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19–23 Aug 2025
Asia/Shanghai timezone

A New Intelligent LHAASO: Pushing the Limits of AI for High-Energy Astronomy

21 Aug 2025, 12:00
20m

Speaker

Dr Chenyuan Xu (之江实验室)

Description

The Large High Altitude Air Shower Observatory (LHAASO) stands at the forefront of high-energy astronomy, with core physics goals including the identification of galactic PeVatrons, indirect dark matter searches, and cosmic ray origin studies. However, achieving these objectives is challenged by the critical need to process data streams while maintaining real-time background rejection and precise angular resolution to high-energy sources. In this report, we aim to enhance LHAASO’s fundamental performance using AI. ​​We test several distinct model architectures, discuss the origins of performance differences, and probe the boundaries of AI capabilities within LHAASO's data.​

Primary author

Dr Chenyuan Xu (之江实验室)

Co-authors

Mr Huaxi Chen (之江实验室) Mr Wang Zhi (之江实验室) Mr huanying Liu (之江实验室) Mr Chang Liu (之江实验室)

Presentation materials

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