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A Deep Neural Network for Simultaneous Estimation of b Jet Energy and Resolution
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- CMS Collaboration
Status PubMed-not-MEDLINE Language English Country Switzerland Media print-electronic
Document type Journal Article
PubMed
33196702
PubMed Central
PMC7659430
DOI
10.1007/s41781-020-00041-z
PII: 41
Knihovny.cz E-resources
- Keywords
- CMS, Deep learning, Higgs boson, Jet energy, Jet resolution, b jets,
- Publication type
- Journal Article MeSH
We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton-proton collisions at an energy of s = 13 TeV at the CERN LHC. The algorithm is trained on a large sample of simulated b jets and validated on data recorded by the CMS detector in 2017 corresponding to an integrated luminosity of 41 fb - 1 . A multivariate regression algorithm based on a deep feed-forward neural network employs jet composition and shape information, and the properties of reconstructed secondary vertices associated with the jet. The results of the algorithm are used to improve the sensitivity of analyses that make use of b jets in the final state, such as the observation of Higgs boson decay to b b ¯ .
Beihang University Beijing China
Benemerita Universidad Autonoma de Puebla Puebla Mexico
Bhabha Atomic Research Centre Mumbai India
Bogazici University Istanbul Turkey
Brown University Providence USA
Brunel University Uxbridge United Kingdom
California Institute of Technology Pasadena USA
Carnegie Mellon University Pittsburgh USA
Catholic University of America Washington DC USA
Centro Brasileiro de Pesquisas Fisicas Rio de Janeiro Brazil
Centro de Investigacion y de Estudios Avanzados del IPN Mexico City Mexico
Centro de Investigaciones Energéticas Medioambientales y Tecnológicas Madrid Spain
CERN European Organization for Nuclear Research Geneva Switzerland
Charles University Prague Czech Republic
Chonnam National University Institute for Universe and Elementary Particles Kwangju Korea
Department of Physics Chulalongkorn University Faculty of Science Bangkok Thailand
Department of Physics Kyung Hee University Seoul Korea
Department of Physics Tsinghua University Beijing China
Department of Physics University of California Santa Barbara Santa Barbara USA
Department of Physics University of Helsinki Helsinki Finland
Department of Physics University of Ruhuna Matara Sri Lanka
Deutsches Elektronen Synchrotron Hamburg Germany
Escuela Politecnica Nacional Quito Ecuador
Eszterhazy Karoly University Karoly Robert Campus Gyongyos Hungary
ETH Zurich Institute for Particle Physics and Astrophysics Zurich Switzerland
Fermi National Accelerator Laboratory Batavia USA
Florida Institute of Technology Melbourne USA
Florida International University Miami USA
Florida State University Tallahassee USA
Georgian Technical University Tbilisi Georgia
Ghent University Ghent Belgium
Hanyang University Seoul Korea
Helsinki Institute of Physics Helsinki Finland
Imperial College London United Kingdom
Indian Institute of Science Bangalore India
Indian Institute of Science Education and Research Pune India
Indian Institute of Technology Madras Madras India
INFN Laboratori Nazionali di Frascati Frascati Italy
INFN Sezione di Bari Università di Bari Politecnico di Bari Bari Italy
INFN Sezione di Bologna Università di Bologna Bologna Italy
INFN Sezione di Catania Università di Catania Catania Italy
INFN Sezione di Firenze Università di Firenze Firenze Italy
INFN Sezione di Genova Università di Genova Genova Italy
INFN Sezione di Milano Bicocca Università di Milano Bicocca Milano Italy
INFN Sezione di Padova Università di Padova Padova; Italy Università di Trento Trento Italy
INFN Sezione di Pavia Università di Pavia Pavia Italy
INFN Sezione di Perugia Università di Perugia Perugia Italy
INFN Sezione di Pisa Università di Pisa Scuola Normale Superiore di Pisa Pisa Italy
INFN Sezione di Roma Sapienza Università di Roma Rome Italy
INFN Sezione di Trieste Università di Trieste Trieste Italy
Institut für Hochenergiephysik Wien Austria
Institute for High Energy Physics of National Research Centre 'Kurchatov Institute' Protvino Russia
Institute for Nuclear Problems Minsk Belarus
Institute for Nuclear Research and Nuclear Energy Bulgarian Academy of Sciences Sofia Bulgaria
Institute for Nuclear Research Moscow Russia
Institute for Research in Fundamental Sciences Tehran Iran
Institute for Scintillation Materials of National Academy of Science of Ukraine Kharkov Ukraine
Institute of Experimental Physics Faculty of Physics University of Warsaw Warsaw Poland
Institute of High Energy Physics Beijing China
Institute of Nuclear and Particle Physics NCSR Demokritos Aghia Paraskevi Greece
Institute of Nuclear Research ATOMKI Debrecen Hungary
Institute of Physics University of Debrecen Debrecen Hungary
Institute Rudjer Boskovic Zagreb Croatia
Instituto de Física de Cantabria CSIC Universidad de Cantabria Santander Spain
IRFU CEA Université Paris Saclay Gif sur Yvette France
Istanbul Technical University Istanbul Turkey
Istanbul University Istanbul Turkey
Johns Hopkins University Baltimore USA
Joint Institute for Nuclear Research Dubna Russia
Kansas State University Manhattan USA
Karlsruher Institut fuer Technologie Karlsruhe Germany
Kyungpook National University Daegu Korea
Laboratório de Instrumentação e Física Experimental de Partículas Lisbon Portugal
Lappeenranta University of Technology Lappeenranta Finland
Lawrence Livermore National Laboratory Livermore USA
Massachusetts Institute of Technology Cambridge USA
Moscow Institute of Physics and Technology Moscow Russia
MTA ELTE Lendület CMS Particle and Nuclear Physics Group Eötvös Loránd University Budapest Hungary
National and Kapodistrian University of Athens Athens Greece
National Central University Chung Li Taiwan
National Centre for Nuclear Research Swierk Poland
National Centre for Particle Physics Universiti Malaya Kuala Lumpur Malaysia
National Centre for Physics Quaid 1 Azam University Islamabad Pakistan
National Institute of Chemical Physics and Biophysics Tallinn Estonia
National Institute of Science Education and Research HBNI Bhubaneswar India
National Research Nuclear University 'Moscow Engineering Physics Institute' Moscow Russia
National Research Tomsk Polytechnic University Tomsk Russia
National Scientific Center Kharkov Institute of Physics and Technology Kharkov Ukraine
National Taiwan University Taipei Taiwan
National Technical University of Athens Athens Greece
Northeastern University Boston USA
Northwestern University Evanston USA
Novosibirsk State University Novosibirsk Russia
P N Lebedev Physical Institute Moscow Russia
Panjab University Chandigarh India
Paul Scherrer Institut Villigen Switzerland
Petersburg Nuclear Physics Institute Gatchina Russia
Physics Department Middle East Technical University Ankara Turkey
Physics Department Science and Art Faculty Çukurova University Adana Turkey
Princeton University Princeton USA
Purdue University Northwest Hammond USA
Purdue University West Lafayette USA
Riga Technical University Riga Latvia
Rutgers The State University of New Jersey Piscataway USA
Rutherford Appleton Laboratory Didcot United Kingdom
RWTH Aachen University 1 Physikalisches Institut Aachen Germany
RWTH Aachen University 3 Physikalisches Institut A Aachen Germany
RWTH Aachen University 3 Physikalisches Institut B Aachen Germany
Saha Institute of Nuclear Physics HBNI Kolkata India
Seoul National University Seoul Korea
Skobeltsyn Institute of Nuclear Physics Lomonosov Moscow State University Moscow Russia
State Key Laboratory of Nuclear Physics and Technology Peking University Beijing China
State University of New York at Buffalo Buffalo USA
Sungkyunkwan University Suwon Korea
Tata Institute of Fundamental Research A Mumbai India
Tata Institute of Fundamental Research B Mumbai India
Tbilisi State University Tbilisi Georgia
Texas A and M University College Station USA
Texas Tech University Lubbock USA
The Ohio State University Columbus USA
The University of Alabama Tuscaloosa USA
The University of Iowa Iowa City USA
The University of Kansas Lawrence USA
Tomsk State University Tomsk Russia
Universidad Autónoma de Madrid Madrid Spain
Universidad Autónoma de San Luis Potosí San Luis Potosí Mexico
Universidad de Antioquia Medellin Colombia
Universidad de Los Andes Bogota Colombia
Universidad de Sonora Hermosillo Mexico
Universidad Iberoamericana Mexico City Mexico
Universidad San Francisco de Quito Quito Ecuador
Universidade do Estado do Rio de Janeiro Rio de Janeiro Brazil
Universidade Estadual Paulista Universidade Federal do ABC São Paulo Brazil
Universität Zürich Zurich Switzerland
Université Catholique de Louvain Louvain la Neuve Belgium
Université de Strasbourg CNRS IPHC UMR 7178 Strasbourg France
Université Libre de Bruxelles Bruxelles Belgium
Universiteit Antwerpen Antwerpen Belgium
University College Dublin Dublin Ireland
University of Auckland Auckland New Zealand
University of Belgrade Faculty of Physics and VINCA Institute of Nuclear Sciences Belgrade Serbia
University of Bristol Bristol United Kingdom
University of California Davis Davis USA
University of California Los Angeles USA
University of California Riverside Riverside USA
University of California San Diego La Jolla USA
University of Canterbury Christchurch New Zealand
University of Colombo Colombo Sri Lanka
University of Colorado Boulder Boulder USA
University of Cyprus Nicosia Cyprus
University of Delhi Delhi India
University of Florida Gainesville USA
University of Hamburg Hamburg Germany
University of Illinois at Chicago Chicago USA
University of Ioánnina Ioánnina Greece
University of Maryland College Park USA
University of Minnesota Minneapolis USA
University of Mississippi Oxford USA
University of Montenegro Podgorica Montenegro
University of Nebraska Lincoln Lincoln USA
University of Notre Dame Notre Dame USA
University of Puerto Rico Mayaguez USA
University of Rochester Rochester USA
University of Seoul Seoul Korea
University of Sofia Sofia Bulgaria
University of Split Faculty of Science Split Croatia
University of Tennessee Knoxville USA
University of Virginia Charlottesville USA
University of Wisconsin Madison Madison WI USA
Vanderbilt University Nashville USA
Vilnius University Vilnius Lithuania
Vrije Universiteit Brussel Brussel Belgium
Wayne State University Detroit USA
Wigner Research Centre for Physics Budapest Hungary
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