arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2403.01239hep-exastro-ph.IMphysics.ins-det
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基于时间-电荷读出的台山反中微子观测站第一性原理事件重建

First-principle event reconstruction by time-charge readouts for the Taishan Antineutrino Observatory

Xuewei Liu, Wei Dou, Benda Xu, Hanwen Wang, Guofu Cao

AI总结:

针对台山反中微子观测站(TAO)的反应堆中微子能谱测量需求,提出基于第一性原理的SiPM时间-电荷纯概率重建模型,实现优于20mm的顶点分辨率及1MeV处2%的能量分辨率,为无分段探测器的计算径迹量能器研究奠定基础。

摘要:

台山反中微子观测站(TAO)是江门中微子实验(JUNO)的液态闪烁体卫星实验,旨在以前所未有的能量分辨率测量反应堆中微子参考能谱。我们使用非均匀泊松过程和Tweedie广义线性模型(GLM)来描述探测器响应和硅光电倍增管(SiPM)的电荷分布。我们从第一性原理出发,针对SiPM的时间和电荷信息开发了纯概率模型,用于重建TAO中心探测器中的类点事件。得益于精确模型以及TAO中SiPM阵列的高光覆盖度和量子效率,我们实现了优于20mm的顶点位置分辨率、1MeV处约2%的能量分辨率和<0.5%的非均匀性,创下液态闪烁体探测器的世界最佳性能。凭借该分辨率,我们发现MeV级事件呈现出径迹效应,为TAO这类无分段液态闪烁体探测器实现计算径迹量能器开辟了令人兴奋的可能性。我们的方法适用于其他使用光电倍增管(PMT)进行时间和电荷读出的实验。

英文摘要:

The Taishan Antineutrino Observatory (TAO) is a liquid-scintillator satellite experiment of the Jiangmen Underground Neutrino Observatory (JUNO) to measure the reference reactor neutrino spectrum with unprecented energy resolution. We use inhomogeous Poisson process and Tweedie generalized linear model (GLM) to characterize the detector response and the charge distribution of a SiPM. We develop a pure probabilistic model for time and charge of SiPMs from first principles to reconstruct point-like events in the TAO central detector. Thanks to our precise model and the high photo-coverage and quantum efficiency of the SiPM tiles at TAO, we achieve vertex position resolution better than 20mm, energy resolution of about 2% at 1MeV and <0.5% non-uniformity, marking the world's best performance of liquid scintillator detectors. With such resolution, we perceive MeV events to exhibit track effects. It opens up an exciting possibility of computed tracking calorimeter for unsegmented liquid scintillator detector like TAO. Our methodology is applicable to other experiments that utilize PMTs for time and charge readouts.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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