The application of Hough transform for fast interaction vertex position estimation in heavy-ion collisions

Abstract Charged particle track reconstruction in silicon detectors of collider experiments in high-multiplicity events, such as heavy-ion collisions at LHC, is a difficult and resource-demanding process. The first phase of the procedure is the formation of seeds composed out of a few signals per track. A high number of actual particles results in a combinatorial explosion of the number of seeds. A priori knowledge of the collision vertex position would allow discarding non-viable track seeds early in the reconstruction procedure, reducing the overall computing requirements for the track reconstruction. The method proposed in this paper uses the Hough transform for estimating the position of the interaction vertex without the necessity of reconstructing the tracks first. It offers admissible resolution with linear scaling of numerical complexity with the multiplicity of tracks.

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Publication Details

Journal
Journal of Instrumentation
Published
2025-09-01
DOI
https://doi.org/10.1088/1748-0221/20/09/p09001
Primary Topic
Image and Object Detection Techniques
Type
article
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article

The application of Hough transform for fast interaction vertex position estimation in heavy-ion collisions

P. Balek, T. Bołd, Michal Naworyta
Journal of Instrumentation
Image and Object Detection Techniques
article

The application of Hough transform for fast interaction vertex position estimation in heavy-ion collisions

P. Balek, T. Bołd, Michal Naworyta
article en

Abstract

Abstract Charged particle track reconstruction in silicon detectors of collider experiments in high-multiplicity events, such as heavy-ion collisions at LHC, is a difficult and resource-demanding process. The first phase of the procedure is the formation of seeds composed out of a few signals per track. A high number of actual particles results in a combinatorial explosion of the number of seeds. A priori knowledge of the collision vertex position would allow discarding non-viable track seeds early in the reconstruction procedure, reducing the overall computing requirements for the track reconstruction. The method proposed in this paper uses the Hough transform for estimating the position of the interaction vertex without the necessity of reconstructing the tracks first. It offers admissible resolution with linear scaling of numerical complexity with the multiplicity of tracks.

Journal of InstrumentationVol. 20(09)
Jagiellonian University (PL), AGH University of Krakow (PL)
Openalex Percentile: Top 78%
Image and Object Detection Techniques
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