Research output: Contribution to journal › Article › peer-review
Charged particle identification with the liquid xenon calorimeter of the CMD-3 detector. / Ivanov, V. L.; Fedotovich, G. V.; Akhmetshin, R. R. et al.
In: Nuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 1015, 165761, 01.11.2021.Research output: Contribution to journal › Article › peer-review
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TY - JOUR
T1 - Charged particle identification with the liquid xenon calorimeter of the CMD-3 detector
AU - Ivanov, V. L.
AU - Fedotovich, G. V.
AU - Akhmetshin, R. R.
AU - Amirkhanov, A. N.
AU - Anisenkov, A. V.
AU - Aulchenko, V. M.
AU - Bashtovoy, N. S.
AU - Bondar, A. E.
AU - Bragin, A. V.
AU - Eidelman, S. I.
AU - Epifanov, D. A.
AU - Epshteyn, L. B.
AU - Erofeev, A. L.
AU - Gayazov, S. E.
AU - Grebenuk, A. A.
AU - Gribanov, S. S.
AU - Grigoriev, D. N.
AU - Ignatov, F. V.
AU - Karpov, S. V.
AU - Kazanin, V. F.
AU - Korobov, A. A.
AU - Kozyrev, A. N.
AU - Kozyrev, E. A.
AU - Krokovny, P. P.
AU - Kuzmenko, A. E.
AU - Kuzmin, A. S.
AU - Logashenko, I. B.
AU - Lukin, P. A.
AU - Mikhailov, K. Yu
AU - Okhapkin, V. S.
AU - Pestov, Yu N.
AU - Popov, A. S.
AU - Razuvaev, G. P.
AU - Ruban, A. A.
AU - Ryskulov, N. M.
AU - Ryzhenenkov, A. E.
AU - Semenov, A. V.
AU - Shebalin, V. E.
AU - Shemyakin, D. N.
AU - Shwartz, B. A.
AU - Solodov, E. P.
AU - Titov, V. M.
AU - Talyshev, A. A.
AU - Tolmachev, S. S.
AU - Uskov, A. A.
AU - Vorobiov, A. I.
AU - Yudin, Yu V.
N1 - Funding Information: We thank the VEPP-2000 personnel for excellent machine operation. The work is partially supported by the grants of the Russian Foundation for Basic Research 17-52-50064-a , 17-02-00897 . Funding Information: We thank the VEPP-2000 personnel for excellent machine operation. The work is partially supported by the grants of the Russian Foundation for Basic Research17-52-50064-a, 17-02-00897. Publisher Copyright: © 2021 Elsevier B.V.
PY - 2021/11/1
Y1 - 2021/11/1
N2 - The paper describes a method of the charged particle identification, developed for the CMD-3 detector, installed at the VEPP-2000 e+e− collider. The method is based on application of boosted decision trees classifiers, trained for the optimal separation of electrons, muons, pions and kaons in the momentum range from 100 to 1200MeV/c. The input variables for the classifiers are linear combinations of the energy depositions of charged particles in 12 layers of the liquid xenon calorimeter of the CMD-3. The event samples for training of the classifiers are taken from the simulation. Various issues of the calorimeter strip channels response simulation and their calibration are considered. Application of the method is illustrated by the examples of separation of the e+e−(γ) and π+π−(γ) final states and of selection of the K+K− final state at high energies.
AB - The paper describes a method of the charged particle identification, developed for the CMD-3 detector, installed at the VEPP-2000 e+e− collider. The method is based on application of boosted decision trees classifiers, trained for the optimal separation of electrons, muons, pions and kaons in the momentum range from 100 to 1200MeV/c. The input variables for the classifiers are linear combinations of the energy depositions of charged particles in 12 layers of the liquid xenon calorimeter of the CMD-3. The event samples for training of the classifiers are taken from the simulation. Various issues of the calorimeter strip channels response simulation and their calibration are considered. Application of the method is illustrated by the examples of separation of the e+e−(γ) and π+π−(γ) final states and of selection of the K+K− final state at high energies.
KW - Boosted decision trees
KW - Detector calibration
KW - Liquid xenon calorimeter
KW - Particle identification
KW - Pion/kaon separation
KW - Simulation tuning
UR - http://www.scopus.com/inward/record.url?scp=85114381613&partnerID=8YFLogxK
U2 - 10.1016/j.nima.2021.165761
DO - 10.1016/j.nima.2021.165761
M3 - Article
AN - SCOPUS:85114381613
VL - 1015
JO - Nuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment
JF - Nuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment
SN - 0168-9002
M1 - 165761
ER -
ID: 34159880