Saved in:
Bibliographic Details
Main Authors: Zhu, Tong, Jin, Miaochen, Argüelles, Carlos A.
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2407.19010
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1866909598424760320
author Zhu, Tong
Jin, Miaochen
Argüelles, Carlos A.
author_facet Zhu, Tong
Jin, Miaochen
Argüelles, Carlos A.
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2407_19010
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Comparison of Geometrical Layouts for Next-Generation Large-volume Cherenkov Neutrino Telescopes
Zhu, Tong
Jin, Miaochen
Argüelles, Carlos A.
Instrumentation and Detectors
High Energy Physics - Experiment
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.
title Comparison of Geometrical Layouts for Next-Generation Large-volume Cherenkov Neutrino Telescopes
topic Instrumentation and Detectors
High Energy Physics - Experiment
url https://arxiv.org/abs/2407.19010