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Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions

The Tile Calorimeter (TileCal) is the central section of the hadronic calorimeter of ATLAS experiment 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 u...

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Autores principales: Balabram, LE, Seixas, JM, Filho, LM
Lenguaje:eng
Publicado: 2014
Materias:
Acceso en línea:http://cds.cern.ch/record/1753182
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author Balabram, LE
Seixas, JM
Filho, LM
author_facet Balabram, LE
Seixas, JM
Filho, LM
author_sort Balabram, LE
collection CERN
description The Tile Calorimeter (TileCal) is the central section of the hadronic calorimeter of ATLAS experiment 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. Among them, the Constrained Optimal Filter (COF) is showing good capacity in handling such luminosity rise by using a deconvolution technique, which revocers physics signals from out of time pile up. When pile up noise is low, COF switches to MF estimator for optimal performance. Currently, the OF measure for signal acceptance is implemented through a chi-square test. At a low-muninosity scenario, such QF measure has been used as a way to describe how the acquired singal is compatible to the pulse shape pattern. However, at high-luminosity conditions, due to pile up, this QF acceptance is no longer possiblev when OF is employed, and the QF becomes a parameter to indicate whether the reconstructed signal suffers or not from pile up. As COF recovers the original pulse shape, the QF may be used again as signal acceptance index. In this work, a new QF measure is introduced. It is based on divergence statistics, which measures the similarity of probability density functions. The analysis of QF measures in deconvolved pulses is performed and the chi-square measure is compared to the divergence index. Results are shown for high-luminosity Monte Carlo data.
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language eng
publishDate 2014
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spelling cern-17531822019-09-30T06:29:59Zhttp://cds.cern.ch/record/1753182engBalabram, LESeixas, JMFilho, LMQuality Factor for the Hadronic Calorimeter in High Luminosity ConditionsParticle Physics - ExperimentThe Tile Calorimeter (TileCal) is the central section of the hadronic calorimeter of ATLAS experiment 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. Among them, the Constrained Optimal Filter (COF) is showing good capacity in handling such luminosity rise by using a deconvolution technique, which revocers physics signals from out of time pile up. When pile up noise is low, COF switches to MF estimator for optimal performance. Currently, the OF measure for signal acceptance is implemented through a chi-square test. At a low-muninosity scenario, such QF measure has been used as a way to describe how the acquired singal is compatible to the pulse shape pattern. However, at high-luminosity conditions, due to pile up, this QF acceptance is no longer possiblev when OF is employed, and the QF becomes a parameter to indicate whether the reconstructed signal suffers or not from pile up. As COF recovers the original pulse shape, the QF may be used again as signal acceptance index. In this work, a new QF measure is introduced. It is based on divergence statistics, which measures the similarity of probability density functions. The analysis of QF measures in deconvolved pulses is performed and the chi-square measure is compared to the divergence index. Results are shown for high-luminosity Monte Carlo data.ATL-TILECAL-SLIDE-2014-578oai:cds.cern.ch:17531822014-09-02
spellingShingle Particle Physics - Experiment
Balabram, LE
Seixas, JM
Filho, LM
Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions
title Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions
title_full Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions
title_fullStr Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions
title_full_unstemmed Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions
title_short Quality Factor for the Hadronic Calorimeter in High Luminosity Conditions
title_sort quality factor for the hadronic calorimeter in high luminosity conditions
topic Particle Physics - Experiment
url http://cds.cern.ch/record/1753182
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AT seixasjm qualityfactorforthehadroniccalorimeterinhighluminosityconditions
AT filholm qualityfactorforthehadroniccalorimeterinhighluminosityconditions