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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...
Autores principales: | , , , , , |
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Lenguaje: | eng |
Publicado: |
2000
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1016/S0168-9002(00)00154-6 http://cds.cern.ch/record/412374 |
_version_ | 1780894671556313088 |
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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 |
work_keys_str_mv | AT astierpierre kalmanfiltertrackfitsandtrackbreakpointanalysis AT cardinia kalmanfiltertrackfitsandtrackbreakpointanalysis AT cousinsrd kalmanfiltertrackfitsandtrackbreakpointanalysis AT letessierselvonaa kalmanfiltertrackfitsandtrackbreakpointanalysis AT popovba kalmanfiltertrackfitsandtrackbreakpointanalysis AT vinogradovatg kalmanfiltertrackfitsandtrackbreakpointanalysis |