Gamma Hadron Separation Using Single Parameter Method And Multivariate Algorithms With LHAASO-WCDA Experiment
Abstract
The Large High Altitude Air Shower Observatory (LHAASO) is built at an altitude of 4410 meters in Daocheng, Sichuan Province, China. As one of its major components, the Water Cherenkov Detector Array (WCDA) will focus on surveying the Northern sky for gamma-ray sources in a wide energy range. Because most of the triggered events are induced from hadronic cosmic-rays, suppressing a large number of background events is very important for LHAASO-WCDA. In this work, several sensitive parameters are chosen for the single parameter gamma/hadron discrimination based on topology characteristics of showers. Different methods of multivariate analysis are also used in this study. Results from simulation data show that multivariate analysis can improve the separation significantly compared to single traditional methods. Some preliminary results using the separation technique on experimental data are introduced.
Recommended Citation
X. J. Wang et al., "Gamma Hadron Separation Using Single Parameter Method And Multivariate Algorithms With LHAASO-WCDA Experiment," Proceedings of Science, vol. 358, Sissa Medialab Srl, Jan 2019.
Department(s)
Physics
International Standard Serial Number (ISSN)
1824-8039
Document Type
Article - Conference proceedings
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2025 Sissa Medialab Srl, All rights reserved.
Publication Date
01 Jan 2019

Comments
National Natural Science Foundation of China, Grant 2018YFA0404201