17–18 Jun 2024
Dresden
Europe/Berlin timezone

Bayesian Parameter Estimation for Relativistic Heavy-Ion Collisions: Phenomenology of Identified Particle Spectra

Not scheduled
1h 30m
Dresden

Dresden

INNSIDE Dresden Salzgasse 4 01067 Dresden

Speaker

Oleksandr Vitiuk (University of Wroclaw)

Description

The Zubarev approach of the non-equilibrium statistical operator [1] is used to account for the enhancement of the low-$p_T$ part of pion spectra by introducing an effective pion chemical potential [2]. This is an alternative to the explanation of the low-$p_T$ enhancement by resonance decays. We report on the first results obtained with a newly developed thermal particle generator that implements both mechanisms of low-$p_T$ enhancement. With the help of the principal component analysis and Gaussian processes emulators based surrogate model, Bayesian inference methods were applied for these scenarios to find the most probable sets of thermodynamic parameters at the freeze-out hypersurface for the case of the transverse momentum spectra of identified particles measured by the ALICE Collaboration.

References [1] D.N. Zubarev et al., Statistical Mechanics of Nonequilibrium Processes, Akademie Verlag Berlin (1996), vol. I; [2] D. Blaschke et al., Particles 3, 380–393 (2020)

Primary author

Oleksandr Vitiuk (University of Wroclaw)

Co-authors

Benjamin Donigus (Johann-Wolfgang-Goethe Univ.) David Blaschke Prof. Gerd Roepke

Presentation materials

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