 7 TeV high-multiplicity data. The
results of the fits are presented in Table 2.
In Fig. 5b, the kT dependence of the R parameter is
compared to the measurements performed by the E735 [80]
and the STAR [81] experiments with mixed-event reference
samples. These earlier results were obtained from Gaus-
sian fits to the single-ratio correlation functions and there-
fore the values of the measured radius parameters are mul-
tiplied by√
π as discussed in Sect. 2.4. The values of the
123
ATLAS, Eur.Phys.J.C(2015)75:466
OHP ref. samplesym. Lévy
[MeV]Tk
0 200 400 600 800 1000
R [fm
]
2.5
3
3.5
4
4.5 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
optical exponential
[MeV]Tk
0 200 400 600 800 1000
R [fm
]
1.4
1.6
1.8
2
2.2
2.4
2.6
2.8 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
Astaloš thesis
• exponential parametrization:ULS ref. sample: R decreases with kt (all Nch)with other ref. samples, R is first constant, thenincreasing with kt
• other ‘classic parametrizations’: R increaseswith kt
exponential
[MeV]Tk
100 200 300 400 500 600 700 800 900R
[fm
]
1
1.5
2
2.5
3
3.5
4 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
2ULS R
2ROT R
2OHP R
2MIX R
ISMD XLV p. 11
TauModel L3-Atlas anticor conclusion BACKUP
kt = | ~pt1 + ~pt2|/2 dependence
simplified τ -model
e+e−, w.r.t. thrust axisRa constrained e+e−, Ra free
pp, w.r.t. beam directionRa free
[MeV]Tk
0 200 400 600 800 1000
R [fm
]
20
0
20
40
60
80
100 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
in e+e− dependence of R on kt depends on ‘jettiness’in e+e− 3-jet R decreases with kt.in e+e− 2-jet and in pp R first increases slightly and then falls with kt.kt dependence of R is dependent on parametrization and on ref. sample
ISMD XLV p. 12
TauModel L3-Atlas anticor conclusion BACKUP
Dependence on the Rapidity of the pair
e+e−, + thrust axis = hemisphere of jet with highest E qqg
• Rall y and Ry<−1increase with y23
• but Ry>1 constantwith y23
• 2-jet: Ry>1 = Ry<−1
Conclusion: Increase inR is mainly due to gluonR−1<y<1 > Ry>|1| for 2-jetgluon mini-jet in ‘2-jet sam-ple’?
ISMD XLV p. 13
TauModel L3-Atlas anticor conclusion BACKUP
Simplified τ -model in LCMS
In τ -model: R2Q2 =⇒ R2LQ2
L + R2sideQ
2side + R2
outQ2out
• RL constant with y23 Rside increases with y23
Conclusion: Increase in R is mainly due to increase in transverse planeAgrees with conclusion that increase is mainly due to harder gluon:Gluon makes event ‘fatter’
ISMD XLV p. 14
TauModel L3-Atlas anticor conclusion BACKUP
Effect of fit range
Besides ref. sample, another large systematic effect is the choice of fit range
0 1 2 3 4 5
(Q)
2R
1
1.1
1.2
1.3
1.4
1.5
1.6
1.7
= 7 TeVsData 2010
2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p(a)
data
2 GeV≤fit for Q
3 GeV≤fit for Q
4 GeV≤fit for Q
5 GeV≤fit for Q
Q [GeV]
0 1 2 3 4 5
∈
10
5
0
5
10
15
Using the opposite hemisphere ref. sample,and Exponential parametrization:
QU (GeV) Q excl. R (fm) λ2 - 2.02± 0.01 0.70± 0.013 - 2.28± 0.01 0.78± 0.014 0.5–3.0 2.30± 0.02 0.77± 0.015 0.5–4.0 2.29± 0.02 0.76± 0.01
Q [GeV]
0 0.05 0.1 0.15 0.2
(Q)
2R
1.1
1.2
1.3
1.4
1.5
1.6
1.7
(b)
Q [GeV]
0 1 2 3 4 5
(Q)
2R
0.98
0.985
0.99
0.995
1
1.005
1.01
(c)
QU = 2, 3: baseline tries to describeanticorrelationQU larger, with excluded regions canlead to stable results,but this is simply bricolageand it is a long extrapolationParametrization is just wrong
ISMD XLV p. 15
TauModel L3-Atlas anticor conclusion BACKUP
Effect of fit rangeBetter to use a parametrization that fits (better): τ -model with Ra freeand QU sufficiently beyond the anticorrelation regionUsing the opposite hemisphere ref. sample,
0 1 2 3 4 5
(Q)
2R
1
1.1
1.2
1.3
1.4
1.5
1.6
1.7
= 7 TeVsData 2010
2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p(a)
data
2 GeV≤fit for Q
3 GeV≤fit for Q
4 GeV≤fit for Q
5 GeV≤fit for Q
Q [GeV]
0 1 2 3 4 5
∈
6
4
2
0
2
4
6
8
Q [GeV]
0 0.05 0.1 0.15 0.2
(Q)
2R
1.1
1.2
1.3
1.4
1.5
1.6
1.7
(b)
Q [GeV]
0 1 2 3 4 5
(Q)
2R
0.98
0.985
0.99
0.995
1
1.005
1.01
(c)
QU 2 GeV 3 GeV 4 GeV 5 GeVα 0.108± 0.001 0.186± 0.005 0.235± 0.003 0.261± 0.003
R (fm) 17.8± 0.7 6.7± 0.5 4.1± 0.2 3.3± 0.1Ra (fm) 43.4± 1.2 3.0± 0.2 1.80± 0.04 1.52± 0.02λ 3.08± 0.05 1.91± 0.10 1.36± 0.05 1.15± 0.03
• much less dependent on fit range than other parametrizations• α quite different from e+e− 2-jet value of 0.41± 0.02+0.04
−0.06ISMD XLV p. 16
TauModel L3-Atlas anticor conclusion BACKUP
Anti-Correlation Region
In addition to L3 observation of anticorrelation in e+e− (Ecms = MZ),CMS has observed it in pp min. bias at 7 TeV JHEP 05 (2011) 29
Now it is also seen in ATLAS data (Astaloš thesis)
In addition to / Instead of the space-momentum correlation of the τ -model,anti-correlation can also be caused by the finite size of pions Białas, Zalewski
Detailed investigation of the anti-correlation may resolve this.
Use simplified τ -model, τ0 = 0 to investigate anticorrelation regionin e+e−: L3 data, 0.8 · 106 events,in pp: ATLAS data (Astaloš thesis) 107 events, |η| < 2.5
We compare fit results with Ra free, since they provide the best description ofthe anti-correlation dip.
ISMD XLV p. 17
TauModel L3-Atlas anticor conclusion BACKUP
Anti-Correlation Regione+e− jet dependence:
Going from narrow 2-jet to wide 3-jet,anticorrelation region becomes deeper and moves slightly lower in Q
ISMD XLV p. 18
TauModel L3-Atlas anticor conclusion BACKUP
Anti-Correlation Region – Multiplicity dependencee+e−2-jet (y J
23 < 0.023) pp min. bias
anticorrelation region is deeper and at higher Q in e+e− than in ppwith increasing N minimum moves to lower Q (effect is larger in pp than in e+e−)
and becomes less deep (also seen by CMS)ISMD XLV p. 19
TauModel L3-Atlas anticor conclusion BACKUP
Anti-Correlation Region – kt dependencee+e−2-jet (y J
23 < 0.023) pp min. bias
in e+e− anticorrelation region shows little or no dependence on ktin pp the depth decreases with ktbut the position of the minimum is approx. constant
ISMD XLV p. 20
TauModel L3-Atlas anticor conclusion BACKUP
Conclusions/Comments/Lessons1. τ -model
• τ -model is closely related to a string picture• strong x-p correlation• fractal - Lévy distribution
• BEC in pp (CMS, Astaloš ATLAS thesis) are described by simplified τ -model formulaOf all parametrizations tried, only τ -model with Ra free describes the data.
• suggests that BEC in pp is (mostly) from string fragmentation2. Ref. sample is important
• Comparison of results using different ref. samples is very problematic• Agreement among LHC expts. would facilitate comparisons, e.g.,
• central rapidity vs. forward rapidity• pp, pA, AA
3. Anticorrelation region is important• To study it
• Look beyond Q = 2 GeV – at least to 3, preferably to 4 or 5 GeV• Do not use Unlike-Sign ref. sample
• It depends on Nch, kt, jets. What else ?• Is space-momentum correlation, as in the τ -model, the correct explanation?
4. R depends on• in e+e−: Njets, Nch, kt, rapidity• in pp: Nch, kt.
Also on (mini)jets, rapidity, color reconnection, Nstrings, color ropes?ISMD XLV p. 21
TauModel L3-Atlas anticor conclusion BACKUP
ADDITIONAL MATERIAL
ISMD XLV p. 22
TauModel L3-Atlas anticor conclusion BACKUP
Quantum Optics parametrizations
In addition to ‘classic’ and τ -model parametrizations,Róbert Astaloš’s thesis includes fits of parametrizations based on a quantumoptical approach Weiner, Phys. Rep. 327 (2000) 249
• Gaussian
R2(Q) ∝ 1 + 2p(1− p) exp(−R2Q2) + p2 exp(−2R2Q2)
• Lorentzian in R, exponential in Q
R2(Q) ∝ 1 + 2p(1− p) exp(−RQ) + p2 exp(−2RQ)
p is the degree of chaoticity of the pion emissionNote that for p = λ = 1 these reduce to the ‘classical’ Gaussian and exponentialparametrizationsLike the ‘classical’ parametriazations, these parametrizations cannotaccomodate anticorrelation
ISMD XLV p. 23
TauModel L3-Atlas anticor conclusion BACKUP
Dependence on kt = pt pair/2 = | ~pt1 + ~pt2|/2pp – conventional parametrizationsUn-Like Sign ref. sample
exponential
The ATLAS Collaboration: Two-particle Bose–Einstein correlations 11
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
λ
0
0.2
0.4
0.6
0.8
1
1.2
ATLAS pp 900 GeV
ATLAS pp 7 TeVATLAS pp 7 TeV HM
Exponential fit
Exponential fit Exponential fit
ATLAS | < 2.5η 100 MeV, |≥T
p
(a)
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
R [f
m]
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
ATLAS pp 900 GeVATLAS pp 7 TeVATLAS pp 7 TeV HM
Exponential fit Exponential fit Exponential fit
STAR pp 200 GeV
1.8 TeVpE735 p
ATLAS | < 2.5η 100 MeV, |≥T
p
(b)
Fig. 5. The kT dependence of the fitted parameters (a) λ and (b) R obtained from the exponential fit to two-particle double-ratio at
√s =0.9 TeV, 7 TeV and 7 TeV high-multiplicity events. The average transverse momentum kT of the particle pairs is
defined as kT = |pT,1 +pT,2|/2. The solid, dashed and dash-dotted curves are results of the exponential fits at 0.9 TeV, 7 TeVand 7 TeV HMT, respectively. The results are compared to the corresponding measurements by the E735 experiment at theTevatron [69], and by the STAR experiment at RHIC [70]. The error bars represent the quadratic sum of the statistical andsystematic uncertainties.
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
λ
0.2
0.4
0.6
0.8
1
1.2
= 2 - 9ch n = 10 - 24ch n = 25 - 80ch n = 81 - 125ch n
ATLAS = 7 TeVs
| < 2.5η 100 MeV, |≥T
p
(a)
[GeV]Tk
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
R [f
m]
0
0.5
1
1.5
2
2.5
3
3.5
= 2 - 9ch n = 10 - 24ch n = 25 - 80ch n = 81 - 125ch n
ATLAS = 7 TeVs
| < 2.5η 100 MeV, |≥T
p
(b)
Fig. 6. The kT dependence of the fitted parameters (a) λ and (b) R obtained from the exponential fit to the two-particledouble-ratio correlation function R2(Q) at
√s = 7 TeV for the different multiplicity regions: 2 ≤ nch ≤ 9 (circles), 10 ≤ nch ≤ 24
(squares), 25 ≤ nch ≤ 80 (triangles) and 81 ≤ nch ≤ 125 (inverted triangles). The average transverse momentum kT of theparticle pairs is defined as kT = |pT,1 + pT,2|/2. The error bars represent the quadratic sum of the statistical and systematicuncertainties.
ATLAS, Arxiv.1502.07947v1
OHP ref. samplesym. Lévy
[MeV]Tk
0 200 400 600 800 1000
R [fm
]
2.5
3
3.5
4
4.5 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
optical exponential
[MeV]Tk
0 200 400 600 800 1000
R [fm
]
1.4
1.6
1.8
2
2.2
2.4
2.6
2.8 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
Astaloš thesis
Mix S. Padula, WPCF2014, ArXiv:1502.05757
(GeV)inv
Q0 0.5 1 1.5 2
Sin
gle
Rat
io
0.8
1
1.2
1.4
1.6
1.8
2
datamc
η∆Ref: Same Track Density in
CMS Preliminarypp@ 2.76 TeV
(GeV)inv
Q0 0.5 1 1.5 2
Dou
ble
Rat
io
0.8
1
1.2
1.4
1.6
1.8
2
Fit: Exponential
η∆Ref: Same Track Density in pp@ 2.76 TeV
CMS Preliminary
Figure 1: 1-D single ratios as a function of Qinv for data and Monte Carlo(Pythia 6-Z2 tune) from to pp collisions at 2.76 TeV are shown (left), as well asthe corresponding double ratio superimposed by the exponential fit (right).
(GeV)⟩T
k⟨0.2 0.3 0.4 0.5 0.6 0.7
λ
0
0.5
1
1.5
9≤Nch≤224≤Nch≤1079≤Nch≤25
CMS Preliminary [email protected] TeV
Fit:Exponential
7 TeV
(GeV)⟩T
k⟨0.2 0.3 0.4 0.5 0.6 0.7
(fm
)in
vR
0
1
2
3 9≤Nch≤224≤Nch≤1079≤Nch≤25
CMS Preliminary [email protected] TeV
Fit:Exponential
7 TeV
Figure 2: The fit parameters λ (left) and Rinv (right) from exponential fits tothe double ratios are shown in different Nch and kT bins, from pp collisionsat 2.76 and 7 TeV (full sample). The statistical uncertainties are indicated byerror bars (in some cases, smaller than the marker’s size), the systematic onesby empty (2.76 TeV data) or shaded boxes (7 TeV data).
⟩ch
N⟨0 5 10 15 20 25 30 35 40 45
(fm
)in
vR
0
0.5
1
1.5
2
2.5
CMS Preliminary
= 0.9 TeVsData -
= 0.9 TeVsFit -
= 7 TeVsData -
= 7 TeVsFit -
= 2.76 TeVsData -
= 2.76 TeVsFit -
= 7 TeVsData -
= 7 TeVsFit -
JHEP05(2011)029
⟩ch
N⟨5 10 15 20 25 30 35 40 45
∆
0
0.01
0.02
0.03
0.04
= 0.9 TeVs
= 7 TeVs
= 2.76 TeVs
= 7 TeVs
CMS Preliminary JHEP05(2011)029
Figure 3: Comparative plots with results in Ref. [4]. Left: Rinv versus < Nch >(acceptance and efficiency corrected), for pp collisions at 2.76 and 7 TeV (fit
curves are proportional to N1/3ch ). The inner error bars represent statistical
uncertainties and the outer ones, statistical and systematic uncertainties addedin quadrature. Right: The anticorrelation’s depth, ∆, versus < Nch >.
7
with ULS ref. sample, Rdecreases with kt (all Nch)with other ref. samples, Rincreases with kt
exponential
[MeV]Tk
100 200 300 400 500 600 700 800 900
R [fm
]1
1.5
2
2.5
3
3.5
4 2≥ ch
20 MeV, n≥ 100 MeV, Q ≥ T
p
2ULS R
2ROT R
2OHP R
2MIX R
ISMD XLV p. 24
TauModel L3-Atlas anticor conclusion BACKUP
Jets and Rapidityorder jets by energy: E1 > E2 > E3Note: thrust only defines axis |~nT|, not its direction.Choose positive thrust direction such that jet 1 is in positive thrust hemisphererapidity, yE, of particles fromjet 1, jet 2, jet 3: q
q
g
yD23 < 0.002 0.002 < yD
23 < 0.006 0.006 < yD23 < 0.018 0.018 < yD
23ID 10216
mkhists2_d00-02_data94.hst
yE
jet 1 3%gjet 2 8%gjet 3 89%g
0
2000
4000
6000
8000
10000
x 10
-6 -4 -2 0 2 4 6
ID 10216
mkhists2_d02-06_data94.hst
yE
jet 1 2%gjet 2 14%gjet 3 84%g
0
2000
4000
6000
8000
10000
x 10
-6 -4 -2 0 2 4 6
ID 10216
mkhists2_d06-18_data94.hst
yE
jet 1 3%gjet 2 22%gjet 3 74%g
0
2000
4000
6000
8000
10000
x 10
-6 -4 -2 0 2 4 6
ID 10216
mkhists_d18_data94.hst
yE
jet 1 9%gjet 2 27%gjet 3 64%g
0
2000
4000
6000
8000
10000
x 10
-6 -4 -2 0 2 4 6
• yE > 1 almost all jet 1 almost all quark• yE < −1 mostly jet 2, some jet 3 mostly quark• −1 < yE < 1 jet-3 enriched largely gluonISMD XLV p. 25
TauModel L3-Atlas anticor conclusion BACKUP
Simplified τ -model in LCMS
In τ -model: R2Q2 =⇒ R2LQ2
L + R2sideQ
2side + R2
outQ2out
• Durham, JADE agree• RL constant with y23 Rside increases with y23
Conclusion: Increase in R is mainly due to increase in transverse planeAgrees with conclusion that increase is mainly due to harder gluon:Gluon makes event ‘fatter’
ISMD XLV p. 26
TauModel L3-Atlas anticor conclusion BACKUP
Jets
Jets — JADE and Durham algorithms• force event to have 3 jets:
• normally stop combining when all ‘distances’between jets are > ycut
• instead, stop combining when there are only 3jets left
• y23 is the smallest ‘distance’ between any 2 ofthe 3 jets
• y23 is value of ycut where number of jetschanges from 2 to 3
log10(y23) Durham
IDEntries
6011 804574
mkhists_d06_data94.hst
0.00
2
0.00
6
0.01
8
0
5000
10000
15000
20000
25000
-4.5 -4 -3.5 -3 -2.5 -2 -1.5 -1 -0.5
define regions of yD23 (Durham):
yD23 < 0.002 narrow two-jet or
0.002 < yD23 < 0.006 less narrow two-jet yD
23 < 0.006 two-jet0.006 < yD
23 < 0.018 narrow three-jet 0.006 < yD23 three-jet
0.018 < yD23 wide three-jet
and similarly for y J23 (JADE): 0.009, 0.023, 0.056
ISMD XLV p. 27
TauModel L3-Atlas anticor conclusion BACKUP
Results from R2,√
s = MZ (Gaussian parametrization)
– correction for π purity increases λ– mixed ref. gives smaller λ, r than + – ref. – Average means little
ISMD XLV p. 28