Training NuGraph2 for ICARUS

This presentation describes the process of training NuGraph2, a Graphical Neural Network for event reconstruction, on simulated ICARUS neutrino event data. This began with an investigation into filtering ICARUS spacepoint data. Then NuGraph2 was repeatedly trained on three event samples, which were used for finding optimized machine-learning parameters and to find and fix the causes of several crashes in NuGraph2 s preprocessing and training scripts.

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Published
2024-12-10
DOI
https://doi.org/10.2172/2482066
Primary Topic
Astrophysics and Cosmic Phenomena
Type
article
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article

Training NuGraph2 for ICARUS

Eric Novello
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Astrophysics and Cosmic Phenomena
article

Training NuGraph2 for ICARUS

Eric Novello
article en

Abstract

This presentation describes the process of training NuGraph2, a Graphical Neural Network for event reconstruction, on simulated ICARUS neutrino event data. This began with an investigation into filtering ICARUS spacepoint data. Then NuGraph2 was repeatedly trained on three event samples, which were used for finding optimized machine-learning parameters and to find and fix the causes of several crashes in NuGraph2 s preprocessing and training scripts.

Fermi National Accelerator Laboratory (US)
Openalex Percentile: Top 93%
Astrophysics and Cosmic Phenomena
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Training NuGraph2 for ICARUS — Eric Novello · (2024) | TGRS Research Map | TGRS