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A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector

This note describes new techniques for the reconstruction/validation and the simulation of pixel hits. The techniques are based upon the use of pre-computed projected cluster shapes or ``templates''. A detailed simulation called Pixelav that has successfully described the profiles of clust...

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Detalles Bibliográficos
Autores principales: Swartz, M, Fehling, D, Giurgiu, G, Maksimovic, P, Chiochia, V
Lenguaje:eng
Publicado: 2007
Materias:
Acceso en línea:https://dx.doi.org/10.22323/1.057.0035
http://cds.cern.ch/record/1073691
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author Swartz, M
Fehling, D
Giurgiu, G
Maksimovic, P
Chiochia, V
author_facet Swartz, M
Fehling, D
Giurgiu, G
Maksimovic, P
Chiochia, V
author_sort Swartz, M
collection CERN
description This note describes new techniques for the reconstruction/validation and the simulation of pixel hits. The techniques are based upon the use of pre-computed projected cluster shapes or ``templates''. A detailed simulation called Pixelav that has successfully described the profiles of clusters measured in beam tests of radiation-damaged sensors is used to generate the templates. Although the reconstruction technique was originally developed to optimally estimate the coordinates of hits after the detector became radiation damaged, it also has superior performance before irradiation. The technique requires a priori knowledge of the track angle which makes it suitable for the second in a two-pass reconstruction algorithm. However, the same modest angle sensitivity allows the algorithm to determine if the sizes and shapes of the cluster projections are consistent with the input angles. This information may be useful in suppressing spurious hits caused by secondary particles and in validating seeds used in track finding. The seed validation is currently under study but has the potential to significantly increase the speed of track finding in the offline reconstruction. Finally, a new procedure that uses the templates to re-weight clusters generated by the CMSSW simulation is described. The first tests of this technique are encouraging and when fully implemented, the technique will enable the fast simulation of pixel hits that have the characteristics of the much more CPU-intensive Pixelav hits. In particular, it may be the only practical technique available to simulate hits from a radiation damaged detector in CMSSW.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2007
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spelling cern-10736912019-09-30T06:29:59Zdoi:10.22323/1.057.0035http://cds.cern.ch/record/1073691engSwartz, MFehling, DGiurgiu, GMaksimovic, PChiochia, VA new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel DetectorDetectors and Experimental TechniquesThis note describes new techniques for the reconstruction/validation and the simulation of pixel hits. The techniques are based upon the use of pre-computed projected cluster shapes or ``templates''. A detailed simulation called Pixelav that has successfully described the profiles of clusters measured in beam tests of radiation-damaged sensors is used to generate the templates. Although the reconstruction technique was originally developed to optimally estimate the coordinates of hits after the detector became radiation damaged, it also has superior performance before irradiation. The technique requires a priori knowledge of the track angle which makes it suitable for the second in a two-pass reconstruction algorithm. However, the same modest angle sensitivity allows the algorithm to determine if the sizes and shapes of the cluster projections are consistent with the input angles. This information may be useful in suppressing spurious hits caused by secondary particles and in validating seeds used in track finding. The seed validation is currently under study but has the potential to significantly increase the speed of track finding in the offline reconstruction. Finally, a new procedure that uses the templates to re-weight clusters generated by the CMSSW simulation is described. The first tests of this technique are encouraging and when fully implemented, the technique will enable the fast simulation of pixel hits that have the characteristics of the much more CPU-intensive Pixelav hits. In particular, it may be the only practical technique available to simulate hits from a radiation damaged detector in CMSSW.CMS-NOTE-2007-033oai:cds.cern.ch:10736912007-07-16
spellingShingle Detectors and Experimental Techniques
Swartz, M
Fehling, D
Giurgiu, G
Maksimovic, P
Chiochia, V
A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector
title A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector
title_full A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector
title_fullStr A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector
title_full_unstemmed A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector
title_short A new technique for the reconstruction, validation, and simulation of hits in the CMS Pixel Detector
title_sort new technique for the reconstruction, validation, and simulation of hits in the cms pixel detector
topic Detectors and Experimental Techniques
url https://dx.doi.org/10.22323/1.057.0035
http://cds.cern.ch/record/1073691
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