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Particle Track Estimation
In this report, we formulate the problem of reconstructing charged particles using hits from a detector, and we assess the performance of the Hough Transform algorithm, which was implemented from scratch. A comparison is made with the results from both the ideal and realistic datasets and Machine L...
Autor principal: | |
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Lenguaje: | eng |
Publicado: |
2021
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/2781412 |
Sumario: | In this report, we formulate the problem of reconstructing charged particles using hits from a detector, and we assess the performance of the Hough Transform algorithm, which was implemented from scratch. A comparison is made with the results from both the ideal and realistic datasets and Machine Learning based methods are discussed in order to enhance our predictions, thus setting a strong baseline for the solution of this problem. |
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