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Abratenko P, Alrashed M, An R, Anthony J, Asaadi J, Ashkenazi A, Balasubramanian S, Baller B, Barnes C, Barr G, Basque V, Bathe-Peters L, Benevides Rodrigues O, Berkman S, Bhanderi A, Bhat A, Bishai M, Blake A, Bolton T, Camilleri L, Caratelli D, Caro Terrazas I, Castillo Fernandez R, Cavanna F, Cerati G, Chen Y, Church E, Cianci D, Conrad J, Convery M, Cooper-Troendle L, Crespo-Anadón J, Del Tutto M, Dennis S, Devitt D, Diurba R, Domine L, Dorrill R, Duffy K, Dytman S, Eberly B, Ereditato A, Escudero Sanchez L, Evans J, Fiorentini Aguirre G, Fitzpatrick R, Fleming B, Foppiani N, Franco D, Furmanski A, Garcia-Gamez D, Gardiner S, Ge G, Gollapinni S, Goodwin O, Gramellini E, Green P, Greenlee H, Gu W, Guenette R, Guzowski P, Hagaman L, Hall E, Hamilton P, Hen O, Hill C, Horton-Smith G, Hourlier A, Itay R, James C, Jan de Vries J, Ji X, Jiang L, Jo J, Johnson R, Jwa YJ, Kamp N, Kaneshige N, Karagiorgi G, Ketchum W, Kirby B, Kirby M, Kobilarcik T, Kreslo I, LaZur R, Lepetic I, Li K, Li Y, Littlejohn B, Lorca D, Louis W, Luo X, Marchionni A, Mariani C, Marsden D, Marshall J, Martin-Albo J, Martinez Caicedo D, Mason K, Mastbaum A, McConkey N, Meddage V, Mettler T, Miller K, Mills J, Mistry K, Mogan A, Mohayai T, Moon J, Mooney M, Moor A, Moore C, Mora Lepin L, Mousseau J, Murphy M, Naples D, Navrer-Agasson A, Neely R, Nienaber P, Nowak J, Palamara O, Paolone V, Papadopoulou A, Papavassiliou V, Pate S, Paudel A, Pavlovic Z, Piasetzky E, Ponce-Pinto I, Porzio D, Prince S, Qian X, Raaf J, Radeka V, Rafique A, Reggiani-Guzzo M, Ren L, Rochester L, Rodriguez Rondon J, Rogers H, Rosenberg M, Ross-Lonergan M, Russell B, Scanavini G, Schmitz D, Schukraft A, Seligman W, Shaevitz M, Sharankova R, Sinclair J, Smith A, Snider E, Soderberg M, Söldner-Rembold S, Soleti S, Spentzouris P, Spitz J, Stancari M, John J, Strauss T, Sutton K, Sword-Fehlberg S, Szelc A, Tagg N, Tang W, Terao K, Thorpe C, Toups M, Tsai YT, Uchida M, Usher T, Van De Pontseele W, Viren B, Weber M, Wei H, Williams Z, Wolbers S, Wongjirad T, Wospakrik M, Wu W, Yandel E, Yang T, Yarbrough G, Yates L, Zeller G, Zennamo J, Zhang C. Measurement of the flux-averaged inclusive charged-current electron neutrino and antineutrino cross section on argon using the NuMI beam and the MicroBooNE detector. Int J Clin Exp Med 2021. [DOI: 10.1103/physrevd.104.052002] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Acciarri R, Adams C, Andreopoulos C, Asaadi J, Babicz M, Backhouse C, Badgett W, Bagby L, Barker D, Basque V, Bazetto MCQ, Betancourt M, Bhanderi A, Bhat A, Bonifazi C, Brailsford D, Brandt AG, Brooks T, Carneiro MF, Chen Y, Chen H, Chisnall G, Crespo-Anadón JI, Cristaldo E, Cuesta C, de Icaza Astiz IL, De Roeck A, de Sá Pereira G, Del Tutto M, Di Benedetto V, Ereditato A, Evans JJ, Ezeribe AC, Fitzpatrick RS, Fleming BT, Foreman W, Franco D, Furic I, Furmanski AP, Gao S, Garcia-Gamez D, Frandini H, Ge G, Gil-Botella I, Gollapinni S, Goodwin O, Green P, Griffith WC, Guenette R, Guzowski P, Ham T, Henzerling J, Holin A, Howard B, Jones RS, Kalra D, Karagiorgi G, Kashur L, Ketchum W, Kim MJ, Kudryavtsev VA, Larkin J, Lay H, Lepetic I, Littlejohn BR, Louis WC, Machado AA, Malek M, Mardsen D, Mariani C, Marinho F, Mastbaum A, Mavrokoridis K, McConkey N, Meddage V, Méndez DP, Mettler T, Mistry K, Mogan A, Molina J, Mooney M, Mora L, Moura CA, Mousseau J, Navrer-Agasson A, Nicolas-Arnaldos FJ, Nowak JA, Palamara O, Pandey V, Pater J, Paulucci L, Pimentel VL, Psihas F, Putnam G, Qian X, Raguzin E, Ray H, Reggiani-Guzzo M, Rivera D, Roda M, Ross-Lonergan M, Scanavini G, Scarff A, Schmitz DW, Schukraft A, Segreto E, Soares Nunes M, Soderberg M, Söldner-Rembold S, Spitz J, Spooner NJC, Stancari M, Stenico GV, Szelc A, Tang W, Tena Vidal J, Torretta D, Toups M, Touramanis C, Tripathi M, Tufanli S, Tyley E, Valdiviesso GA, Worcester E, Worcester M, Yarbrough G, Yu J, Zamorano B, Zennamo J, Zglam A. Cosmic Ray Background Removal With Deep Neural Networks in SBND. Front Artif Intell 2021; 4:649917. [PMID: 34505055 PMCID: PMC8421797 DOI: 10.3389/frai.2021.649917] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 03/23/2021] [Indexed: 11/13/2022] Open
Abstract
In liquid argon time projection chambers exposed to neutrino beams and running on or near surface levels, cosmic muons, and other cosmic particles are incident on the detectors while a single neutrino-induced event is being recorded. In practice, this means that data from surface liquid argon time projection chambers will be dominated by cosmic particles, both as a source of event triggers and as the majority of the particle count in true neutrino-triggered events. In this work, we demonstrate a novel application of deep learning techniques to remove these background particles by applying deep learning on full detector images from the SBND detector, the near detector in the Fermilab Short-Baseline Neutrino Program. We use this technique to identify, on a pixel-by-pixel level, whether recorded activity originated from cosmic particles or neutrino interactions.
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Affiliation(s)
- R. Acciarri
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - C. Adams
- Argonne National Laboratory, Lemont, IL, United States
| | - C. Andreopoulos
- University of Liverpool, Liverpool, United Kingdom
- STFC, Rutherford Appleton Laboratory, Harwell, United Kingdom
| | - J. Asaadi
- University of Texas at Arlington, Arlington, TX, United States
| | - M. Babicz
- CERN, European Organization for Nuclear Research, Geneva, Switzerland
| | - C. Backhouse
- University College London, London, United Kingdom
| | - W. Badgett
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - L. Bagby
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - D. Barker
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | - V. Basque
- University of Manchester, Manchester, United Kingdom
| | - M. C. Q. Bazetto
- Universidade Estadual de Campinas, Campinas, Brazil
- Center for Information Technology Renato Archer Campinas, Campinas, Brazil
| | - M. Betancourt
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - A. Bhanderi
- University of Manchester, Manchester, United Kingdom
| | - A. Bhat
- Syracuse University, Syracuse, NY, United States
| | - C. Bonifazi
- Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | | | - A. G. Brandt
- University of Texas at Arlington, Arlington, TX, United States
| | - T. Brooks
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | - M. F. Carneiro
- Brookhaven National Laboratory, Upton, NY, United States
| | - Y. Chen
- Universität Bern, Bern, Switzerland
| | - H. Chen
- Brookhaven National Laboratory, Upton, NY, United States
| | - G. Chisnall
- University of Sussex, Brighton, United Kingdom
| | - J. I. Crespo-Anadón
- CIEMAT, Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas, Madrid, Spain
| | - E. Cristaldo
- FIUNA Facultad de Ingeniería, Universidad Nacional de Asunción, San Lorenzo, Paraguay
| | - C. Cuesta
- CIEMAT, Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas, Madrid, Spain
| | | | - A. De Roeck
- CERN, European Organization for Nuclear Research, Geneva, Switzerland
| | - G. de Sá Pereira
- University of Liverpool, Liverpool, United Kingdom
- STFC, Rutherford Appleton Laboratory, Harwell, United Kingdom
| | - M. Del Tutto
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - V. Di Benedetto
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | | | - J. J. Evans
- University of Manchester, Manchester, United Kingdom
| | - A. C. Ezeribe
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | | | - B. T. Fleming
- Wright Laboratory, Department of Physics, Yale University, New Haven, CT, United States
| | - W. Foreman
- Illinois Institute of Technology, Chicago, IL, United States
| | - D. Franco
- Wright Laboratory, Department of Physics, Yale University, New Haven, CT, United States
| | - I. Furic
- University of Florida, Gainesville, FL, United States
| | | | - S. Gao
- Brookhaven National Laboratory, Upton, NY, United States
| | | | - H. Frandini
- Universidade Estadual de Campinas, Campinas, Brazil
| | - G. Ge
- Columbia University, New York, NY, United States
| | - I. Gil-Botella
- CIEMAT, Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas, Madrid, Spain
| | - S. Gollapinni
- Los Alamos National Laboratory, Los Alamos, NM, United States
- University of Tennessee, Knoxville, TN, United States
| | - O. Goodwin
- University of Manchester, Manchester, United Kingdom
| | - P. Green
- University of Manchester, Manchester, United Kingdom
| | | | - R. Guenette
- Harvard University, Cambridge, MA, United States
| | - P. Guzowski
- University of Manchester, Manchester, United Kingdom
| | - T. Ham
- University of Liverpool, Liverpool, United Kingdom
| | | | - A. Holin
- University College London, London, United Kingdom
| | - B. Howard
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - R. S. Jones
- University of Liverpool, Liverpool, United Kingdom
| | - D. Kalra
- Columbia University, New York, NY, United States
| | | | - L. Kashur
- Colorado State University, Fort Collins, CO, United States
| | - W. Ketchum
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - M. J. Kim
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - V. A. Kudryavtsev
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | - J. Larkin
- Brookhaven National Laboratory, Upton, NY, United States
| | - H. Lay
- Lancaster University, Lancaster, United Kingdom
| | - I. Lepetic
- Rutgers University, Piscataway, NJ, United States
| | | | - W. C. Louis
- Los Alamos National Laboratory, Los Alamos, NM, United States
| | | | - M. Malek
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | - D. Mardsen
- University of Manchester, Manchester, United Kingdom
| | - C. Mariani
- Center for Neutrino Physics, Virginia Tech, Blacksburg, VA, United States
| | - F. Marinho
- Universidade Federal de São Carlos, Araras, Brazil
| | - A. Mastbaum
- Rutgers University, Piscataway, NJ, United States
| | | | - N. McConkey
- University of Manchester, Manchester, United Kingdom
| | - V. Meddage
- University of Florida, Gainesville, FL, United States
| | - D. P. Méndez
- Brookhaven National Laboratory, Upton, NY, United States
| | | | - K. Mistry
- University of Manchester, Manchester, United Kingdom
| | - A. Mogan
- University of Tennessee, Knoxville, TN, United States
| | - J. Molina
- FIUNA Facultad de Ingeniería, Universidad Nacional de Asunción, San Lorenzo, Paraguay
| | - M. Mooney
- Colorado State University, Fort Collins, CO, United States
| | - L. Mora
- University of Manchester, Manchester, United Kingdom
| | - C. A. Moura
- Universidade Federal do ABC, Santo André, Brazil
| | - J. Mousseau
- University of Michigan, Ann Arbor, MI, United States
| | | | | | - J. A. Nowak
- Lancaster University, Lancaster, United Kingdom
| | - O. Palamara
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - V. Pandey
- University of Florida, Gainesville, FL, United States
| | - J. Pater
- University of Manchester, Manchester, United Kingdom
| | - L. Paulucci
- Universidade Federal do ABC, Santo André, Brazil
| | - V. L. Pimentel
- Universidade Estadual de Campinas, Campinas, Brazil
- Center for Information Technology Renato Archer Campinas, Campinas, Brazil
| | - F. Psihas
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - G. Putnam
- Enrico Fermi Institute, University of Chicago, Chicago, IL, United States
| | - X. Qian
- Brookhaven National Laboratory, Upton, NY, United States
| | - E. Raguzin
- Brookhaven National Laboratory, Upton, NY, United States
| | - H. Ray
- University of Florida, Gainesville, FL, United States
| | | | - D. Rivera
- University of Pennsylvania, Philadelphia, PA, United States
| | - M. Roda
- University of Liverpool, Liverpool, United Kingdom
| | | | - G. Scanavini
- Wright Laboratory, Department of Physics, Yale University, New Haven, CT, United States
| | - A. Scarff
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | - D. W. Schmitz
- Enrico Fermi Institute, University of Chicago, Chicago, IL, United States
| | - A. Schukraft
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - E. Segreto
- Universidade Estadual de Campinas, Campinas, Brazil
| | | | - M. Soderberg
- Syracuse University, Syracuse, NY, United States
| | | | - J. Spitz
- University of Michigan, Ann Arbor, MI, United States
| | - N. J. C. Spooner
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | - M. Stancari
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | | | - A. Szelc
- University of Manchester, Manchester, United Kingdom
| | - W. Tang
- University of Tennessee, Knoxville, TN, United States
| | | | - D. Torretta
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - M. Toups
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | | | - M. Tripathi
- University of Florida, Gainesville, FL, United States
| | - S. Tufanli
- CERN, European Organization for Nuclear Research, Geneva, Switzerland
| | - E. Tyley
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
| | | | - E. Worcester
- Brookhaven National Laboratory, Upton, NY, United States
| | - M. Worcester
- Brookhaven National Laboratory, Upton, NY, United States
| | - G. Yarbrough
- University of Tennessee, Knoxville, TN, United States
| | - J. Yu
- University of Texas at Arlington, Arlington, TX, United States
| | | | - J. Zennamo
- Fermi National Accelerator Laboratory, Batavia, IL, United States
| | - A. Zglam
- Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
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