Скачать с ютуб A3D3 seminar: Machine Learning for Ge-Based Neutrinoless Double-Beta Decay Searches в хорошем качестве

A3D3 seminar: Machine Learning for Ge-Based Neutrinoless Double-Beta Decay Searches

Abstract: The discovery of the lepton-number-violating neutrinoless double-beta decay would determine the Majorana or Dirac nature of neutrinos, indicate the origin of neutrino mass, and provide a path to leptogenesis in the early universe. 76Ge- based searches using High-Purity Germanium (HPGe) detectors have proven to be very successful in searching for this ultra-rare decay, with previous-generation experiments the Majorana Demonstrator (MJD) and GERDA demonstrat- ing the best energy resolution and lowest backgrounds in the field, respectively. This program is rapidly advancing, with LEGEND-200 now taking data, and LEGEND-1000, the proposed the ton-scale phase of the LEGEND program, under design. The low-background requirements of these experiments and well- understood signal formation microphysics in HPGe detectors lead to unique challenges in designing machine learning-based approaches to data analysis, and have led to the development of novel highly-interpretable methods. I’ll discuss successful preliminary deployments of machine learning-based analyses in MJD and GERDA, methods that have been developed for LEGEND-200 commissioning and data-taking, and the ongoing research on new methods for LEGEND-1000. The A3D3 Seminar is a monthly lecture series that hosts scholars working across applied areas of artificial intelligence, such as hardware algorithm co-development, high energy physics, multi-messenger astrophysics, and neuroscience. Our presenters come from all four domain fields and include occasional external speakers beyond the A3D3 science areas, governmental agencies and industry. The seminar will be recorded and published in YouTube. To receive future event updates, subscribe here. Agenda: https://indico.cern.ch/event/1445384/ Check out A3D3 Institute and seminar series: https://a3d3.ai/education-and-outreac... Subscribe to receive new announcement of talks Subscribe here ► https://groups.google.com/g/a3d3-anno...