Event Classification in Liquid Scintillator Using PMT Hit Patterns
for Neutrinoless Double Beta Decay Searches
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Beschreibung
The search for neutrinoless double beta decay is one of the highest priority areas in particle physics today; it could provide insights to the nature of neutrino masses (currently not explained by the Standard Model) as well as how the universe survived its early stages. One promising experimental approach involves the use of large volumes of isotope-loaded liquid scintillator, but new techniques for background identification and suppression must be developed in order to reach the required sensitivity levels and clearly distinguish the signal. The results from this thesis constitute a significant advance in this area, laying the groundwork for several highly effective and novel approaches based on a detailed evaluation of state-of-the-art detector characteristics. This well written thesis includes a particularly clear and comprehensive description of the theoretical motivations as well as impressively demonstrating the effective use of diverse statistical techniques. The professionallyconstructed signal extraction framework contains clever algorithmic solutions to efficient error propagation in multi-dimensional space. In general, the techniques developed in this work will have a notable impact on the field.
The search for neutrinoless double beta decay is one of the highest priority areas in particle physics today; it could provide insights to the nature of neutrino masses (currently not explained by the Standard Model) as well as how the universe survived its early stages. One promising experimental approach involves the use of large volumes of isotope-loaded liquid scintillator, but new techniques for background identification and suppression must be developed in order to reach the required sensitivity levels and clearly distinguish the signal. The results from this thesis constitute a significant advance in this area, laying the groundwork for several highly effective and novel approaches based on a detailed evaluation of state-of-the-art detector characteristics. This well written thesis includes a particularly clear and comprehensive description of the theoretical motivations as well as impressively demonstrating the effective use of diverse statistical techniques. The professionally constructed signal extraction framework contains clever algorithmic solutions to efficient error propagation in multi-dimensional space. In general, the techniques developed in this work will have a notable impact on the field.
Nominated as an outstanding Ph.D. thesis by the University of Oxford, Oxford, UK Proposes new techniques for separating electrons from radioactive decays Demonstrates that leveraging these techniques can drastically improve the discovery potential of neutrinoless double beta decay experiments Presents the first full detector simulation and algorithms for reconstruction and particle ID using slow liquid scintillators
Autor*in
Jack Dunger
Themen in »Event Classification in Liquid Scintillator Using PMT Hit Patterns«
Neutrinoless Double Beta Decay Liquid Scintillator Detectors Particle ID Slow Scintillators Bayesian Signal Extraction Particle Reconstruction in Liquid Scintillator Ortho-positronium in Liquid Scintillation