Validating Position Reconstruction Algorithm with $${}^{\mathbf{241}}$$Am–$${}^{\mathbf{9}}$$Be Neutron Source in DEAP-3600

The DEAP-3600 experiment uses a modern coordinate reconstruction algorithm that utilizes machine learning. This algorithm performed well compared to likelihood-based approaches. Here we validate our neural network based algorithm on data obtained using $${}^{241}$$ Am– $${}^{9}$$ Be radioactive source. The results obtained confirm algorithm validity.

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Publication Details

Journal
Physics of Atomic Nuclei
Published
2025-04-01
DOI
https://doi.org/10.1134/s1063778825700280
Primary Topic
Particle physics theoretical and experimental studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Validating Position Reconstruction Algorithm with $${}^{\mathbf{241}}$$Am–$${}^{\mathbf{9}}$$Be Neutron Source in DEAP-3600

A. Grobov, A. Ilyasov
1 links
Physics of Atomic Nuclei
Particle physics theoretical and experimental studies
article

Validating Position Reconstruction Algorithm with $${}^{\mathbf{241}}$$Am–$${}^{\mathbf{9}}$$Be Neutron Source in DEAP-3600

A. Grobov, A. Ilyasov
article en

Abstract

The DEAP-3600 experiment uses a modern coordinate reconstruction algorithm that utilizes machine learning. This algorithm performed well compared to likelihood-based approaches. Here we validate our neural network based algorithm on data obtained using $${}^{241}$$ Am– $${}^{9}$$ Be radioactive source. The results obtained confirm algorithm validity.

Physics of Atomic NucleiVol. 88(2)
Kurchatov Institute (RU), National Research Nuclear University MEPhI (RU)
Openalex Percentile: Top 93%
Particle physics theoretical and experimental studies
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