Particle identification in ALICE: a Bayesian approach View Full Text


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Article Info

DATE

2016-05-25

AUTHORS

The ALICE Collaboration, J. Adam, D. Adamová, M. M. Aggarwal, G. Aglieri Rinella, M. Agnello, N. Agrawal, Z. Ahammed, S. Ahmad, S. U. Ahn, S. Aiola, A. Akindinov, S. N. Alam, D. S. D. Albuquerque, D. Aleksandrov, B. Alessandro, D. Alexandre, R. Alfaro Molina, A. Alici, A. Alkin, J. R. M. Almaraz, J. Alme, T. Alt, S. Altinpinar, I. Altsybeev, C. Alves Garcia Prado, C. Andrei, A. Andronic, V. Anguelov, T. Antičić, F. Antinori, P. Antonioli, L. Aphecetche, H. Appelshäuser, S. Arcelli, R. Arnaldi, O. W. Arnold, I. C. Arsene, M. Arslandok, B. Audurier, A. Augustinus, R. Averbeck, M. D. Azmi, A. Badalà, Y. W. Baek, S. Bagnasco, R. Bailhache, R. Bala, S. Balasubramanian, A. Baldisseri, R. C. Baral, A. M. Barbano, R. Barbera, F. Barile, G. G. Barnaföldi, L. S. Barnby, V. Barret, P. Bartalini, K. Barth, J. Bartke, E. Bartsch, M. Basile, N. Bastid, S. Basu, B. Bathen, G. Batigne, A. Batista Camejo, B. Batyunya, P. C. Batzing, I. G. Bearden, H. Beck, C. Bedda, N. K. Behera, I. Belikov, F. Bellini, H. Bello Martinez, R. Bellwied, R. Belmont, E. Belmont-Moreno, V. Belyaev, P. Benacek, G. Bencedi, S. Beole, I. Berceanu, A. Bercuci, Y. Berdnikov, D. Berenyi, R. A. Bertens, D. Berzano, L. Betev, A. Bhasin, I. R. Bhat, A. K. Bhati, B. Bhattacharjee, J. Bhom, L. Bianchi, N. Bianchi, C. Bianchin, J. Bielčík, J. Bielčíková, A. Bilandzic, G. Biro, R. Biswas, S. Biswas, S. Bjelogrlic, J. T. Blair, D. Blau, C. Blume, F. Bock, A. Bogdanov, H. Bøggild, L. Boldizsár, M. Bombara, J. Book, H. Borel, A. Borissov, M. Borri, F. Bossú, E. Botta, C. Bourjau, P. Braun-Munzinger, M. Bregant, T. Breitner, T. A. Broker, T. A. Browning, M. Broz, E. J. Brucken, E. Bruna, G. E. Bruno, D. Budnikov, H. Buesching, S. Bufalino, P. Buncic, O. Busch, Z. Buthelezi, J. B. Butt, J. T. Buxton, J. Cabala, D. Caffarri, X. Cai, H. Caines, L. Calero Diaz, A. Caliva, E. Calvo Villar, P. Camerini, F. Carena, W. Carena, F. Carnesecchi, J. Castillo Castellanos, A. J. Castro, E. A. R. Casula, C. Ceballos Sanchez, J. Cepila, P. Cerello, J. Cerkala, B. Chang, S. Chapeland, M. Chartier, J. L. Charvet, S. Chattopadhyay, S. Chattopadhyay, A. Chauvin, V. Chelnokov, M. Cherney, C. Cheshkov, B. Cheynis, V. Chibante Barroso, D. D. Chinellato, S. Cho, P. Chochula, K. Choi, M. Chojnacki, S. Choudhury, P. Christakoglou, C. H. Christensen, P. Christiansen, T. Chujo, S. U. Chung, C. Cicalo, L. Cifarelli, F. Cindolo, J. Cleymans, F. Colamaria, D. Colella, A. Collu, M. Colocci, G. Conesa Balbastre, Z. Conesa del Valle, M. E. Connors, J. G. Contreras, T. M. Cormier, Y. Corrales Morales, I. Cortés Maldonado, P. Cortese, M. R. Cosentino, F. Costa, P. Crochet, R. Cruz Albino, E. Cuautle, L. Cunqueiro, T. Dahms, A. Dainese, M. C. Danisch, A. Danu, D. Das, I. Das, S. Das, A. Dash, S. Dash, S. De, A. De Caro, G. de Cataldo, C. de Conti, J. de Cuveland, A. De Falco, D. De Gruttola, N. De Marco, S. De Pasquale, A. Deisting, A. Deloff, E. Dénes, C. Deplano, P. Dhankher, D. Di Bari, A. Di Mauro, P. Di Nezza, M. A. Diaz Corchero, T. Dietel, P. Dillenseger, R. Divià, Ø. Djuvsland, A. Dobrin, D. Domenicis Gimenez, B. Dönigus, O. Dordic, T. Drozhzhova, A. K. Dubey, A. Dubla, L. Ducroux, P. Dupieux, R. J. Ehlers, D. Elia, E. Endress, H. Engel, E. Epple, B. Erazmus, I. Erdemir, F. Erhardt, B. Espagnon, M. Estienne, S. Esumi, J. Eum, D. Evans, S. Evdokimov, G. Eyyubova, L. Fabbietti, D. Fabris, J. Faivre, A. Fantoni, M. Fasel, L. Feldkamp, A. Feliciello, G. Feofilov, J. Ferencei, A. Fernández Téllez, E. G. Ferreiro, A. Ferretti, A. Festanti, V. J. G. Feuillard, J. Figiel, M. A. S. Figueredo, S. Filchagin, D. Finogeev, F. M. Fionda, E. M. Fiore, M. G. Fleck, M. Floris, S. Foertsch, P. Foka, S. Fokin, E. Fragiacomo, A. Francescon, U. Frankenfeld, G. G. Fronze, U. Fuchs, C. Furget, A. Furs, M. Fusco Girard, J. J. Gaardhøje, M. Gagliardi, A. M. Gago, M. Gallio, D. R. Gangadharan, P. Ganoti, C. Gao, C. Garabatos, E. Garcia-Solis, C. Gargiulo, P. Gasik, E. F. Gauger, M. Germain, A. Gheata, M. Gheata, P. Ghosh, S. K. Ghosh, P. Gianotti, P. Giubellino, P. Giubilato, E. Gladysz-Dziadus, P. Glässel, D. M. Goméz Coral, A. Gomez Ramirez, A. S. Gonzalez, V. Gonzalez, P. González-Zamora, S. Gorbunov, L. Görlich, S. Gotovac, V. Grabski, O. A. Grachov, L. K. Graczykowski, K. L. Graham, A. Grelli, A. Grigoras, C. Grigoras, V. Grigoriev, A. Grigoryan, S. Grigoryan, B. Grinyov, N. Grion, J. M. Gronefeld, J. F. Grosse-Oetringhaus, R. Grosso, F. Guber, R. Guernane, B. Guerzoni, K. Gulbrandsen, T. Gunji, A. Gupta, R. Gupta, R. Haake, Ø. Haaland, C. Hadjidakis, M. Haiduc, H. Hamagaki, G. Hamar, J. C. Hamon, J. W. Harris, A. Harton, D. Hatzifotiadou, S. Hayashi, S. T. Heckel, E. Hellbär, H. Helstrup, A. Herghelegiu, G. Herrera Corral, B. A. Hess, K. F. Hetland, H. Hillemanns, B. Hippolyte, D. Horak, R. Hosokawa, P. Hristov, T. J. Humanic, N. Hussain, T. Hussain, D. Hutter, D. S. Hwang, R. Ilkaev, M. Inaba, E. Incani, M. Ippolitov, M. Irfan, M. Ivanov, V. Ivanov, V. Izucheev, N. Jacazio, P. M. Jacobs, M. B. Jadhav, S. Jadlovska, J. Jadlovsky, C. Jahnke, M. J. Jakubowska, H. J. Jang, M. A. Janik, P. H. S. Y. Jayarathna, C. Jena, S. Jena, R. T. Jimenez Bustamante, P. G. Jones, A. Jusko, P. Kalinak, A. Kalweit, J. Kamin, J. H. Kang, V. Kaplin, S. Kar, A. Karasu Uysal, O. Karavichev, T. Karavicheva, L. Karayan, E. Karpechev, U. Kebschull, R. Keidel, D. L. D. Keijdener, M. Keil, M. Mohisin Khan, P. Khan, S. A. Khan, A. Khanzadeev, Y. Kharlov, B. Kileng, D. W. Kim, D. J. Kim, D. Kim, H. Kim, J. S. Kim, M. Kim, S. Kim, T. Kim, S. Kirsch, I. Kisel, S. Kiselev, A. Kisiel, G. Kiss, J. L. Klay, C. Klein, J. Klein, C. Klein-Bösing, S. Klewin, A. Kluge, M. L. Knichel, A. G. Knospe, C. Kobdaj, M. Kofarago, T. Kollegger, A. Kolojvari, V. Kondratiev, N. Kondratyeva, E. Kondratyuk, A. Konevskikh, M. Kopcik, P. Kostarakis, M. Kour, C. Kouzinopoulos, O. Kovalenko, V. Kovalenko, M. Kowalski, G. Koyithatta Meethaleveedu, I. Králik, A. Kravčáková, M. Krivda, F. Krizek, E. Kryshen, M. Krzewicki, A. M. Kubera, V. Kučera, C. Kuhn, P. G. Kuijer, A. Kumar, J. Kumar, L. Kumar, S. Kumar, P. Kurashvili, A. Kurepin, A. B. Kurepin, A. Kuryakin, M. J. Kweon, Y. Kwon, S. L. La Pointe, P. La Rocca, P. Ladron de Guevara, C. Lagana Fernandes, I. Lakomov, R. Langoy, C. Lara, A. Lardeux, A. Lattuca, E. Laudi, R. Lea, L. Leardini, G. R. Lee, S. Lee, F. Lehas, R. C. Lemmon, V. Lenti, E. Leogrande, I. León Monzón, H. León Vargas, M. Leoncino, P. Lévai, S. Li, X. Li, J. Lien, R. Lietava, S. Lindal, V. Lindenstruth, C. Lippmann, M. A. Lisa, H. M. Ljunggren, D. F. Lodato, P. I. Loenne, V. Loginov, C. Loizides, X. Lopez, E. López Torres, A. Lowe, P. Luettig, M. Lunardon, G. Luparello, T. H. Lutz, A. Maevskaya, M. Mager, S. Mahajan, S. M. Mahmood, A. Maire, R. D. Majka, M. Malaev, I. Maldonado Cervantes, L. Malinina, D. Mal’Kevich, P. Malzacher, A. Mamonov, V. Manko, F. Manso, V. Manzari, M. Marchisone, J. Mareš, G. V. Margagliotti, A. Margotti, J. Margutti, A. Marín, C. Markert, M. Marquard, N. A. Martin, J. Martin Blanco, P. Martinengo, M. I. Martínez, G. Martínez García, M. Martinez Pedreira, A. Mas, S. Masciocchi, M. Masera, A. Masoni, A. Mastroserio, A. Matyja, C. Mayer, J. Mazer, M. A. Mazzoni, D. Mcdonald, F. Meddi, Y. Melikyan, A. Menchaca-Rocha, E. Meninno, J. Mercado Pérez, M. Meres, Y. Miake, M. M. Mieskolainen, K. Mikhaylov, L. Milano, J. Milosevic, A. Mischke, A. N. Mishra, D. Miśkowiec, J. Mitra, C. M. Mitu, N. Mohammadi, B. Mohanty, L. Molnar, L. Montaño Zetina, E. Montes, D. A. Moreira De Godoy, L. A. P. Moreno, S. Moretto, A. Morreale, A. Morsch, V. Muccifora, E. Mudnic, D. Mühlheim, S. Muhuri, M. Mukherjee, J. D. Mulligan, M. G. Munhoz, R. H. Munzer, H. Murakami, S. Murray, L. Musa, J. Musinsky, B. Naik, R. Nair, B. K. Nandi, R. Nania, E. Nappi, M. U. Naru, H. Natal da Luz, C. Nattrass, S. R. Navarro, K. Nayak, R. Nayak, T. K. Nayak, S. Nazarenko, A. Nedosekin, L. Nellen, F. Ng, M. Nicassio, M. Niculescu, J. Niedziela, B. S. Nielsen, S. 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ABSTRACT

.We present a Bayesian approach to particle identification (PID) within the ALICE experiment. The aim is to more effectively combine the particle identification capabilities of its various detectors. After a brief explanation of the adopted methodology and formalism, the performance of the Bayesian PID approach for charged pions, kaons and protons in the central barrel of ALICE is studied. PID is performed via measurements of specific energy loss ( \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$d E/d x$\end{document}) and time of flight. PID efficiencies and misidentification probabilities are extracted and compared with Monte Carlo simulations using high-purity samples of identified particles in the decay channels \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$K^{0}_{S} \rightarrow \pi^{-}\pi^{+}$\end{document}, \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \phi\rightarrow K^{-}K^{+}$\end{document}, and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \Lambda\rightarrow p \pi^{-}$\end{document} in p-Pb collisions at \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \sqrt{s_{NN}}=5.02$\end{document} TeV. In order to thoroughly assess the validity of the Bayesian approach, this methodology was used to obtain corrected \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ p_{T}$\end{document} spectra of pions, kaons, protons, and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$D^{0}$\end{document} mesons in pp collisions at \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \sqrt{s}=7$\end{document} TeV. In all cases, the results using Bayesian PID were found to be consistent with previous measurements performed by ALICE using a standard PID approach. For the measurement of \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$D^{0} \rightarrow K^{-}\pi^{+}$\end{document}, it was found that a Bayesian PID approach gave a higher signal-to-background ratio and a similar or larger statistical significance when compared with standard PID selections, despite a reduced identification efficiency. Finally, we present an exploratory study of the measurement of \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \Lambda_{c}^{+} \rightarrow p K^{-}\pi^{+}$\end{document} in pp collisions at \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \sqrt{s}=7$\end{document} TeV, using the Bayesian approach for the identification of its decay products. More... »

PAGES

168

References to SciGraph publications

Journal

TITLE

The European Physical Journal Plus

ISSUE

5

VOLUME

131

Author Affiliations

  • Faculty of Nuclear Sciences and Physical Engineering, Czech Technical University in Prague, Prague, Czech Republic
  • Nuclear Physics Institute, Academy of Sciences of the Czech Republic, Řež u Prahy, Czech Republic
  • Physics Department, Panjab University, Chandigarh, India
  • European Organization for Nuclear Research (CERN), Geneva, Switzerland
  • Sezione INFN, Turin, Italy
  • Indian Institute of Technology Bombay (IIT), Mumbai, India
  • Variable Energy Cyclotron Centre, Kolkata, India
  • Department of Physics, Aligarh Muslim University, Aligarh, India
  • Korea Institute of Science and Technology Information, Daejeon, South Korea
  • Yale University, New Haven, Connecticut, USA
  • Institute for Theoretical and Experimental Physics, Moscow, Russia
  • Universidade Estadual de Campinas (UNICAMP), Campinas, Brazil
  • National Research Centre Kurchatov Institute, Moscow, Russia
  • School of Physics and Astronomy, University of Birmingham, Birmingham, UK
  • Instituto de Física, Universidad Nacional Autónoma de México, Mexico City, Mexico
  • Centro Fermi - Museo Storico della Fisica e Centro Studi e Ricerche “Enrico Fermi”, Rome, Italy
  • Bogolyubov Institute for Theoretical Physics, Kiev, Ukraine
  • Universidad Autónoma de Sinaloa, Culiacán, Mexico
  • Faculty of Engineering, Bergen University College, Bergen, Norway
  • Frankfurt Institute for Advanced Studies, Johann Wolfgang Goethe-Universität Frankfurt, Frankfurt, Germany
  • Department of Physics and Technology, University of Bergen, Bergen, Norway
  • V. Fock Institute for Physics, St. Petersburg State University, St. Petersburg, Russia
  • Universidade de São Paulo (USP), São Paulo, Brazil
  • National Institute for Physics and Nuclear Engineering, Bucharest, Romania
  • Research Division and ExtreMe Matter Institute EMMI, GSI Helmholtzzentrum für Schwerionenforschung, Darmstadt, Germany
  • Physikalisches Institut, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
  • Rudjer Bošković Institute, Zagreb, Croatia
  • Sezione INFN, Padova, Italy
  • Sezione INFN, Bologna, Italy
  • SUBATECH, Ecole des Mines de Nantes, Université de Nantes, CNRS-IN2P3, Nantes, France
  • Institut für Kernphysik, Johann Wolfgang Goethe-Universität Frankfurt, Frankfurt, Germany
  • Dipartimento di Fisica e Astronomia, dell’Università and Sezione INFN, Bologna, Italy
  • Physik Department, Technische Universität München, Munich, Germany
  • Department of Physics, University of Oslo, Oslo, Norway
  • Sezione INFN, Catania, Italy
  • Konkuk University, Seoul, South Korea
  • Physics Department, University of Jammu, Jammu, India
  • Commissariat à l’Energie Atomique, IRFU, Saclay, France
  • Institute of Physics, Bhubaneswar, India
  • Dipartimento di Fisica, dell’Università and Sezione INFN, Turin, Italy
  • Dipartimento di Fisica e Astronomia, dell’Università and Sezione INFN, Catania, Italy
  • Dipartimento Interateneo di Fisica “M. Merlin”, Sezione INFN, Bari, Italy
  • Wigner Research Centre for Physics, Hungarian Academy of Sciences, Budapest, Hungary
  • Laboratoire de Physique Corpusculaire (LPC), Clermont Université, Université Blaise Pascal, CNRS-IN2P3, Clermont-Ferrand, France
  • Central China Normal University, Wuhan, China
  • The Henryk Niewodniczanski Institute of Nuclear Physics, Polish Academy of Sciences, Cracow, Poland
  • Institut für Kernphysik, Westfälische Wilhelms-Universität Münster, Münster, Germany
  • Joint Institute for Nuclear Research (JINR), Dubna, Russia
  • Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
  • Inha University, Incheon, South Korea
  • Institut Pluridisciplinaire Hubert Curien (IPHC), Université de Strasbourg, Strasbourg, France
  • Benemérita Universidad Autónoma de Puebla, Puebla, Mexico
  • University of Houston, Houston, Texas, USA
  • Wayne State University, Detroit, Michigan, USA
  • Moscow Engineering Physics Institute, Moscow, Russia
  • Petersburg Nuclear Physics Institute, Gatchina, Russia
  • Institute for Subatomic Physics of Utrecht University, Utrecht, the Netherlands
  • Gauhati University, Department of Physics, Guwahati, India
  • Laboratori Nazionali di Frascati, INFN, Frascati, Italy
  • Bose Institute, Department of Physics and Centre for Astroparticle Physics and Space Science (CAPSS), Kolkata, India
  • National Institute of Science Education and Research, Bhubaneswar, India
  • The University of Texas at Austin, Physics Department, Austin, Texas, USA
  • Faculty of Science, P.J. Šafárik University, Košice, Slovakia
  • Pusan National University, Pusan, South Korea
  • University of Liverpool, Liverpool, UK
  • iThemba LABS, National Research Foundation, Somerset West, South Africa
  • Institut für Informatik, Johann Wolfgang Goethe-Universität Frankfurt, Frankfurt, Germany
  • Purdue University, West Lafayette, Indiana, USA
  • Helsinki Institute of Physics (HIP), Helsinki, Finland
  • Russian Federal Nuclear Center (VNIIEF), Sarov, Russia
  • University of Tsukuba, Tsukuba, Japan
  • COMSATS Institute of Information Technology (CIIT), Islamabad, Pakistan
  • Department of Physics, Ohio State University, Columbus, Ohio, USA
  • Technical University of Košice, Košice, Slovakia
  • Sección Física, Departamento de Ciencias, Pontificia Universidad Católica del Perú, Lima, Peru
  • Dipartimento di Fisica, dell’Università and Sezione INFN, Trieste, Italy
  • University of Tennessee, Knoxville, Tennessee, USA
  • Dipartimento di Fisica, dell’Università and Sezione INFN, Cagliari, Italy
  • Centro de Aplicaciones Tecnológicas y Desarrollo Nuclear (CEADEN), Havana, Cuba
  • University of Jyväskylä, Jyväskylä, Finland
  • Saha Institute of Nuclear Physics, Kolkata, India
  • Excellence Cluster Universe, Technische Universität München, Munich, Germany
  • Physics Department, Creighton University, Omaha, Nebraska, USA
  • Université de Lyon, Université Lyon 1, CNRS/IN2P3, Villeurbanne, France
  • Nikhef, Nationaal instituut voor subatomaire fysica, Amsterdam, Netherlands
  • Division of Experimental High Energy Physics, University of Lund, Lund, Sweden
  • Sezione INFN, Cagliari, Italy
  • Physics Department, University of Cape Town, Cape Town, South Africa
  • Laboratoire de Physique Subatomique et de Cosmologie, Université Grenoble-Alpes, CNRS-IN2P3, Grenoble, France
  • Institut de Physique Nucléaire d’Orsay (IPNO), Université Paris-Sud, CNRS-IN2P3, Orsay, France
  • Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
  • Dipartimento di Scienze e Innovazione Tecnologica, dell’Università del Piemonte Orientale and Gruppo Collegato INFN, Alessandria, Italy
  • Centro de Investigación y de Estudios Avanzados (CINVESTAV), Mexico City and Mérida, Mexico
  • Instituto de Ciencias Nucleares, Universidad Nacional Autónoma de México, Mexico City, Mexico
  • Institute of Space Science (ISS), Bucharest, Romania
  • Sezione INFN, Bari, Italy
  • Dipartimento di Fisica “E.R. Caianiello”, dell’Università and Gruppo Collegato INFN, Salerno, Italy
  • National Centre for Nuclear Studies, Warsaw, Poland
  • Centro de Investigaciones Energéticas Medioambientales y Tecnológicas (CIEMAT), Madrid, Spain
  • University of Zagreb, Zagreb, Croatia
  • SSC IHEP of NRC Kurchatov institute, Protvino, Russia
  • Lawrence Berkeley National Laboratory, Berkeley, California, USA
  • Departamento de Física de Partıculas and IGFAE, Universidad de Santiago de Compostela, Santiago de Compostela, Spain
  • Dipartimento di Fisica e Astronomia, dell’Università and Sezione INFN, Padova, Italy
  • Institute for Nuclear Research, Academy of Sciences, Moscow, Russia
  • Sezione INFN, Trieste, Italy
  • Physics Department, University of Athens, Athens, Greece
  • Chicago State University, Chicago, Illinois, USA
  • Technical University of Split FESB, Split, Croatia
  • Warsaw University of Technology, Warsaw, Poland
  • A.I. Alikhanyan National Science Laboratory (Yerevan Physics Institute) Foundation, Yerevan, Armenia
  • University of Tokyo, Tokyo, Japan
  • Eberhard Karls Universität Tübingen, Tübingen, Germany
  • Department of Physics, Sejong University, Seoul, South Korea
  • Institute of Experimental Physics, Slovak Academy of Sciences, Košice, Slovakia
  • Yonsei University, Seoul, South Korea
  • KTO Karatay University, Konya, Turkey
  • Zentrum für Technologietransfer und Telekommunikation (ZTT), Fachhochschule Worms, Worms, Germany
  • Gangneung-Wonju National University, Gangneung, South Korea
  • California Polytechnic State University, San Luis Obispo, California, USA
  • Suranaree University of Technology, Nakhon Ratchasima, Thailand
  • Faculty of Technology, Buskerud and Vestfold University College, Vestfold, Norway
  • Nuclear Physics Group, STFC Daresbury Laboratory, Daresbury, UK
  • China Institute of Atomic Energy, Beijing, China
  • Institute of Physics, Academy of Sciences of the Czech Republic, Prague, Czech Republic
  • Sezione INFN, Rome, Italy
  • Dipartimento di Fisica, dell’Università ‘La Sapienza’ and Sezione INFN, Rome, Italy
  • Faculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovakia
  • Indian Institute of Technology Indore, Indore (IITI), India
  • Hiroshima University, Hiroshima, Japan
  • Nagasaki Institute of Applied Science, Nagasaki, Japan
  • Budker Institute for Nuclear Physics, Novosibirsk, Russia
  • Physics Department, University of Rajasthan, Jaipur, India
  • Laboratori Nazionali di Legnaro, INFN, Legnaro, Italy
  • Indonesian Institute of Sciences, Jakarta, Indonesia
  • Centre de Calcul de l’IN2P3, Villeurbanne, France
  • University of the Witwatersrand, Johannesburg, South Africa
  • Stefan Meyer Institut für Subatomare Physik (SMI), Vienna, Austria
  • Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1140/epjp/i2016-16168-5

    DOI

    http://dx.doi.org/10.1140/epjp/i2016-16168-5

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    https://app.dimensions.ai/details/publication/pub.1048177915


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    15 schema:description Abstract.We present a Bayesian approach to particle identification (PID) within the ALICE experiment. The aim is to more effectively combine the particle identification capabilities of its various detectors. After a brief explanation of the adopted methodology and formalism, the performance of the Bayesian PID approach for charged pions, kaons and protons in the central barrel of ALICE is studied. PID is performed via measurements of specific energy loss ( \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$d E/d x$\end{document}) and time of flight. PID efficiencies and misidentification probabilities are extracted and compared with Monte Carlo simulations using high-purity samples of identified particles in the decay channels \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$K^{0}_{S} \rightarrow \pi^{-}\pi^{+}$\end{document}, \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \phi\rightarrow K^{-}K^{+}$\end{document}, and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \Lambda\rightarrow p \pi^{-}$\end{document} in p-Pb collisions at \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \sqrt{s_{NN}}=5.02$\end{document} TeV. In order to thoroughly assess the validity of the Bayesian approach, this methodology was used to obtain corrected \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ p_{T}$\end{document} spectra of pions, kaons, protons, and \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$D^{0}$\end{document} mesons in pp collisions at \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \sqrt{s}=7$\end{document} TeV. In all cases, the results using Bayesian PID were found to be consistent with previous measurements performed by ALICE using a standard PID approach. For the measurement of \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$D^{0} \rightarrow K^{-}\pi^{+}$\end{document}, it was found that a Bayesian PID approach gave a higher signal-to-background ratio and a similar or larger statistical significance when compared with standard PID selections, despite a reduced identification efficiency. Finally, we present an exploratory study of the measurement of \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \Lambda_{c}^{+} \rightarrow p K^{-}\pi^{+}$\end{document} in pp collisions at \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$ \sqrt{s}=7$\end{document} TeV, using the Bayesian approach for the identification of its decay products.
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    22 schema:keywords ALICE experiment
    23 Alice
    24 Bayesian PID
    25 Bayesian PID approach
    26 Bayesian approach
    27 Carlo simulations
    28 Monte Carlo simulations
    29 PID approach
    30 PID efficiencies
    31 PID selections
    32 Pb collisions
    33 TeV.
    34 aim
    35 approach
    36 background ratio
    37 barrel
    38 brief explanation
    39 capability
    40 cases
    41 central barrel
    42 channels
    43 collisions
    44 decay channels
    45 decay products
    46 detector
    47 efficiency
    48 energy loss
    49 experiments
    50 explanation
    51 exploratory study
    52 flight
    53 formalism
    54 high signal
    55 high-purity samples
    56 identification
    57 identification capability
    58 identification efficiency
    59 kaons
    60 large statistical significance
    61 loss
    62 measurements
    63 mesons
    64 methodology
    65 misidentification probability
    66 order
    67 particle identification
    68 particle identification capabilities
    69 particles
    70 performance
    71 pions
    72 pp collisions
    73 previous measurements
    74 probability
    75 products
    76 protons
    77 ratio
    78 reduced identification efficiency
    79 results
    80 samples
    81 selection
    82 signals
    83 significance
    84 simulations
    85 specific energy loss
    86 spectra
    87 spectra of pions
    88 standard PID approach
    89 standard PID selections
    90 statistical significance
    91 study
    92 time
    93 time of flight
    94 validity
    95 schema:name Particle identification in ALICE: a Bayesian approach
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