Muon Identification using Neural Networks With the Muon Telescope Detector at STAR

doi:10.1016/j.nuclphysa.2018.10.036

	Muon Identification using Neural Networks With the Muon Telescope Detector at STAR
	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
	2019-02-01
卷号	982 页码:192-194
关键词	Muon Neural Network Muon Telescope Detector STAR Dimuon
ISSN号	0375-9474
DOI	10.1016/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
内容类型	期刊论文
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.