Neutrino interaction classification with a convolutional neural network in the DUNE far detector
Creators: name: DUNE Collaboration
name: Abi, B.
name: Acciarri, R.
name: Acero, M. A.
name: Adamov, G.
name: Adams, D.
name: Adinolfi, M.
name: Ahmad, Z.
name: Ahmed, J.
name: Alion, T.
name: Monsalve, S. Alonso
name: Alt, C.
name: Anderson, J.
name: Andreopoulos, C.
name: Andrews, M. P.
name: Andrianala, F.
name: Andringa, S.
name: Ankowski, A.
name: Antonova, M.
name: Antusch, S.
name: Aranda-Fernandez, A.
name: Ariga, A.
name: Arnold, L. O.
name: Arroyave, M. A.
name: Asaadi, J.
name: Aurisano, A.
name: Aushev, V.
name: Autiero, D.
name: Azfar, F.
name: Back, H.
name: Back, J. J.
name: Backhouse, C.
name: Baesso, P.
name: Bagby, L.
name: Bajou, R.
name: Balasubramanian, S.
name: Baldi, P.
name: Bambah, B.
name: Barao, F.
name: Barenboim, G.
name: Barker, G. J.
name: Barkhouse, W.
name: Barnes, C.
name: Barr, G.
name: Monarca, J. Barranco
name: Barros, N.
name: Barrow, J. L.
name: Bashyal, A.
name: Basque, V.
name: Bay, F.
name: Alba, J. L. Bazo
name: Beacom, J. F.
name: Bechetoille, E.
name: Behera, B.
name: Bellantoni, L.
name: Bellettini, G.
name: Bellini, V.
name: Beltramello, O.
name: Belver, D.
name: Benekos, N.
name: Neves, F. Bento
name: Berger, J.
name: Berkman, S.
name: Bernardini, P.
name: Berner, R. M.
name: Berns, H.
name: Bertolucci, S.
name: Betancourt, M.
name: Bezawada, Y.
name: Bhattacharjee, M.
name: Bhuyan, B.
name: Biagi, S.
name: Bian, J.
name: Biassoni, M.
name: Biery, K.
name: Bilki, B.
name: Bishai, M.
name: Bitadze, A.
name: Blake, A.
name: Siffert, B. Blanco
name: Blaszczyk, F. D. M.
name: Blazey, G. C.
name: Blucher, E.
name: Boissevain, J.
name: Bolognesi, S.
name: Bolton, T.
name: Bonesini, M.
name: Bongrand, M.
name: Bonini, F.
name: Booth, A.
name: Booth, C.
name: Bordoni, S.
name: Borkum, A.
name: Boschi, T.
name: Bostan, N.
name: Bour, P.
name: Boyd, S. B.
name: Boyden, D.
name: Bracinik, J.
name: Braga, D.
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Publisher: name: arXiv
Year: 2020
Subjects: subject: Instrumentation and Detectors (physics.ins-det)
subject: High Energy Physics - Experiment (hep-ex)
subject: FOS: Physical sciences
subject: FOS: Physical sciences

description: The Deep Underground Neutrino Experiment is a next-generation neutrino oscillation experiment that aims to measure $CP$-violation in the neutrino sector as part of a wider physics program. A deep learning approach based on a convolutional neural network has been developed to provide highly efficient and pure selections of electron neutrino and muon neutrino charged-current interactions. The electron neutrino (antineutrino) selection efficiency peaks at 90% (94%) and exceeds 85% (90%) for reconstructed neutrino energies between 2-5 GeV. The muon neutrino (antineutrino) event selection is found to have a maximum efficiency of 96% (97%) and exceeds 90% (95%) efficiency for reconstructed neutrino energies above 2 GeV. When considering all electron neutrino and antineutrino interactions as signal, a selection purity of 90% is achieved. These event selections are critical to maximize the sensitivity of the experiment to $CP$-violating effects.
description: 39 pages, 11 figures