Neutrino Physics and Machine Learning 2024

Session

Reception - Poster Session

Jun 25, 2024, 6:00 PM

HCI J4 (ETH Zurich)

52. 3D-Reconstruction of Tau Neutrinos in LArTPC Detectors

BARBARA YAEGGY (University of Cincinnati)

6/25/24, 6:00 PM

The Deep Underground Neutrino Experiment (DUNE) is a next-generation neutrino experiment currently under construction. DUNE will consist of two high-resolution neutrino interaction imaging detectors exposed to the world’s most intense neutrino beam, with the Near Detector at Fermilab and the Far Detector 1,300 km away in the Sanford Underground Research Facility in South Dakota, US.

The...

6. Transformer models for neutrino event reconstruction with KM3NeT/ORCA115

Iván Mozún Mateo (LPCCAEN / CNRS_IN2P3)

6/25/24, 6:05 PM

KM3NeT is a new research infrastructure housing the next generation of neutrino telescopes located in the Mediterranean deep sea. This facility involves two telescopes: KM3NeT/ARCA and KM3NeT/ORCA. Both are made of detection units with 18 digital optical modules arranged vertically. The Cherenkov light emitted by charged particles propagating in water is detected by photomultipliers within...

60. Search for the 2vECB+ of Xe-124 with the XENONnT experiment

Andrea Paloma Cimental Chávez (University of Zurich)

6/25/24, 6:10 PM

The XENONnT detector, located at Laboratori Nazionali del Gran Sasso, utilises 5.9 tonnes of instrumented liquid xenon to continue the search for dark matter in the form of weakly interacting massive particles. Thanks to its low energy threshold and unprecedentedly low background level, the physics reach of XENONnT has expanded to a variety of rare event searches such as solar and supernova...

63. Enhancing atmospheric background reduction using Convolutional Neural Networks in DSNB searches at Super-Kamiokande Gd

Soniya Samani

6/25/24, 6:15 PM

The detection of the Diffuse Supernova Neutrino Background (DSNB) flux will provide invaluable insights into constraining cosmological models, core-collapse dynamics and neutrino properties. The Super-Kamiokande Gd (SK-Gd) experiment currently exhibits the best sensitivity for discovery due to enhanced neutron tagging capability with 0.01% gadolinium sulphate loading, as per this analysis....