A new and improved IceCube point-source analysis

20 may. 2021 18:40
20m
Valencia

Valencia

VLVnT 2021 | Parallel Session Room A https://cern.zoom.us/j/62997581748
Methods and tools Methods and tools

Ponente

Chiara Bellenghi (Physics Department - Technical University Munich)

Descripción

The IceCube Neutrino Observatory investigates high-energy astrophysical phenomena by studying the corresponding high-energy neutrino signal. Its successful discovery of a diffuse flux of astrophysical neutrinos with energies up to the PeV scale in 2013 has triggered a vast effort to identify this signal's sources, which recently resulted in an improved analysis method. Here, we present a new IceCube point-source search that improves the accuracy of the statistical analysis, especially at energies of a few TeV and below. The new approach includes multidimensional kernel density estimation based probability density functions, angular error estimates using a boosted decision tree, and a new deep neural network energy estimator.

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