Comparison of Geometrical Layouts for Next-Generation Large-volume Cherenkov Neutrino Telescopes

Tong Zhu, Miaochen Jin, Carlos A. Argüelles
{"title":"Comparison of Geometrical Layouts for Next-Generation Large-volume Cherenkov Neutrino Telescopes","authors":"Tong Zhu, Miaochen Jin, Carlos A. Argüelles","doi":"arxiv-2407.19010","DOIUrl":null,"url":null,"abstract":"Water-(Ice-) Cherenkov neutrino telescopes have played a pivotal role in the\nsearch and discovery of high-energy astrophysical neutrinos. Experimental\ncollaborations are developing and constructing next-generation neutrino\ntelescopes with improved optical modules (OMs) and larger geometrical volumes\nto increase their efficiency in the multi-TeV energy range and extend their\nreach to EeV energies. Although most existing telescopes share similar OM\nlayouts, more layout options should be explored for next-generation detectors\nto maximize discovery capability. In this work, we study a set of layouts at\ndifferent geometrical volumes and evaluate the signal event selection\nefficiency and reconstruction fidelity under both an only trigger-level linear\nregression algorithm and an offline Graph Neural Network (GNN) reconstruction.\nOur methodology and findings serve as first steps toward an optimized, global\nnetwork of neutrino telescopes.","PeriodicalId":501374,"journal":{"name":"arXiv - PHYS - Instrumentation and Detectors","volume":"85 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Instrumentation and Detectors","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.19010","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Water-(Ice-) Cherenkov neutrino telescopes have played a pivotal role in the search and discovery of high-energy astrophysical neutrinos. Experimental collaborations are developing and constructing next-generation neutrino telescopes with improved optical modules (OMs) and larger geometrical volumes to increase their efficiency in the multi-TeV energy range and extend their reach to EeV energies. Although most existing telescopes share similar OM layouts, more layout options should be explored for next-generation detectors to maximize discovery capability. In this work, we study a set of layouts at different geometrical volumes and evaluate the signal event selection efficiency and reconstruction fidelity under both an only trigger-level linear regression algorithm and an offline Graph Neural Network (GNN) reconstruction. Our methodology and findings serve as first steps toward an optimized, global network of neutrino telescopes.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
下一代大体积切伦科夫中微子望远镜的几何布局比较
水(冰)切伦科夫中微子望远镜在研究和发现高能天体物理中微子方面发挥了关键作用。实验合作机构正在开发和建造下一代中微子望远镜,其光学模块(OM)经过改进,几何体积更大,以提高其在多TeV能量范围内的效率,并将其探测范围扩展到EeV能量。尽管现有的大多数望远镜都有类似的光学模块布局,但仍应为下一代探测器探索更多的布局选择,以最大限度地提高发现能力。在这项工作中,我们研究了一组不同几何体积的布局,并评估了仅触发级线性回归算法和离线图神经网络(GNN)重建下的信号事件选择效率和重建保真度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Comparison of Impedance Matching Networks for Scanning Microwave Microscopy Ultraviolet cross-luminescence in ternary chlorides of alkali and alkaline-earth metals Performance Evaluation of an RFSoC Operating in a 1.25 Tesla Magnetic Field Numerical Studies of Straw Tube Detectors Advanced Halide Scintillators: From the Bulk to Nano
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1