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Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC

The bremsstrahlung energy loss distribution of electrons propagating in matter is highly non Gaussian. Because the Kalman filter relies solely on Gaussian probability density functions, it might not be an optimal reconstruction algorithm for electron tracks. A Gaussian-sum filter (GSF) algorithm for...

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Detalles Bibliográficos
Autores principales: Adam, W., Fruhwirth, R., Strandlie, A., Todorov, T.
Lenguaje:eng
Publicado: 2003
Materias:
Acceso en línea:https://dx.doi.org/10.1088/0954-3899/31/9/N01
http://cds.cern.ch/record/687891
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author Adam, W.
Fruhwirth, R.
Strandlie, A.
Todorov, T.
author_facet Adam, W.
Fruhwirth, R.
Strandlie, A.
Todorov, T.
author_sort Adam, W.
collection CERN
description The bremsstrahlung energy loss distribution of electrons propagating in matter is highly non Gaussian. Because the Kalman filter relies solely on Gaussian probability density functions, it might not be an optimal reconstruction algorithm for electron tracks. A Gaussian-sum filter (GSF) algorithm for electron track reconstruction in the CMS tracker has therefore been developed. The basic idea is to model the bremsstrahlung energy loss distribution by a Gaussian mixture rather than a single Gaussian. It is shown that the GSF is able to improve the momentum resolution of electrons compared to the standard Kalman filter. The momentum resolution and the quality of the estimated error are studied with various types of mixture models of the energy loss distribution.
id cern-687891
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2003
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spelling cern-6878912019-09-30T06:29:59Zdoi:10.1088/0954-3899/31/9/N01http://cds.cern.ch/record/687891engAdam, W.Fruhwirth, R.Strandlie, A.Todorov, T.Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHCDetectors and Experimental TechniquesOther Fields of PhysicsThe bremsstrahlung energy loss distribution of electrons propagating in matter is highly non Gaussian. Because the Kalman filter relies solely on Gaussian probability density functions, it might not be an optimal reconstruction algorithm for electron tracks. A Gaussian-sum filter (GSF) algorithm for electron track reconstruction in the CMS tracker has therefore been developed. The basic idea is to model the bremsstrahlung energy loss distribution by a Gaussian mixture rather than a single Gaussian. It is shown that the GSF is able to improve the momentum resolution of electrons compared to the standard Kalman filter. The momentum resolution and the quality of the estimated error are studied with various types of mixture models of the energy loss distribution.The bremsstrahlung energy loss distribution of electrons propagating in matter is highly non Gaussian. Because the Kalman filter relies solely on Gaussian probability density functions, it might not be an optimal reconstruction algorithm for electron tracks. A Gaussian-sum filter (GSF) algorithm for electron track reconstruction in the CMS tracker has therefore been developed. The basic idea is to model the bremsstrahlung energy loss distribution by a Gaussian mixture rather than a single Gaussian. It is shown that the GSF is able to improve the momentum resolution of electrons compared to the standard Kalman filter. The momentum resolution and the quality of the estimated error are studied with various types of mixture models of the energy loss distribution.CHEP-2003-TULT009physics/0306087oai:cds.cern.ch:6878912003-06-02
spellingShingle Detectors and Experimental Techniques
Other Fields of Physics
Adam, W.
Fruhwirth, R.
Strandlie, A.
Todorov, T.
Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC
title Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC
title_full Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC
title_fullStr Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC
title_full_unstemmed Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC
title_short Reconstruction of Electrons with the Gaussian-Sum Filter in the CMS traker at LHC
title_sort reconstruction of electrons with the gaussian-sum filter in the cms traker at lhc
topic Detectors and Experimental Techniques
Other Fields of Physics
url https://dx.doi.org/10.1088/0954-3899/31/9/N01
http://cds.cern.ch/record/687891
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AT strandliea reconstructionofelectronswiththegaussiansumfilterinthecmstrakeratlhc
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