期刊论文、会议论文

Du, Yi-Lun

英文

Nuclear Physics A

0375-9474

2021

1005

121891

28th International Conference on Ultrarelativistic Nucleus-Nucleus Collisions (Quark Matter)

NOV 04-09, 2019

Wuhan, PEOPLES R CHINA

[Du, Yi-Lun;Zhou, Kai;Steinheimer, Jan;Motornenko, Anton;Stoecker, Horst] Frankfurt Inst Adv Studies, Giersch Sci Ctr, D-60438 Frankfurt, Germany.^[Du, Yi-Lun;Motornenko, Anton;Stoecker, Horst] Goethe Univ Frankfurt, Inst Theoret Phys, D-60438 Frankfurt, Germany.^[Du, Yi-Lun;Zong, Hong-Shi] Nanjing Univ, Dept Phys, Nanjing 210093, Peoples R China.^[Du, Yi-Lun] Univ Bergen, Dept Phys & Technol, N-5007 Bergen, Norway.^[Pang, Long-Gang;Wang, Xin-Nian] Lawrence Berkeley Natl Lab, Nucl Sci Div, Berkeley, CA 94720 USA.^[Pang, Long-Gang;Wang, Xin-Nian] Univ Calif Berkeley, Phys Dept, Berkeley, CA 94720 USA.^[Pang, Long-Gang;Wang, Xin-Nian] CCNU, Key Lab Quark & Lepton Phys MOE, Wuhan 430079, Peoples R China.^[Zong, Hong-Shi] Nanjing Proton Source Res & Design Ctr, Nanjing 210093, Peoples R China.^[Zong, Hong-Shi] Anhui Normal Univ, Dept Phys, Wuhu 241000, Anhui, Peoples R China.^[Stoecker, Horst] GSI Helmholtzzentrum Schwerionenforsch, D-64291 Darmstadt, Germany.

RADARWEG 29, 1043 NX AMSTERDAM, NETHERLANDS

ELSEVIER

10.1016/j.nuclphysa.2020.121891

HGS-HIRe for FAIR; GSI FE; AI grant of SAMSON AG; BMBFFederal Ministry of Education & Research (BMBF); Judah M. Eisenberg Laureatus Chair; Walter Greiner Gesellschaft; Trond Mohn Foundation [BFS2018REK01]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [11475085, 11535005, 11690030, 11221504]; National Major state Basic Research and Development of ChinaNational Basic Research Program of China [2016Y-FE0129300, 2014CB845404]; U.S. Department of EnergyUnited States Department of Energy (DOE) [DE-AC02-05CH11231]; U.S. National Science Foundation (NSF)National Science Foundation (NSF) [ACI-1550228]

本校为其他机构

In this proceeding, we review our recent work using deep convolutional neural network (CNN) to identify the nature of the QCD transition in a hybrid modeling of heavy-ion collisions. Within this hybrid model, a viscous hydrodynamic model is coupled with a hadronic cascade “after-burner”. As a binary classification setup, we employ two different types of equations of state (EoS) of the hot medium in the hydrodynamic evolution. The resulting final-state pion spectra in the transverse momentum and azimuthal angle plane are fed to the neural netw...