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

doi:10.1016/j.nuclphysa.2018.10.036

CORC > 上海应用物理研究所 > 中国科学院上海应用物理研究所 > 中科院上海应用物理研究所2011-2017年

	Muon Identification using Neural Networks With the Muon Telescope Detector at STAR
	Brandenburg, JD ; Adam, J ; Adamczyk, L ; Adams, JR ; Adkins, JK ; Agakishiev, G ; Aggarwal, MM ; Ahammed, Z ; Alekseev, I ; Anderson, DM
刊名	NUCLEAR PHYSICS A
	2019
卷号	982 期号:-页码:192—194
关键词	QUARK-GLUON PLASMA PERSPECTIVE
ISSN号	0375-9474
DOI	10.1016/j.nuclphysa.2018.10.036
文献子类	期刊论文
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.
语种	英语
内容类型	期刊论文
源URL	[http://ir.sinap.ac.cn/handle/331007/31721]
专题	上海应用物理研究所_中科院上海应用物理研究所2011-2017年
作者单位	1.Univ Jammu, Jammu 180001, India; 2.Inst High Energy Phys, Protvino 142281, Russia; 3.Rice Univ, Houston, TX 77005 USA; 4.Abilene Christian Univ, Abilene, TX 79699 USA; 5.AGH Univ Sci & Technol, FPACS, PL-30059 Krakow, Poland; 6.Alikhanov Inst Theoret & Expt Phys, Moscow 117218, Russia; 7.Argonne Natl Lab, 9700 S Cass Ave, Argonne, IL 60439 USA; 8.Brookhaven Natl Lab, Upton, NY 11973 USA; 9.Univ Calif Berkeley, Berkeley, CA 94720 USA; 10.Univ Calif Davis, Davis, CA 95616 USA;
推荐引用方式 GB/T 7714	Brandenburg, JD,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, JD.,Adam, J.,Adamczyk, L.,Adams, JR.,Adkins, JK.,...&Zyzak, M.(2019).Muon Identification using Neural Networks With the Muon Telescope Detector at STAR.NUCLEAR PHYSICS A,982(-),192—194.
MLA	Brandenburg, JD,et al."Muon Identification using Neural Networks With the Muon Telescope Detector at STAR".NUCLEAR PHYSICS A 982.-(2019):192—194.