May 11 – 13, 2022
South Dakota Mines
US/Mountain timezone
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Deep Learning Reconstruction in the NOvA Experiment

May 12, 2022, 5:40 PM
20m
EEP 255 (SD Mines)

EEP 255

SD Mines

Oral Advanced Data Analysis Advanced Data Analysis - Parallel

Speaker

Prof. Jianming Bian (University of California, Irvine)

Description

The NOvA experiment is a long-baseline accelerator neutrino experiment. It uses the upgraded NuMI beam from Fermilab and measures electron neutrino appearance and muon neutrino disappearance at its Far Detector in Ash River, Minnesota. NOvA is the first neutrino experiment that implemented convolutional neural networks in event reconstruction. NOvA is also developing new deep-learning algorithms to improve performance and robustness for future analyses. In this talk, I will discuss the development of deep learning techniques at NOvA.

Primary author

Prof. Jianming Bian (University of California, Irvine)

Presentation materials