Autor: |
Ferenc Siklér |
Jazyk: |
angličtina |
Rok vydání: |
2019 |
Předmět: |
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Zdroj: |
Universe, Vol 5, Iss 5, p 105 (2019) |
Druh dokumentu: |
article |
ISSN: |
2218-1997 |
DOI: |
10.3390/universe5050105 |
Popis: |
A novel combination of data analysis techniques is introduced for the reconstruction of primary charged particles and of daughters of photon conversions, created in high energy collisions. Instead of performing a classical trajectory building or an image transformation, efficient use of both local and global information is undertaken while keeping competing choices open. The measured hits in silicon-based tracking detectors are clustered with the help of a k-medians clustering. It proceeds by alternating between the hit-to-track assignment and the track-fit update steps, until convergence. The clustering is complemented with the possibility of adding new track hypotheses or removing unnecessary ones. A simplified model of a silicon tracker is employed to test the performance of the proposed method, showing good efficiency and purity characteristics. |
Databáze: |
Directory of Open Access Journals |
Externí odkaz: |
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