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

Tong Zhu, Miaochen Jin, Carlos A. Argüelles
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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.
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。
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