论文标题
用于成像Cherenkov探测器的机器学习
Machine Learning for Imaging Cherenkov Detectors
论文作者
论文摘要
成像Cherenkov检测器主要用于现代核和粒子物理实验中,其中需要尖端的解决方案来面对始终增长的计算需求。这是基于AI的方法的肥沃基础,目前我们目睹了新的高效和快速应用的开始。本文着重于新的方向,并向Cherenkov探测器应用。特别是,提出了探测器设计和校准以及粒子识别的最新进展。
Imaging Cherenkov detectors are largely used in modern nuclear and particle physics experiments where cutting-edge solutions are needed to face always more growing computing demands. This is a fertile ground for AI-based approaches and at present we are witnessing the onset of new highly efficient and fast applications. This paper focuses on novel directions with applications to Cherenkov detectors. In particular, recent advances on detector design and calibration, as well as particle identification are presented.