Enhancing neutrino reconstruction in water-Cherenkov air shower arrays using multi-photosensors
Open Access
- 5 August 2025
- journal article
- research article
- Published by Springer Nature in The European Physical Journal C
- Vol. 85 (8) , 1-10
Abstract
In this article, the potential of water Cherenkov detectors equipped with multi-PMT modules for background-free upward-going neutrino detection and improved direction reconstruction is demonstrated. By analyzing signal time traces with transformer-based models, significant improvements in angular resolution are achieved compared to previous designs with larger PMTs. These detectors enable the reconstruction of neutrino directions with resolutions of approximately $$10^\circ $$ in azimuth and $$7^\circ $$ in zenith for high-signal events, corresponding to an overall opening angle of approximately $$10^\circ .$$ This design reduces saturation effects and enhances directional sensitivity, particularly for high-energy neutrinos. The results highlight the potential of WCD arrays as complementary tools for neutrino astronomy, particularly in the context of multimessenger observations of transient astrophysical sources. The nearly continuous operation and wide field of view of these detectors further enhance their suitability for real-time monitoring and alert generation.
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This publication has 34 references indexed in Scilit:
- High-energy and ultra-high-energy neutrinos: A Snowmass white paperJournal of High Energy Astrophysics, 2022
- : A new variable for γ/h discrimination in large gamma-ray ground arraysPhysics Letters B, 2022
- Tackling the muon identification in water Cherenkov detectors problem for the future Southern Wide-field Gamma-ray Observatory by means of machine learningNeural Computing and Applications, 2022
- Sensitivity of the KM3NeT/ARCA neutrino telescope to point-like neutrino sourcesAstroparticle Physics, 2019
- Deep learning techniques applied to the physics of extensive air showersAstroparticle Physics, 2019
- Introduction to Particle and Astroparticle Physics2018
- A deep learning-based reconstruction of cosmic ray-induced air showersAstroparticle Physics, 2018
- Recent developments in Geant4Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 2016
- Neutrino oscillation studies with IceCube-DeepCoreNuclear Physics B, 2016
- Geant4—a simulation toolkitNuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 2003