Towards the ultimate PMT waveform analysis for neutrino and dark matter experiments

被引：4
|
作者：
Xu, D. C. [1 ,2 ,3 ]
Xu, B. D. [1 ,2 ,3 ,4 ]
Bao, E. J. [5 ,6 ]
Wu, Y. Y. [1 ,2 ,3 ]
Zhang, A. Q. [1 ,2 ,3 ]
Wang, Y. Y. [1 ,2 ,3 ]
Zhang, G. L. [7 ]
Xu, Y. [8 ]
Guo, Z. Y. [1 ,2 ,3 ]
Pei, J. H. [9 ,11 ]
Mao, H. Y. [10 ]
Liu, J. S. [10 ]
Wang, Z. [1 ,2 ,3 ]
Chen, S. M. [1 ,2 ,3 ]
机构：
[1] Tsinghua Univ, Dept Engn Phys, Beijing, Peoples R China
[2] Tsinghua Univ, Ctr High Energy Phys, Beijing, Peoples R China
[3] Tsinghua Univ, Minist Educ, Key Lab Particle & Radiat Imaging, Beijing, Peoples R China
[4] Univ Tokyo, Kavli Inst Phys & Math Universe, UTIAS, Tokyo, Japan
[5] Natl Inst Informat, Tokyo, Japan
[6] Grad Univ Adv Studies SOKENDAI, Dept Informat, Tokyo, Japan
[7] Southwestern Univ Finance & Econ, Sch Secur & Futures, Chengdu, Peoples R China
[8] Sun Yat Sen Univ, Sch Phys, Guangzhou, Guangdong, Peoples R China
[9] Tsinghua Univ, Dept Phys, Beijing, Peoples R China
[10] Tsinghua Univ, Dept Comp Sci & Technol, Beijing, Peoples R China
[11] Peking Univ, Sch Phys, Beijing, Peoples R China
来源：
JOURNAL OF INSTRUMENTATION | 2022年 / 17卷 / 06期
基金：
中国国家自然科学基金;
关键词：
Data analysis; Cherenkov detectors; Neutrino detectors; Photon detectors for UV; visible and IR photons (vacuum) (photomultipliers; HPDs; others); LEAST-SQUARES; MARKOV-CHAINS; RECONSTRUCTION;
D O I：
10.1088/1748-0221/17/06/P06040
中图分类号：
TH7 [仪器、仪表];
学科分类号：
0804 ; 080401 ; 081102 ;
摘要：
Photomultiplier tube (PMT) voltage waveforms are the raw data of many neutrino and dark matter experiments. Waveform analysis is the cornerstone of data processing. We evaluate the performance of all the waveform analysis algorithms known to us and find fast stochastic matching pursuit the best in accuracy. Significant time (up to x2) and energy (up to x1.07) resolution boosts are attainable with fast stochastic matching pursuit, approaching theoretical limits. Other methods also outperform the traditional threshold crossing approach in time resolution.
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页数：30
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