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Report number arXiv:2304.10580 ; CERN-EP-2023-066
Title Improved calorimetric particle identification in NA62 using machine learning techniques
Author(s)

Cortina Gil, Eduardo (Louvain U., CP3) ; Kleimenova, Alina (Louvain U., CP3 ; EPFL) ; Minucci, Elisa (Louvain U., CP3 ; Syracuse U.) ; Padolski, Sergey (Louvain U., CP3 ; Brookhaven) ; Petrov, Plamen (Louvain U., CP3) ; Shaikhiev, Artur (Louvain U., CP3 ; Birmingham U.) ; Volpe, Roberta (Louvain U., CP3 ; INFN, Perugia) ; Fedorko, Wojciech (TRIUMF) ; Numao, Toshio (TRIUMF) ; Petrov, Yevgeniy (TRIUMF) ; Velghe, Bob (TRIUMF) ; Wong, Vincent Wai Sum (TRIUMF) ; Yu, Mengda (TRIUMF) ; Bryman, Douglas (British Columbia U. ; TRIUMF) ; Fu, Ji (British Columbia U.) ; Hives, Zdenko (Charles U.) ; Husek, Tomas (Charles U. ; Lund U., Dept. Theor. Phys.) ; Jerhot, Jan (Charles U. ; Louvain U., CP3) ; Kampf, Karol (Charles U.) ; Zamkovsky, Michal (Charles U. ; CERN) ; De Martino, B. (Marseille, CPPM) ; Perrin-Terrin, Mathieu (Marseille, CPPM) ; Akmete, Atakan Tugberk (Mainz U., Inst. Phys.) ; Aliberti, Riccardo (Mainz U., Inst. Phys. ; Helmholtz Inst., Mainz) ; Khoriauli, Gia (Mainz U., Inst. Phys. ; Wurzburg U.) ; Kunze, Jonas (Mainz U., Inst. Phys.) ; Lomidze, David (Mainz U., Inst. Phys. ; European XFEL, Hamburg) ; Peruzzo, Letizia (Mainz U., Inst. Phys.) ; Vormstein, Mario (Mainz U., Inst. Phys.) ; Wanke, Rainer (Mainz U., Inst. Phys.) ; Dalpiaz, Pietro (Ferrara U.) ; Fiorini, Massimiliano (Ferrara U.) ; Mazzolari, Andrea (INFN, Ferrara) ; Neri, Ilaria (Ferrara U.) ; Norton, Alan (Ferrara U. ; Glasgow U.) ; Petrucci, Ferruccio (Ferrara U.) ; Soldani, Mattia (Ferrara U.) ; Wahl, Heinrich (Ferrara U. ; Mainz U., Inst. Phys.) ; Bandiera, Laura (INFN, Ferrara) ; Cotta Ramusino, Angelo (INFN, Ferrara) ; Gianoli, Alberto (INFN, Ferrara) ; Romagnoni, Marco (INFN, Ferrara) ; Sytov, Alexei (INFN, Ferrara) ; Iacopini, Enrico (Florence U.) ; Latino, Giuseppe (Florence U.) ; Lenti, Massimo (Florence U.) ; Lo Chiatto, Prisco (Florence U.) ; Panichi, Ilaria (Florence U.) ; Parenti, Andrea (Florence U.) ; Bizzeti, Andrea (INFN, Florence ; Modena U.) ; Bucci, Francesca (INFN, Florence) ; Antonelli, Antonella (Frascati) ; Georgiev, Georgi (Frascati ; Sofiya U.) ; Kozhuharov, Venelin (Frascati ; Sofiya U.) ; Lanfranchi, Gaia (Frascati) ; Martellotti, Silvia (Frascati) ; Moulson, Matthew (Frascati) ; Spadaro, Tommaso (Frascati) ; Tinti, Gemma (Frascati) ; Ambrosino, Fabio (Naples U.) ; Capussela, Tiziana (Naples U.) ; Corvino, Michele (Naples U.) ; D'Errico, Mariaelena (Naples U.) ; Di Filippo, Domenico (Naples U.) ; Fiorenza, Renato (Naples U. ; SSM, Naples) ; Giordano, Raffaele (Naples U.) ; Massarotti, Paolo (Naples U.) ; Mirra, Marco (Naples U.) ; Napolitano, Marco (Naples U.) ; Rosa, I. (INFN, Naples ; Naples U.) ; Saracino, Giulio (Naples U.) ; Anzivino, Giuseppina (Perugia U.) ; Brizioli, Francesco (Perugia U. ; CERN) ; Imbergamo, Ermanno (Perugia U.) ; Lollini, Riccardo (Perugia U.) ; Piandani, Roberto (Perugia U. ; San Luis Potosi U.) ; Santoni, Cristiano (Perugia U.) ; Barbanera, Mattia (INFN, Perugia) ; Cenci, Patrizia (INFN, Perugia) ; Checcucci, Bruno (INFN, Perugia) ; Lubrano, Pasquale (INFN, Perugia) ; Lupi, Matteo (INFN, Perugia ; Goethe U., Frankfurt, Inst. Inform.) ; Pepe, Monica (INFN, Perugia) ; Piccini, Mauro (INFN, Perugia) ; Costantini, Flavio (Pisa U.) ; Di Lella, Luigi (Pisa U. ; Mainz U., Inst. Phys.) ; Doble, Niels (Pisa U. ; Mainz U., Inst. Phys.) ; Giorgi, Marcello (Pisa U.) ; Giudici, Sergio (Pisa U.) ; Lamanna, Gianluca (Pisa U.) ; Lari, Enrico (Pisa U.) ; Pedreschi, Elena (Pisa U.) ; Sozzi, Marco (Pisa U.) ; Cerri, Claudio (INFN, Pisa) ; Fantechi, Riccardo (INFN, Pisa) ; Pontisso, Luca (INFN, Pisa ; INFN, Rome) ; Spinella, Franco (INFN, Pisa) ; Mannelli, Italo (Pisa, Scuola Normale Superiore) ; D'Agostini, Giulio (Rome U.) ; Raggi, Mauro (Rome U.) ; Biagioni, Andrea (INFN, Rome) ; Cretaro, Paolo (INFN, Rome) ; Frezza, Ottorino (INFN, Rome) ; Leonardi, Emanuele (INFN, Rome) ; Lonardo, Alessandro (INFN, Rome) ; Turisini, Matteo (INFN, Rome) ; Valente, Paolo (INFN, Rome) ; Vicini, Piero (INFN, Rome) ; Ammendola, Roberto (Rome U., Tor Vergata) ; Bonaiuto, Vincenzo (Rome U., Tor Vergata) ; Fucci, Adolfo (Rome U., Tor Vergata) ; Salamon, Andrea (Rome U., Tor Vergata) ; Sargeni, Fausto (Rome U., Tor Vergata) ; Arcidiacono, Roberta (Turin U. ; Piemonte Orientale U., Novara) ; Bloch-Devaux, Brigitte (Turin U.) ; Boretto, Marco (Turin U. ; CERN) ; Menichetti, Ezio (Turin U.) ; Migliore, Ernesto (Turin U.) ; Soldi, Dario (Turin U.) ; Biino, Cristina (INFN, Turin) ; Filippi, Alessandra (INFN, Turin) ; Marchetto, Flavio (INFN, Turin) ; Briano Olvera, Alejandro (San Luis Potosi U.) ; Engelfried, Jürgen (San Luis Potosi U.) ; Estrada-Tristan, Nora (San Luis Potosi U. ; Guanajuato U.) ; Reyes Santos, Marco Antonio (San Luis Potosi U. ; Guanajuato U.) ; Boboc, Petre (Bucharest, IFIN-HH) ; Bragadireanu, Alexandru Mario (Bucharest, IFIN-HH) ; Ghinescu, Stefan Alexandru (Bucharest, IFIN-HH) ; Hutanu, Ovidiu Emanuel (Bucharest, IFIN-HH) ; Bician, Lubos (Comenius U. ; Charles U.) ; Blazek, Tomas (Comenius U.) ; Cerny, Vladimir (Comenius U.) ; Kucerova, Zuzana (Comenius U. ; CERN) ; Bernhard, Johannes (CERN) ; Ceccucci, Augusto (CERN) ; Ceoletta, M. (CERN) ; Danielsson, Hans (CERN) ; De Simone, Nicola (CERN ; DESY) ; Duval, Francois (CERN) ; Döbrich, Babette (CERN ; Munich, Max Planck Inst.) ; Federici, Luca (CERN) ; Gamberini, Enrico (CERN) ; Gatignon, Lau (CERN ; Lancaster U.) ; Guida, Roberto (CERN) ; Hahn, Ferdinand (CERN) ; Holzer, Eva Barbara (CERN) ; Jenninger, Berthold (CERN) ; Koval, Michal (CERN ; Charles U.) ; Laycock, Paul (CERN ; Brookhaven) ; Lehmann Miotto, Giovanna (CERN) ; Lichard, Peter (CERN) ; Mapelli, Alessandro (CERN) ; Marchevski, Radoslav (CERN ; EPFL) ; Massri, Karim (CERN ; Lancaster U.) ; Noy, Matthew (CERN) ; Palladino, Vito (CERN) ; Pinzino, Jacopo (CERN ; INFN, Pisa) ; Ryjov, Vladimir (CERN) ; Schuchmann, Simone (CERN) ; Venditti, Stefano (CERN) ; Bache, Thomas (Birmingham U.) ; Brunetti, Maria Brigida (Birmingham U. ; Warwick U., UK) ; Duk, Viacheslav (Birmingham U. ; INFN, Perugia) ; Fascianelli, Valeria (Birmingham U. ; Columbia U. (main)) ; Fry, John Richard (Birmingham U.) ; Gonnella, Francesco (Birmingham U.) ; Goudzovski, Evgueni (Birmingham U.) ; Henshaw, Jack (Birmingham U.) ; Iacobuzio, Lorenza (Birmingham U.) ; Kenworthy, C. (Birmingham U.) ; Lazzeroni, Cristina (Birmingham U.) ; Lurkin, Nicolas (Birmingham U. ; Louvain U., CP3) ; Newson, Francis (Birmingham U.) ; Parkinson, Christopher (Birmingham U.) ; Romano, Angela (Birmingham U.) ; Sanders, Jack (Birmingham U.) ; Sergi, Antonino (Birmingham U. ; Genoa U.) ; Sturgess, Andrew (Birmingham U.) ; Swallow, Joel (Birmingham U. ; CERN) ; Tomczak, Adam (Birmingham U.) ; Heath, Helen (Bristol U.) ; Page, Ryan (Bristol U.) ; Trilov, Stoyan (Bristol U.) ; Angelucci, Bruno (Glasgow U.) ; Britton, David (Glasgow U.) ; Graham, Connor (Glasgow U.) ; Protopopescu, Dan (Glasgow U.) ; Carmignani, Joseph (Lancaster U. ; Liverpool U.) ; Dainton, John Bourke (Lancaster U.) ; Jones, Roger William Lewis (Lancaster U.) ; Ruggiero, Giuseppe (Lancaster U. ; Florence U.) ; Fulton, Liam (Liverpool U.) ; Hutchcroft, David (Liverpool U.) ; Maurice, Emilie (Liverpool U. ; LLR, Palaiseau) ; Wrona, Bozydar (Liverpool U.) ; Conovaloff, Adam (George Mason U.) ; Cooper, Peter (George Mason U.) ; Coward, David (George Mason U. ; SLAC) ; Rubin, Philip David (George Mason U.) ; Baeva, Aigul ; Baigarashev, Dosbol (Eurasian Nat. U., Astana) ; Emelyanov, Dmitry ; Enik, Temur ; Falaleev, Valeri (INFN, Perugia) ; Fedotov, Sergei ; Gorshanov, Konstantin ; Gushchin, Evgeny ; Kekelidze, Vladimir ; Kereibay, Dias ; Kholodenko, Sergey (Pisa U.) ; Khotyantsev, Alexey ; Korotkova, Anna ; Kudenko, Yury ; Kurochka, Viktoriia ; Kurshetsov, Viktor ; Litov, Leandar (Sofiya U.) ; Madigozhin, Dmitry ; Medvedeva, Mariia ; Mefodev, Aleksandr ; Misheva, Milena (Sofiya, Inst. Nucl. Res.) ; Molokanova, Natalia ; Movchan, Sergei ; Obraztsov, Vladimir ; Okhotnikov, Artem ; Ostankov, Aleksandr ; Polenkevich, Irina ; Potrebenikov, Yu. ; Sadovskiy, Alexander ; Semenov, Vitali ; Shkarovskiy, Sergey ; Sugonyaev, Valentin ; Yushchenko, Oleg ; Zinchenko, Andrey

Corporate author(s) The NA62 collaboration
Publication 2023-11-21
Imprint 12 Apr 2023
Number of pages 13
Note Updated author list and Ref. 4
Published in: JHEP 2311 (2023) 138
DOI 10.1007/JHEP11(2023)138
Subject category Particle Physics - Experiment ; Detectors and Experimental Techniques
Accelerator/Facility, Experiment CERN SPS ; NA62
Keywords flavor physics ; particle identification ; experimental results ; pion-muon identification ; machine learning techniques
Abstract Measurement of the ultra-rare $K^+\to\pi^+\nu\bar\nu$ decay at the NA62 experiment at CERN requires high-performance particle identification to distinguish muons from pions. Calorimetric identification currently in use, based on a boosted decision tree algorithm, achieves a muon misidentification probability of $1.2\times 10^{-5}$ for a pion identification efficiency of 75% in the momentum range of 15$-$40 GeV/$c$. In this work, calorimetric identification performance is improved by developing an algorithm based on a convolutional neural network classifier augmented by a filter. Muon misidentification probability is reduced by a factor of six with respect to the current value for a fixed pion-identification efficiency of 75%. Alternatively, pion identification efficiency is improved from 72% to 91% for a fixed muon misidentification probability of $10^{-5}$.
Other source Inspire
Copyright/License Preprint: © 2023-2024 CERN (License: CC-BY-4.0)
Publication: © 2023-2024 CERN (License: CC-BY-4.0), sponsored by SCOAP³
Submitted by [email protected]



 


 记录创建於2022-08-01,最後更新在2024-12-06


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