Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions

16th International workshop on Advanced Computing and Analysis Techniques in physics research

物理学;计算机科学

Seixas, J.M.^1

Signal Processing Laboratory, UFRJ, Rio de Janeiro, RJ, Brazil^1

关键词: Acceptance criteria;    ATLAS experiment;    Chi-square tests;    Hadronic calorimeters;    Large Hadron collider LHC;    Optimal filter;    Quality factors;    Tile calorimeters;   

Others  :  https://iopscience.iop.org/article/10.1088/1742-6596/608/1/012044/pdf
DOI  :  10.1088/1742-6596/608/1/012044

学科分类：计算机科学（综合）

来源: IOP

【 摘 要 】

The Tile Calorimeter (TileCal) is the central section of the hadronic calorimeter of ATLAS experiment of the Large Hadron Collider (LHC) and has about 10,000 eletronic channels. An Optimal Filter (OF) has been used to estimate the energy sampled by the calorimeter and applies a Quality Factor (QF) for signal acceptance. An approach using Matched Filter (MF) has also been pursued. In order to cope with the luminosity rising foreseen for LHC operation upgrade, different algorithms have been developed. Currently, the OF measurement for signal acceptance is implemented through a chi-square test. At a low luminosity scenario, such QF measurement has been used as a way to describe how the acquired signal is compatible to the pulse shape pattern. However, at high-luminosity conditions, due to pile up, this QF acceptance is no longer possible when OF is employed, and the QF becomes a measurement to indicate whether the reconstructed signal suffers or not from pile up. Methods are being developed in order to recover the superimposed information, and the QF may be used again as signal acceptance criterion. In this work, a new QF measurement is introduced. It is based on divergence statistics, which measures the similarity of probability density functions.