@article{f7998b4e51d44c988a70dca74fbb70d1,
title = "Sensitivity of observables to coarse-graining size in heavy-ion collisions",
abstract = "An open question in the field of heavy-ion collisions is to what extent the size of initial inhomogeneities in the system affects measured observables. Here we present a method to smooth out these inhomogeneities with minimal effect on global properties, to quantify the effect of short-range features of the initial state. We show a comparison of hydrodynamic predictions with original and smoothened initial conditions for four models of initial conditions and various observables. Integrated observables (integrated vn, scaled vn distributions, normalized symmetric cumulants, event-plane correlations) as well as most differential observables [vn(pT)] show little dependence on the inhomogeneity sizes and instead are sensitive only to the largest-scale geometric structure. However, other differential observables such as the flow factorization ratio and subleading principal components are more sensitive to the granularity and could be a good tool to probe the short-scale dynamics of the initial stages of a heavy-ion collision, which are not currently well understood.",
author = "Gardim, {Fernando G.} and Fr{\'e}d{\'e}rique Grassi and Pedro Ishida and Matthew Luzum and Magalh{\~a}es, {Pablo S.} and Jacquelyn Noronha-Hostler",
note = "Funding Information: We thank J.-Y. Ollitrault for very helpful discussions on the PCA method. J.N.H. acknowledges the use of the Maxwell Cluster and the advanced support from the Center of Advanced Computing and Data Systems at the University of Houston. F.G. acknowledges support from Funda{\c c}{\~a}o de Amparo {\`a} Pesquisa do Estado de S{\~a}o Paulo (FAPESP Grants No. 2015/00011-8, No. 2015/50438-8, No. 2016/03274-2), USP-COFECUB (Grant No. Uc Ph 160-16 2015/13), Conselho Nacional de Desenvolvimento Cient{\'i}fico e Tecnol{\'o}gico (CNPq Grant No. 310141/2016-8), and project INCT-FNA Proc. No. 464898/2014-5. F.G.G. was supported by Conselho Nacional de Desenvolvimento Cient{\'i}fico e Tecnol{\'o}gico (CNPq Grants No. 449694/2014-3 and No. 312203/2015-2) and FAPEMIG (Grant No. APQ-02107-16). F.G.G. and P.M. acknowledge computing time provided on the PdCluster made available by L. F. R. Turci and E. Aguilar (Universidade de Federal de Alfenas/Po{\c c}os de Caldas). P.I. thanks support from Coordena{\c c}{\~a}o de Aperfei{\c c}oamento de Pessoal de N{\'i}vel Superior (CAPES). M.L. acknowledges support from FAPESP Projects No. 2016/24029-6 and No. 2017/05685-2, and project INCT-FNA Proc. No. 464898/2014-5. Publisher Copyright: {\textcopyright} 2018 American Physical Society.",
year = "2018",
month = jun,
day = "29",
doi = "10.1103/PhysRevC.97.064919",
language = "English (US)",
volume = "97",
journal = "Physical Review C",
issn = "2469-9985",
publisher = "American Physical Society",
number = "6",
}