| Article | |
| Report number | arXiv:2004.02972 ; CALICE-PUB-2020-001 |
| Title | Particle Identification Using Boosted Decision Trees in the Semi-Digital Hadronic Calorimeter Prototype |
| Author(s) |
Boumediene, D. (Clermont-Ferrand U.) ; Pingault, A. (Gent U.) ; Tytgat, M. (Gent U.) ; Bilki, B. (Iowa U.) ; Northacker, D. (Iowa U.) ; Onel, Y. (Iowa U.) ; Cho, G. (Gangneung-Wonju Natl. U.) ; Kim, D.W. (Gangneung-Wonju Natl. U.) ; Lee, S.C. (Gangneung-Wonju Natl. U.) ; Park, W. (Gangneung-Wonju Natl. U.) ; Vallecorsa, S. (Gangneung-Wonju Natl. U.) ; Deguchi, Y. (Kyushu U.) ; Kawagoe, K. (Kyushu U.) ; Miura, Y. (Kyushu U.) ; Mori, R. (Kyushu U.) ; Sekiya, I. (Kyushu U.) ; Suehara, T. (Kyushu U.) ; Yoshioka, T. (Kyushu U.) ; Caponetto, L. (IP2I, Lyon) ; Combaret, C. (IP2I, Lyon) ; Ete, R. (IP2I, Lyon) ; Garillot, G. (IP2I, Lyon) ; Grenier, G. (IP2I, Lyon) ; Ianigro, J.C. (IP2I, Lyon) ; Kurca, T. (IP2I, Lyon) ; Laktineh, I. (IP2I, Lyon) ; Liu, B. (IP2I, Lyon ; Tsung-Dao Lee Inst., Shanghai) ; Li, B. (IP2I, Lyon) ; Lumb, N. (IP2I, Lyon) ; Mathez, H. (IP2I, Lyon) ; Mirabito, L. (IP2I, Lyon) ; Steen, A. (IP2I, Lyon) ; Calvo Alamillo, E. (Madrid, CIEMAT) ; Fouz, M.C. (Madrid, CIEMAT) ; Marin, J. (Madrid, CIEMAT) ; Navarrete, J. (Madrid, CIEMAT) ; Puerta Pelayo, J. (Madrid, CIEMAT) ; Verdugo, A. (Madrid, CIEMAT) ; Corriveau, F. (McGill U.) ; Freund, B. ; Chadeeva, M. (Lebedev Inst.) ; Danilov, M. (Lebedev Inst.) ; Emberger, L. (Munich, Max Planck Inst.) ; Graf, C. (Munich, Max Planck Inst.) ; de Silva, L.M.S. (Munich, Max Planck Inst.) ; Simon, F. (Munich, Max Planck Inst.) ; Winter, C. (Munich, Max Planck Inst.) ; Bonis, J. (IJCLab, Orsay) ; Breton, D. (IJCLab, Orsay) ; Cornebise, P. (IJCLab, Orsay) ; Gallas, A. (IJCLab, Orsay) ; Jeglot, J. (IJCLab, Orsay) ; Irles, A. (IJCLab, Orsay) ; Maalmi, J. (IJCLab, Orsay) ; Pöschl, R. (IJCLab, Orsay) ; Thiebault, A. (IJCLab, Orsay) ; Richard, F. (IJCLab, Orsay) ; Zerwas, D. (IJCLab, Orsay) ; Anduze, M. (Ecole Polytechnique) ; Balagura, V. (Ecole Polytechnique) ; Boudry, V. (Ecole Polytechnique) ; Brient, J.C. (Ecole Polytechnique) ; Edy, E. (Ecole Polytechnique) ; Gastaldi, F. (Ecole Polytechnique) ; Guillaumat, R. (Ecole Polytechnique) ; Magniette, F. (Ecole Polytechnique) ; Nanni, J. (Ecole Polytechnique) ; Videau, H. (Ecole Polytechnique) ; Callier, S. (Ec. Polytech., OMEGA) ; Dulucq, F. (Ec. Polytech., OMEGA) ; de la Taille, Ch. (Ec. Polytech., OMEGA) ; Martin-Chassard, G. (Ec. Polytech., OMEGA) ; Raux, L. (Ec. Polytech., OMEGA) ; Seguin-Moreau, N. (Ec. Polytech., OMEGA) ; Cvach, J. (Prague, Inst. Phys.) ; Janata, M. (Prague, Inst. Phys.) ; Kovalcuk, M. (Prague, Inst. Phys.) ; Kvasnicka, J. (Prague, Inst. Phys.) ; Polak, I. (Prague, Inst. Phys.) ; Smolik, J. (Prague, Inst. Phys.) ; Vrba, V. (Prague, Inst. Phys.) ; Zalesak, J. (Prague, Inst. Phys.) ; Zuklin, J. (Prague, Inst. Phys.) ; Duan, Y.Y. (Shanghai Jiaotong U. ; Tsung-Dao Lee Inst., Shanghai) ; Li, S. (Shanghai Jiaotong U. ; Tsung-Dao Lee Inst., Shanghai) ; Guo, J. (Tsung-Dao Lee Inst., Shanghai) ; Hu, J.F. (Shanghai Jiaotong U. ; Tsung-Dao Lee Inst., Shanghai) ; Lagarde, F. (Tsung-Dao Lee Inst., Shanghai) ; Shen, Q.P. (Tsung-Dao Lee Inst., Shanghai) ; Wang, X. (Tsung-Dao Lee Inst., Shanghai) ; Wu, W.H. (Shanghai Jiaotong U. ; Tsung-Dao Lee Inst., Shanghai) ; Yang, H.J. (Shanghai Jiaotong U. ; Tsung-Dao Lee Inst., Shanghai) ; Zhu, Y.F. (Tsung-Dao Lee Inst., Shanghai) ; Emberger, L. (Munich, Max Planck Inst.) ; Graf, C. (Munich, Max Planck Inst.) ; Simon, F. (Munich, Max Planck Inst.) ; Winter, C. (Munich, Max Planck Inst.) |
| Publication | 2020-10-13 |
| Imprint | 2020-04-06 |
| Number of pages | 17 |
| In: | JINST 15 (2020) P10009 |
| DOI | 10.1088/1748-0221/15/10/P10009 |
| Subject category | hep-ex ; Particle Physics - Experiment ; Detectors and Experimental Techniques ; physics.ins-det |
| Accelerator/Facility, Experiment | CALICE |
| Abstract | The CALICE Semi-Digital Hadronic CALorimeter (SDHCAL) prototype using Glass Resistive Plate Chambers as a sensitive medium is the first technological prototype of a family of high-granularity calorimeters developed by the CALICE collaboration to equip the experiments of future leptonic colliders. It was exposed to beams of hadrons, electrons and muons several times in the CERN PS and SPS beamlines between 2012 and 2018. We present here a new method of particle identification within the SDHCAL using the Boosted Decision Trees (BDT) method applied to the data collected in 2015. The performance of the method is tested first with Geant4-based simulated events and then on the data collected by the SDHCAL in the energy range between 10 and 80 GeV with 10 GeV energy steps. The BDT method is then used to reject the electrons and muons that contaminate the SPS hadron beams. |
| Copyright/License | preprint: (License: arXiv nonexclusive-distrib 1.0) publication: © 2020-2024 IOP Publishing and Sissa Medialab |
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記錄創建於2020-04-17，最後更新在2024-04-04