Particle Identification Using Boosted Decision Trees in the Semi-Digital 
Hadronic Calorimeter Prototype

Boumediene, D.; Pingault, A.; Tytgat, M.; Bilki, B.; Northacker, D.; Onel, Y.; Cho, G.; Kim, D-W.; Lee, S.C.; Park, W.; Vallecorsa, S.; Deguchi, Y.; Kawagoe, K.; Miura, Y.; Mori, R.; Sekiya, I.; Suehara, T.; Yoshioka, T.; Caponetto, L.; Combaret, C.; Garillot, R.Ete G.; Grenier, G.; Ianigro, J-C.; Kurca, T.; Laktineh, I.; Liu, B.; Li, B.; Lumb, N.; Mathez, H.; Mirabito, L.; Steen, A.; Calvo Alamillo, E.; Fouz, M.C.; Marin, J.; Navarrete, J.; Puerta Pelayo, J.; Verdugo, A.; Corriveau, F.; Freund, B.; Chadeeva, M.; Danilov, M.; Emberger, L.; Graf, C.; Simon, F.; Winter, C.; Bonis, J.; Breton, D.; Cornebise, P.; Gallas, A.; Jeglot, J.; Irles, A.; Maalmi, J.; Pöschl, R.; Thiebault, A.; Richard, F.; Zerwas, D.; Anduze, M.; Balagura, V.; Boudry, V.; Brient, J-C.; Edy, E.; Gastaldi, F.; Guillaumat, R.; Magniette, F.; Nanni, J.; Callier, H.Videau S.; Dulucq, F.; de la Taille, Ch.; Martin-Chassard, G.; Raux, L.; Seguin-Moreau, N.; Cvach, J.; Janata, M.; Kovalcuk, M.; Kvasnicka, J.; Polak, I.; Smolik, J.; Vrba, V.; Zalesak, J.; Zuklin, J.; Duan, Y.Y.; Li, S.; Guo, J.; Hu, J.F.; Lagarde, F.; Shen, Q.P.; Wang, X.; Wu, W.H.; Yang, H.J.; Zhu, Y.F.

doi:10.1088/1748-0221/15/10/P10009

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Particle Identification Using Boosted Decision Trees in the Semi-Digital Hadronic Calorimeter Prototype

MPS-Authors

Boumediene, D.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Pingault, A.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Tytgat, M.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Bilki, B.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Northacker, D.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Onel, Y.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Cho, G.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Kim, D-W.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Lee, S.C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Park, W.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Vallecorsa, S.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Deguchi, Y.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Kawagoe, K.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Miura, Y.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Mori, R.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Sekiya, I.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Suehara, T.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Yoshioka, T.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Caponetto, L.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Combaret, C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Garillot, R.Ete G.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Grenier, G.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Ianigro, J-C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Kurca, T.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Laktineh, I.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Liu, B.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Li, B.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Lumb, N.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Mathez, H.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Mirabito, L.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Steen, A.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Calvo Alamillo, E.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Fouz, M.C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Marin, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Navarrete, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Puerta Pelayo, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Verdugo, A.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Corriveau, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Freund, B.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Chadeeva, M.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Danilov, M.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Emberger, L.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Graf, C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Simon, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Winter, C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Bonis, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Breton, D.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Cornebise, P.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Gallas, A.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Jeglot, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Irles, A.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Maalmi, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Pöschl, R.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Thiebault, A.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Richard, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Zerwas, D.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Anduze, M.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Balagura, V.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Boudry, V.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Brient, J-C.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Edy, E.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Gastaldi, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Guillaumat, R.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Magniette, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Nanni, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Callier, H.Videau S.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Dulucq, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

de la Taille, Ch.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Martin-Chassard, G.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Raux, L.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Seguin-Moreau, N.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Cvach, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Janata, M.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Kovalcuk, M.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Kvasnicka, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Polak, I.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Smolik, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Vrba, V.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Zalesak, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Zuklin, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Duan, Y.Y.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Li, S.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Guo, J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Hu, J.F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Lagarde, F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Shen, Q.P.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Wang, X.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Wu, W.H.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Yang, H.J.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

Zhu, Y.F.
Max Planck Institute for Physics, Max Planck Society and Cooperation Partners;

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Citation

Boumediene, D., Pingault, A., Tytgat, M., Bilki, B., Northacker, D., Onel, Y., et al. (2020). Particle Identification Using Boosted Decision Trees in the Semi-Digital Hadronic Calorimeter Prototype. Journal of Instrumentation, 15, P10009. doi:10.1088/1748-0221/15/10/P10009.

Cite as: https://hdl.handle.net/21.11116/0000-0008-1C27-E

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.