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The TileCal Online Energy Estimation for the Next LHC Operation Period
This work presents a study on the TileCal online energy estimation for the next LHC operation period (Run2). Due to hardware limitation, the algorithm that performs the online energy estimation must remain based on the linear and fast Optimal Filter (OF) technique, which envisages the use of the bac...
Autores principales: | , , , |
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Lenguaje: | eng |
Publicado: |
2014
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/1954325 |
_version_ | 1780944412105244672 |
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author | Peralva, B S Filho, L M A Cerqueira, A S Seixas, J M |
author_facet | Peralva, B S Filho, L M A Cerqueira, A S Seixas, J M |
author_sort | Peralva, B S |
collection | CERN |
description | This work presents a study on the TileCal online energy estimation for the next LHC operation period (Run2). Due to hardware limitation, the algorithm that performs the online energy estimation must remain based on the linear and fast Optimal Filter (OF) technique, which envisages the use of the background covariance matrix in its design. During Run1, TileCal made use of an identity matrix to describe and the background covariance matrix, which showed to be a reasonable approximation for the low luminosity scenario. Under such conditions, the background for most of its cells comprised mainly electronic noise which can be approximated as a uncorrelated Gaussian process. However, as the pile-up introduces a non-Gaussian component to the background, the OF method presents larger variance and it becomes biased. The use of the background covariance matrix in the design of the OF weights is expected to improve the energy estimation performance. The results for the scenario considered show that for high occupancy cells, an improvement of 60% in terms of estimation error is achieved by replacing the identity matrix to the background covariance matrix. |
id | cern-1954325 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2014 |
record_format | invenio |
spelling | cern-19543252019-09-30T06:29:59Zhttp://cds.cern.ch/record/1954325engPeralva, B SFilho, L M ACerqueira, A SSeixas, J MThe TileCal Online Energy Estimation for the Next LHC Operation PeriodParticle Physics - ExperimentThis work presents a study on the TileCal online energy estimation for the next LHC operation period (Run2). Due to hardware limitation, the algorithm that performs the online energy estimation must remain based on the linear and fast Optimal Filter (OF) technique, which envisages the use of the background covariance matrix in its design. During Run1, TileCal made use of an identity matrix to describe and the background covariance matrix, which showed to be a reasonable approximation for the low luminosity scenario. Under such conditions, the background for most of its cells comprised mainly electronic noise which can be approximated as a uncorrelated Gaussian process. However, as the pile-up introduces a non-Gaussian component to the background, the OF method presents larger variance and it becomes biased. The use of the background covariance matrix in the design of the OF weights is expected to improve the energy estimation performance. The results for the scenario considered show that for high occupancy cells, an improvement of 60% in terms of estimation error is achieved by replacing the identity matrix to the background covariance matrix.ATL-TILECAL-PROC-2014-019oai:cds.cern.ch:19543252014-10-10 |
spellingShingle | Particle Physics - Experiment Peralva, B S Filho, L M A Cerqueira, A S Seixas, J M The TileCal Online Energy Estimation for the Next LHC Operation Period |
title | The TileCal Online Energy Estimation for the Next LHC Operation Period |
title_full | The TileCal Online Energy Estimation for the Next LHC Operation Period |
title_fullStr | The TileCal Online Energy Estimation for the Next LHC Operation Period |
title_full_unstemmed | The TileCal Online Energy Estimation for the Next LHC Operation Period |
title_short | The TileCal Online Energy Estimation for the Next LHC Operation Period |
title_sort | tilecal online energy estimation for the next lhc operation period |
topic | Particle Physics - Experiment |
url | http://cds.cern.ch/record/1954325 |
work_keys_str_mv | AT peralvabs thetilecalonlineenergyestimationforthenextlhcoperationperiod AT filholma thetilecalonlineenergyestimationforthenextlhcoperationperiod AT cerqueiraas thetilecalonlineenergyestimationforthenextlhcoperationperiod AT seixasjm thetilecalonlineenergyestimationforthenextlhcoperationperiod AT peralvabs tilecalonlineenergyestimationforthenextlhcoperationperiod AT filholma tilecalonlineenergyestimationforthenextlhcoperationperiod AT cerqueiraas tilecalonlineenergyestimationforthenextlhcoperationperiod AT seixasjm tilecalonlineenergyestimationforthenextlhcoperationperiod |