[2025-01-18] For better promotion of the events, the categories in this system will be adjusted. For details, please refer to the announcement of this system. The link is https://indico-tdli.sjtu.edu.cn/news/1-warm-reminder-on-adjusting-indico-tdli-categories-indico

Jul 15 – 18, 2023
Asia/Shanghai timezone

Reconstruction of Neutrino Event in TRIDENT Based on TridentNet

Jul 17, 2023, 2:50 PM
25m
机器学习 Machine Learning

Speaker

Cen Mo

Description

The tRoplcal DEep-sea Neutrino Telescope (TRIDENT) is a next-generation neutrino detector located in the South China Sea. High computational efficiency is required for event reconstruction methods in order to calculate the incident particle's direction and energy. In a typical neutrino event, less than 1% of photosensors are hit, making Graph Neural Networks particularly well-suited for their reconstruction. In this study, a Graph Neural Network named TridentNet has been constructed to achieve high resolution in direction and energy reconstruction. We present results from TridentNet and make comparisons with traditional reconstruction method.

Primary author

Presentation materials