Domain Generalization with Machine Learning in the NOvA Experiment

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This thesis presents significant advances in the use of neural networks to study the properties of neutrinos. Machine learning tools like neural networks (NN) can be used to identify the particle types or determine their energies in detectors such as those used in the NOvA neutrino experiment, which studies changes in a beam of neutrinos as it propagates approximately 800 km through the earth. NOv...

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This thesis presents significant advances in the use of neural networks to study the properties of neutrinos. Machine learning tools like neural networks (NN) can be used to identify the particle types or determine their energies in detectors such as those used in the NOvA neutrino experiment, which studies changes in a beam of neutrinos as it propagates approximately 800 km through the earth. NOv...

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  • Formats: pdf
  • ISBN: 9783031435836
  • Publication Date: 8 Nov 2023
  • Publisher: Springer Nature Switzerland
  • Drm Setting: DRM