Electron/pion identification with ALICE TRD prototypes using a neural network algorithm

被引:11
作者
Adler, C
Andronic, A
Angelov, V
Appelshäuser, H
Baumann, C
Blume, C
Braun-Munzinger, P
Bucher, D
Busch, O
Catanescu, V
Chernenko, S
Ciobanu, M
Daues, H
Emschermann, D
Fateev, O
Foka, Y
Garabatos, C
Glasow, R
Gottschlag, H
Gunji, T
Hamagaki, H
Hehner, J
Heine, N
Herrmann, N
Inuzuka, M
Kislov, E
Lehmann, T
Lindenstruth, V
Lippmann, C
Ludolphs, W
Mahmoud, T
Marin, A
Miskowiec, D
Oyama, K
Panebratsev, Y
Petracek, V
Petrovici, M
Radu, A
Reygers, K
Rusanov, I
Sandoval, A
Santo, R
Schicker, R
Simon, RS
Smykov, L
Soltveit, HK
Stachel, J
Stelzer, H
Stockmeier, MR
Tsiledakis, G
机构
[1] Univ Munster, Inst Kernphys, D-4400 Munster, Germany
[2] Univ Heidelberg, Inst Phys, D-6900 Heidelberg, Germany
[3] Gesell Schwerionenforsch mbH, D-6100 Darmstadt, Germany
[4] Kirchhoff Inst Phys, Heidelberg, Germany
[5] Univ Frankfurt, Inst Kernphys, D-6000 Frankfurt, Germany
[6] NIPNE, Bucharest, Romania
[7] JINR, Dubna, Russia
[8] Univ Tokyo, Tokyo, Japan
关键词
drift chamber; electron/pion identification; transition radiation detector; neural network;
D O I
10.1016/j.nima.2005.07.006
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
We study the electron/pion identification performance of the ALICE Transition Radiation Detector (TRD) prototypes using a neural network (NN) algorithm. Measurements were carried out for particle momenta from 2 to 6 GeV/c. An improvement in pion rejection by about a factor of 3 is obtained with NN compared to standard likelihood methods. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:364 / 371
页数:8
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