Abstract
Purpose
In the BESIII experiment, a conventional least square method is currently used to calibrate the time-of-flight (TOF) system, aiming to achieve optimal time resolution. However, it is intricate for conventional methods to handle electronics saturation and boundary effect which affect the time resolution.
Methods
A novel method based on machine learning techniques for time calibration of barrel TOF system is implemented in this paper.
Results and conclusion
With the application of boosted decision tree (BDT) algorithm, the overall time resolution of barrel TOF is found to be 64 ps. Compared with conventional method, a notable improvement in time resolution is achieved in the boundary range of the scintillator bar using BDT method.
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References
M. Ablikim et al., Design and construction of the BESIII detector. Nucl. Instrum. Methods A 614(3), 345–399 (2010)
M. Ablikim et al., Future physics programme of BESIII. Chin. Phys. C 44(4), 040001 (2020)
C. Zhang, Performance of the BEPC and progress of the BEPCII, in: Proceedings, 32nd International Conference on High Energy Physics (ICHEP 2004): Beijing, China, August 16–22, 2004. Vol. 1+2, pp. 993–997 (2004)
K. Albertsson, D. Anderson, D. Kcira, H. Newman, J.R. Vlimant, Machine learning in high energy physics community white paper. J. Phys. Conf. Ser. 1085, 022008 (2018)
X. Ma et al., High Energy Phys. Nucl. Phys 32, 744–749 (2008)
W. JiKe et al., BESIII track fitting algorithm. Chin. Phys. C 33, 870–879 (2009)
L. Wang et al., BESIII track extrapolation and matching. High Energy Phys. Nucl. Phys. 31, 183–188 (2007)
F. Chengdong et al., Chin. Phys. C 32(5), 329 (2008)
S. Sun, Time calibration for barrel tof system of besiii. J. Phys: Conf. Ser. 396(2), 2051 (2012)
H. Jifeng et al., Correlation analysis in time of flight calibration of BESIII. Chin. Phys. C 31, 893 (2007)
A. Hocker, K. Voss, A. Christov, P. Speckmayer, S. Henrotversille, J. Stelzer, F. Tegenfeldt, M. Jachowski, A.J. Krasznahorkay, X. Prudent, Tmva - toolkit for multivariate data analysis. Physics 27(2), 316–346 (2007)
J.R. Quinlan, Simplifying decision trees - sciencedirect. Int. J. Man Mach. Stud. 27(3), 221–234 (1987)
Acknowledgements
This work is supported in part by National Key R &D Program of China under Contracts No. 2020YFA0406304.
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Chen, Z., Sun, S., Liu, H. et al. Time calibration of barrel TOF system at BESIII. Radiat Detect Technol Methods (2024). https://doi.org/10.1007/s41605-023-00445-6
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DOI: https://doi.org/10.1007/s41605-023-00445-6