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We present spectral functions extracted from Euclidean-time correlation functions by using sparse modeling. Sparse modeling is a method that solves inverse problems by considering only the sparseness of the solution we seek. To check…

High Energy Physics - Lattice · Physics 2024-11-01 Junichi Takahashi , Hiroshi Ohno , Akio Tomiya

We present our sparse modeling study to extract spectral functions from Euclidean-time correlation functions. In this study covariance between different Euclidean times of the correlation function is taken into account, which was not done…

High Energy Physics - Lattice · Physics 2023-11-28 Junichi Takahashi , Hiroshi Ohno , Akio Tomiya

We study charmonium correlators in pseudoscalar and vector channels at finite temperature using lattice QCD simulation in the quenched approximation. Anisotropic lattices are used in order to have sufficient numbers of degrees of freedom in…

High Energy Physics - Lattice · Physics 2011-09-13 Takashi Umeda , Kouji Nomura , Hideo Matsufuru

We present a Stochastic Optimization Method (SOM) for the reconstruction of the spectral functions (SPFs) from Euclidean correlation functions. In this approach the SPF is parameterized as a sum of randomly distributed boxes. By varying the…

High Energy Physics - Lattice · Physics 2015-10-14 Hai-Tao Shu , Heng-Tong Ding , Olaf Kaczmarek , Swagato Mukherjee , Hiroshi Ohno

We study the charmonium spectral functions at finite momentum and the dispersion relation of $\eta_c$ at finite temperature. For the analysis of the spectral function, we use an extended maximum entropy method (MEM). We perform the MEM…

High Energy Physics - Lattice · Physics 2014-12-02 A. Ikeda , M. Asakawa , M. Kitazawa

We study charmonium correlators at finite temperature using quenched lattice QCD simulations. Two analysis procedures are applied to extract information on the spectral function: the maximum entropy method, and the $\chi^2$ fit analyses…

High Energy Physics - Lattice · Physics 2017-08-23 Hideo Matsufuru , Takashi Umeda , Kouji Nomura

We study various aspects of extracting spectral information from time correlation functions of lattice QCD by means of Bayesian inference with an entropic prior, the maximum entropy method (MEM). Correlator functions of a heavy-light…

High Energy Physics - Lattice · Physics 2009-11-07 H. Rudolf Fiebig

We study charmonium correlators at finite temperature in quenched anisotropic lattice QCD. The smearing technique is applied to enhance the low energy part of the correlator. We use two analysis procedures: the maximum entropy method for…

High Energy Physics - Lattice · Physics 2009-11-07 K. Nomura , O. Miyamura , T. Umeda , H. Matsufuru

This paper discusses the charmonium and bottomonium correlators in the pseudoscalar channel and the corresponding spectral reconstruction on the lattice. The absence of a transport peak in the pseudoscalar channel spectral function allows…

High Energy Physics - Lattice · Physics 2023-07-13 Sajid Ali , Dibyendu Bala , Olaf Kaczmarek , Hai-Tao Shu , Tristan Ueding

In these lecture notes we will discuss recent progress in extracting spectral and transport properties from lattice QCD. We will focus on results of probes of the thermal QCD medium as well as transport coefficients which are important…

High Energy Physics - Lattice · Physics 2022-11-22 Olaf Kaczmarek , Hai-Tao Shu

The spectral functions of QCD can give us insight into properties of hadrons, and they are useful in probing the QCD vacuum. I will discuss the correlators and spectral functions of charmonium in high temperature two flavour QCD. The…

High Energy Physics - Lattice · Physics 2013-12-04 Aoife Kelly , Jon-Ivar Skullerud , Chris Allton , Dhagash Mehta , Mehmet B. Oktay

Lattice QCD studies on charmonium at finite temperature are presented After a discussion about problems for the Maximum Entropy Method applied to finite temperature lattice QCD, I show several results on charmonium spectral functions. The…

High Energy Physics - Lattice · Physics 2008-11-26 Takashi Umeda

In lattice QCD, the Maximum Entropy Method can be used to reconstruct spectral functions from euclidean correlators obtained in numerical simulations. We show that at finite temperature the most commonly used algorithm, employing Bryan's…

High Energy Physics - Lattice · Physics 2009-04-13 Gert Aarts , Chris Allton , Justin Foley , Simon Hands , Seyong Kim

We present a detailed study of the applications of two stochastic approaches, stochastic optimization method (SOM) and stochastic analytical inference (SAI), to extract spectral functions from Euclidean correlation functions. SOM has the…

High Energy Physics - Lattice · Physics 2018-05-30 Heng-Tong Ding , Olaf Kaczmarek , Swagato Mukherjee , Hiroshi Ohno , Hai-Tao Shu

First principle calculation of the QCD spectral functions (SPFs) based on the lattice QCD simulations is reviewed. Special emphasis is placed on the Bayesian inference theory and the Maximum Entropy Method (MEM), which is a useful tool to…

High Energy Physics - Lattice · Physics 2009-10-31 M. Asakawa , T. Hatsuda , Y. Nakahara

It is shown how to apply the Maximum Entropy Method (MEM) to numerical Dyson-Schwinger studies for the extraction of spectral functions of correlators from their corresponding Euclidean propagators. Differences to the application in lattice…

High Energy Physics - Phenomenology · Physics 2008-11-26 Dominik Nickel

We propose a method to evaluate spectral functions on the lattice based on a variational method. On a lattice with a finite spatial extent, spectral functions consist of discrete spectra only. Adopting a variational method, we calculate the…

High Energy Physics - Lattice · Physics 2011-11-15 H. Ohno , S. Aoki , S. Ejiri , K. Kanaya , Y. Maezawa , H. Saito , T. Umeda

We compute temporal correlators and spectral functions for light, open charm and charmonium mesons in the pseudoscalar and vector channel for a range of temperatures below and above the deconfinement transition. The study is carried out…

High Energy Physics - Lattice · Physics 2019-03-27 Ryan Quinn , Jonas Glesaaen , Alexander Rothkopf , Jon-Ivar Skullerud

The Maximum Entropy Method provides a Bayesian approach to reconstruct the spectral functions from discrete points in Euclidean time. The applicability of the approach at finite temperature is probed with the thermal meson correlation…

High Energy Physics - Lattice · Physics 2015-06-25 I. Wetzorke , F. Karsch , E. Laermann , P. Petreczky , S. Stickan

We study charmonium correlators and spectral functions in quenched QCD, using Clover improved Wilson fermions on very fine (0.015 fm) isotropic lattices at 0.75 Tc and 1.5 Tc. We use a new approach to distinguish the zero mode contribution…

High Energy Physics - Lattice · Physics 2010-11-05 H. -T. Ding , O. Kaczmarek , F. Karsch , H. Satz , W. Soeldner
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