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Kalman Filter Track Fits and Track Breakpoint Analysis

We give an overview of track fitting using the Kalman filter method in the NOMAD detector at CERN, and emphasize how the wealth of by-product information can be used to analyze track breakpoints (discontinuities in track parameters caused by scattering, decay, etc.). After reviewing how this informa...

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Detalles Bibliográficos
Autores principales: Astier, Pierre, Cardini, A, Cousins, R D, Letessier-Selvon, A A, Popov, B A, Vinogradova, T G
Lenguaje:eng
Publicado: 2000
Materias:
Acceso en línea:https://dx.doi.org/10.1016/S0168-9002(00)00154-6
http://cds.cern.ch/record/412374
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author Astier, Pierre
Cardini, A
Cousins, R D
Letessier-Selvon, A A
Popov, B A
Vinogradova, T G
author_facet Astier, Pierre
Cardini, A
Cousins, R D
Letessier-Selvon, A A
Popov, B A
Vinogradova, T G
author_sort Astier, Pierre
collection CERN
description We give an overview of track fitting using the Kalman filter method in the NOMAD detector at CERN, and emphasize how the wealth of by-product information can be used to analyze track breakpoints (discontinuities in track parameters caused by scattering, decay, etc.). After reviewing how this information has been previously exploited by others, we describe extensions which add power to breakpoint detection and characterization. We show how complete fits to the entire track, with breakpoint parameters added, can be easily obtained from the information from unbroken fits. Tests inspired by the Fisher F-test can then be used to judge breakpoints. Signed quantities (such as change in momentum at the breakpoint) can supplement unsigned quantities such as the various chisquares. We illustrate the method with electrons from real data, and with Monte Carlo simulations of pion decays.
id cern-412374
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2000
record_format invenio
spelling cern-4123742019-09-30T06:29:59Zdoi:10.1016/S0168-9002(00)00154-6http://cds.cern.ch/record/412374engAstier, PierreCardini, ACousins, R DLetessier-Selvon, A APopov, B AVinogradova, T GKalman Filter Track Fits and Track Breakpoint AnalysisDetectors and Experimental TechniquesWe give an overview of track fitting using the Kalman filter method in the NOMAD detector at CERN, and emphasize how the wealth of by-product information can be used to analyze track breakpoints (discontinuities in track parameters caused by scattering, decay, etc.). After reviewing how this information has been previously exploited by others, we describe extensions which add power to breakpoint detection and characterization. We show how complete fits to the entire track, with breakpoint parameters added, can be easily obtained from the information from unbroken fits. Tests inspired by the Fisher F-test can then be used to judge breakpoints. Signed quantities (such as change in momentum at the breakpoint) can supplement unsigned quantities such as the various chisquares. We illustrate the method with electrons from real data, and with Monte Carlo simulations of pion decays.physics/9912034oai:cds.cern.ch:4123742000
spellingShingle Detectors and Experimental Techniques
Astier, Pierre
Cardini, A
Cousins, R D
Letessier-Selvon, A A
Popov, B A
Vinogradova, T G
Kalman Filter Track Fits and Track Breakpoint Analysis
title Kalman Filter Track Fits and Track Breakpoint Analysis
title_full Kalman Filter Track Fits and Track Breakpoint Analysis
title_fullStr Kalman Filter Track Fits and Track Breakpoint Analysis
title_full_unstemmed Kalman Filter Track Fits and Track Breakpoint Analysis
title_short Kalman Filter Track Fits and Track Breakpoint Analysis
title_sort kalman filter track fits and track breakpoint analysis
topic Detectors and Experimental Techniques
url https://dx.doi.org/10.1016/S0168-9002(00)00154-6
http://cds.cern.ch/record/412374
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