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arXiv:2112.04201·v1·High Energy Physics — Lattice

A comparison of spectral reconstruction methods applied to non-zero temperature NRQCD meson correlation functions

Thomas Spriggs🇬🇧 · Gert Aarts🇬🇧 · Chris Allton🇬🇧 · Timothy Burns🇬🇧 · Rachel Horohan D'Arcy🇮🇪 · Benjamin Jäger🇩🇰 · Seyong Kim🇰🇷 · Maria-Paola Lombardo🇮🇹 · Sam Offler🇬🇧 · Ben Page🇬🇧 · Sinead M. Ryan🇮🇪 · Jon-Ivar Skullerud🇮🇪

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Abstract

We present results from the fastsum collaboration's programme to determine the spectrum of the bottomonium system as a function of temperature. Three different methods of extracting spectral information are discussed: a Maximum Likelihood approach using a Gaussian spectral function for the ground state, the Backus Gilbert method, and the Kernel Ridge Regression machine learning procedure. We employ the fastsum anisotropic lattices with 2+1 dynamical quark flavours, with temperatures ranging from 47 to 375 MeV.

Comments: 8 pages, 4 figures. Presented at A Virtual Tribute to Quark Confinement and the Hadron Spectrum, August 2-6 2021, University of Stavanger, Stavanger, Norway

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