Configurable calorimeter simulation for AI applications

نویسندگان

چکیده

Abstract A configurable calorimeter simulation for AI (CoCoA) applications is presented, based on the GEANT4 toolkit and interfaced with PYTHIA event generator. This open-source project aimed to support development of machine learning algorithms in high energy physics that rely realistic particle shower descriptions, such as reconstruction, fast simulation, low-level analysis. Specifications granularity material its nearly hermetic geometry are user-configurable. The tool supplemented simple processing including topological clustering, jet algorithms, a nearest-neighbors graph construction. Formatting also provided visualise events using Phoenix display software.

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ژورنال

عنوان ژورنال: Machine learning: science and technology

سال: 2023

ISSN: ['2632-2153']

DOI: https://doi.org/10.1088/2632-2153/acf186