A topological ML pipeline with a particle-level density filter recovers the intermittency index of a 5% CMC signal embedded in EPOS background in (eta, phi) space.
Intermittency study of charged particles generated in Pb-Pb collisions at $\sqrt{s_{\mathrm{NN}}}\text{= 2.76 TeV}$ using EPOS3
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abstract
Charged particle multiplicity fluctuations in Pb-Pb collisions are studied for the central events generated using EPOS3 (hydro and hydro+cascade) at $\sqrt{s_{\mathrm{NN}}}\text{ = 2.76 TeV}$. Intermittency analysis is performed in the mid-rapidity region in two-dimensional ($\eta$, $\phi$) phase space within the narrow transverse momentum ($p_\rm{{T}}$) bins in the low $p_\rm{{T}}$~region ($p_\rm{{T}}~\leq~1.0~GeV/\textit{c}$). Power-law scaling of the normalized factorial moments with the number of bins is not observed to be significant in any of the $p_\rm{{T}}$-bin. Scaling exponent $\nu$, deduced for a few $p_\rm{{T}}$ bins is greater than that of the value 1.304, predicted for the second order phase-transition by the Ginzburg-Landau theory. The link in the notions of fractality is also studied. Fractal dimensions, $D_{q}$ are observed to decrease with the order of the moment $q$ suggesting the multifractal nature of the particle generation in EPOS3.
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Topological analysis of scale-invariant spatial fluctuations in ultrarelativistic heavy-ion collisions
A topological ML pipeline with a particle-level density filter recovers the intermittency index of a 5% CMC signal embedded in EPOS background in (eta, phi) space.