Extracting $\hat{q}$ in event-by-event hydrodynamics and the centrality/energy puzzle
Carlota Andres, Nestor Armesto, Harri Niemi, Risto Paatelainen, Carlos, A. Salgado, Pia Zurita

TL;DR
This paper combines event-by-event hydrodynamics with jet quenching models to analyze high-$p_T$ particle suppression at RHIC and LHC, revealing a centrality-independent $K$-factor that measures deviations of $t$ from ideal estimates.
Contribution
It introduces a novel $K$-factor to quantify the deviation of $t$ from ideal estimates and applies it across different energies and centralities in heavy-ion collisions.
Findings
$K$-factor is larger at RHIC than LHC.
$K$-factor is nearly independent of collision centrality.
The analysis provides a unified description of high-$p_T$ suppression data.
Abstract
In our analysis, we combine event-by-event hydrodynamics, within the EKRT formulation, with jet quenching -ASW Quenching Weights- to obtain high- for charged particles at RHIC and LHC energies for different centralities. By defining a -factor that quantifies the departure of from an ideal estimate, , we fit the single-inclusive experimental data for charged particles. This -factor is larger at RHIC than at the LHC but, surprisingly, it is almost independent of the centrality of the collision.
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Extracting in event-by-event hydrodynamics and the centrality/energy puzzle
Carlota Andres
Nestor Armesto
Harri Niemi
Risto Paatelainen
Carlos A. Salgado
Pia Zurita
Departamento de Física de Partículas and IGFAE, Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain
Institut für Theoretische Physik, Johann Wolfgang Goethe-Universität, Max-von-Laue-Str. 1, D-60438 Frankfurt am Main, Germany
University of Jyvaskyla, Department of Physics, P.O.B. 35, FI-40014 University of Jyvaskyla, Finland
Physics Department, Brookhaven National Laboratory, Upton, NY 11973, USA
Abstract
In our analysis, we combine event-by-event hydrodynamics, within the EKRT formulation, with jet quenching -ASW Quenching Weights- to obtain high- for charged particles at RHIC and LHC energies for different centralities. By defining a -factor that quantifies the departure of from an ideal estimate, , we fit the single-inclusive experimental data for charged particles. This -factor is larger at RHIC than at the LHC but, surprisingly, it is almost independent of the centrality of the collision.
keywords:
jet quenching , event-by-event hydrodynamics , energy loss
††volume: 00
\journalname
Nuclear Physics A \runauth \jidnupha \jnltitlelogoNuclear Physics A
\dochead
1 Introduction
Jet quenching is a fruitful tool to extract medium parameters that characterize the quark-gluon plasma formed in high-energy nuclear collisions. We perform here an extraction of the parameter using RHIC and LHC data on the nuclear modification factor, , for single-inclusive particle production at high transverse momentum. The formalism of Quenching Weights [1, 2, 3], embedded in EKRT event-by-event (EbyE) hydrodynamic model of the medium [4], is used.
We define the jet quenching parameter , motivated by the ideal estimate [5], where is the energy density given by the EKRT hydrodynamic description. Our main conclusions are that this -factor is times larger for RHIC than for the LHC and, unexpectedly, it is not dependent on the centrality of the collision.
2 Jet quenching formalism
Our analysis is restricted to the simplest observable, the nuclear modification factor, , given by:
[TABLE]
hence, both the vacuum and the medium single-inclusive cross sections need to be calculated.
The cross section of a hadron at rapidity and transverse momentum can be described by
[TABLE]
where is the mass number of the nucleus, so for the vacuum cross section. are the PDFs, the partonic cross section and the fragmentation functions.
All these computations are done at NLO using the code [6], with the proton PDF set CTEQ6.6M [7] and DSS vacuum fragmentation functions [8]. The renormalization, fragmentation and factorization scales are taken as . For the medium cross section, EPS09 nPDFs [9] are used and the energy loss is absorbed in a redefinition of the fragmentation functions:
[TABLE]
where are the ASW Quenching Weights.
The Quenching Weights are the probability distribution of a fractional energy loss, , of the fast parton in the medium. They are based on two main assumptions: fragmentation functions are not medium-modified and gluon emissions are independent. These are good approximations for the total coherence case and for soft radiation [10, 11, 12]. Indeed, QW and rate equations are equivalent for soft radiation and no finite energy effects. In our study, the QW are used in the multiple soft approximation.
The quenching weights, , are dependent on two variables: and . These variables, can be obtained for a dynamic medium by [2]
[TABLE]
So, we only need to specify the relation between the local value of the transport coefficient at a given point of the trajectory and the hydrodynamic properties of the medium:
[TABLE]
where would correspond to the ideal QGP [5]. The local energy density is taken from the EKRT simulations [4].
3 EKRT hydrodynamics
We obtain the event-by-event space-time distribution of the local energy density by solving the relativistic hydrodynamic equations with EKRT initial state, with constant shear viscosity and starting time of viscous hydrodynamics fm [4]. In our previous analysis several smooth-averaged hydrodynamic simulations were used [13]. We show here that our current results are compatible with the previous ones.
There is an ambiguity on the definition of (5) for times smaller than the thermalization time . Nevertheless, as for the EKRT hydro is much smaller than for the smooth-averaged ones, the differences coming from the various extrapolations for times prior to thermalization are reduced. Hence, we consider here only one extrapolation:
[TABLE]
4 Results
We study the nuclear modification factor, , both at RHIC [14] and the LHC [15] at different centralities. We have performed a fit to the best value of for each energy and centrality. The uncertainty band is determined by . In the left panel of Fig. 1, we plot the different values of the K-parameter fitted to the PHENIX data [14]. The corresponding values for the LHC [15] are plotted in the right panels of the same figures.
First of all, the fitted value at RHIC confirms large corrections to the ideal case, while the corresponding one at the LHC is close to the unity. The -factor obtained is times larger for RHIC than for the LHC. Other groups [16] have found a factor . Second, the LHC results are constant except for the most peripheral collisions. Consequently, the fitted value of seems to be primarily dependent on the energy of the collision and not to depend on the centrality of the collision.
There is an overlap on typical temperatures (or energy densities) between semi-peripheral PbPb collisions at the LHC and central Au-Au at RHIC, however, the values of do not coincide. To illustrate this we show in Figure 2, the -factors obtained for different centralities and energies versus an energy density times formation time extracted from the experimental data using Bjorken estimates [17, 18].
5 Conclusions
We have performed an analysis of the single-inclusive suppression of high- particles as a function of centrality and the energy of the collision. A -factor is defined. This factor is fitted to the corresponding experimental data at RHIC and LHC for different centralities. The fitted value at the LHC is close to unity, while the one at RHIC confirms large corrections to the ideal case.
The centrality dependences at RHIC and the LHC separately are rather flat. Therefore, the change in the value of is not only due to the different temperature, as there is a large region of overlap between RHIC and the LHC for different centralities. That is, its value would not depend on local properties of the QGP as temperature, but on global collision variables such as the center of mass energy. This result was completely unexpected.
Our approach has various limitations that may affect the results. First, as we have already mentioned, the quenching weights are based on two assumptions which could fail if color coherence is broken. Multiple soft scattering approximation is used, where the perturbative tails of the distributions are neglected, which may enhance the energy loss. Collisional energy loss is also neglected in our formalism.
Acknowledgements
This research was supported by the European Research Council grant HotLHC ERC-2011-StG-279579; the People Programme (Marie Curie Actions) of the European Union’s Seventh Framework Programme FP7/2007-2013/ under REA grant agreement #318921 (NA); Ministerio de Ciencia e Innovación of Spain under project FPA2014-58293-C2-1-P and FEDER; Xunta de Galicia (Consellería de Educación) — the group is part of the Strategic Unit AGRUP2015/11. C. Andrés thanks the Spanish Ministery of Education, Culture and Sports for financial support (grant FPU2013-03558). H.N. has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement no. 655285.”
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