中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Muon Identification using Neural Networks With the Muon Telescope Detector at STAR

文献类型:期刊论文

作者Brandenburg, James D.1; Adam, J.13; Adamczyk, L.3; Adams, J. R.36; Adkins, J. K.27; Agakishiev, G.25; Aggarwal, M. M.38; Ahammed, Z.58; Alekseev, I.4,32; Anderson, D. M.52
刊名NUCLEAR PHYSICS A
出版日期2019-02-01
卷号982页码:192-194
ISSN号0375-9474
关键词Muon Neural Network Muon Telescope Detector STAR Dimuon
DOI10.1016/j.nuclphysa.2018.10.036
英文摘要The installation of the Muon Telescope Detector (MTD) at STAR allows a measurement of the dimuon (mu(+)mu(-)) production in heavy-ion collisions over a large invariant mass range for the first time. Data has been collected with the MTD from Au+Au collisions at root S-NN = 200 GeV and from p+p collisions at root S = 200 GeV. These two datasets allow for new opportunities to measure the dimuon invariant mass spectra at STAR. Before any dimuon measurements can be made, muons must be identified. This contribution presents muon identification employing deep neural networks (DNN) and compares it with other multi-variate techniques. Applications of the DNN technique for data-driven purity measurements are discussed.
WOS关键词QUARK-GLUON PLASMA ; PERSPECTIVE
WOS研究方向Physics
语种英语
出版者ELSEVIER SCIENCE BV
WOS记录号WOS:000457515500032
源URL[http://119.78.100.186/handle/113462/65894]  
专题中国科学院近代物理研究所
作者单位1.Rice Univ, Houston, TX 77005 USA
2.Abilene Christian Univ, Abilene, TX 79699 USA
3.AGH Univ Sci & Technol, FPACS, PL-30059 Krakow, Poland
4.Alikhanov Inst Theoret & Expt Phys, Moscow 117218, Russia
5.Argonne Natl Lab, 9700 S Cass Ave, Argonne, IL 60439 USA
6.Brookhaven Natl Lab, Upton, NY 11973 USA
7.Univ Calif Berkeley, Berkeley, CA 94720 USA
8.Univ Calif Davis, Davis, CA 95616 USA
9.Univ Calif Los Angeles, Los Angeles, CA 90095 USA
10.Univ Calif Riverside, Riverside, CA 92521 USA
推荐引用方式
GB/T 7714
Brandenburg, James D.,Adam, J.,Adamczyk, L.,et al. Muon Identification using Neural Networks With the Muon Telescope Detector at STAR[J]. NUCLEAR PHYSICS A,2019,982:192-194.
APA Brandenburg, James D..,Adam, J..,Adamczyk, L..,Adams, J. R..,Adkins, J. K..,...&Zyzak, M..(2019).Muon Identification using Neural Networks With the Muon Telescope Detector at STAR.NUCLEAR PHYSICS A,982,192-194.
MLA Brandenburg, James D.,et al."Muon Identification using Neural Networks With the Muon Telescope Detector at STAR".NUCLEAR PHYSICS A 982(2019):192-194.

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来源:近代物理研究所

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