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Global track finding algorithms

<!--HTML-->In high energy physics experiments the reconstruction of tracks of charged particles provides the core for the measurements of these particles' properties. Track finding algorithms can roughly be divided into two main categories: local and global. Local track finding algorithms...

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Autor principal: Neverov, Dmitry
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:http://cds.cern.ch/record/2665674
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author Neverov, Dmitry
author_facet Neverov, Dmitry
author_sort Neverov, Dmitry
collection CERN
description <!--HTML-->In high energy physics experiments the reconstruction of tracks of charged particles provides the core for the measurements of these particles' properties. Track finding algorithms can roughly be divided into two main categories: local and global. Local track finding algorithms try to link individual hits one by one while utilizing a variety of smart techniques to mitigate combinatorial complexity, whereas global track finding algorithms treat all hits simultaneously. In this lecture we will look into track finding algorithms in wire chambers that are performed on all hits at once. The search is done by converting individual hit parameters to a curve in a dual space using Legendre or Hough transform, with the intersection of multiple curves corresponding to a track compatible with given hits. Then, the problem of finding a track is translated to the problem of finding most densely populated regions in the dual space which can be done effectively and quickly by a quadtree search.
id cern-2665674
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2019
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spelling cern-26656742022-11-02T22:32:38Zhttp://cds.cern.ch/record/2665674engNeverov, DmitryGlobal track finding algorithmsInverted CERN School of Computing 2019Inverted CSC<!--HTML-->In high energy physics experiments the reconstruction of tracks of charged particles provides the core for the measurements of these particles' properties. Track finding algorithms can roughly be divided into two main categories: local and global. Local track finding algorithms try to link individual hits one by one while utilizing a variety of smart techniques to mitigate combinatorial complexity, whereas global track finding algorithms treat all hits simultaneously. In this lecture we will look into track finding algorithms in wire chambers that are performed on all hits at once. The search is done by converting individual hit parameters to a curve in a dual space using Legendre or Hough transform, with the intersection of multiple curves corresponding to a track compatible with given hits. Then, the problem of finding a track is translated to the problem of finding most densely populated regions in the dual space which can be done effectively and quickly by a quadtree search.oai:cds.cern.ch:26656742019
spellingShingle Inverted CSC
Neverov, Dmitry
Global track finding algorithms
title Global track finding algorithms
title_full Global track finding algorithms
title_fullStr Global track finding algorithms
title_full_unstemmed Global track finding algorithms
title_short Global track finding algorithms
title_sort global track finding algorithms
topic Inverted CSC
url http://cds.cern.ch/record/2665674
work_keys_str_mv AT neverovdmitry globaltrackfindingalgorithms
AT neverovdmitry invertedcernschoolofcomputing2019