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Neutrino interaction vertex reconstruction in DUNE with Pandora Deep Learning

DUNE with Pandora Deep Learning

Adam Abed Abud; Acciarri, Roberto; Robert Zwaska2025Springer Nature

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Adam Abed Abud; Acciarri, Roberto; Mario A Acero O; Márcio Adames; G.Adamov; Mark Adamowski; David Adams; Marco Adinolfi; Adriano, Cris; Antoni Aduszkiewicz; Jessica Aguilar; Faiza Akbar; Alemanno, Francesca; Alex, Nimmy Sarah; Kyle Allison; Alrashed, Munera; Alton, Andrew; Alvarez, Rodrigo; Tiago Alves; Aman, Adil; Amar, Hamza; Amedo, Pablo; John Anderson; Constantinos Andreopoulos; Mirco Andreotti; Andrews, Michael P.; Andrianala, Fenompanirina; Sofia Andringa; Anjarazafy, Fleuri; Antic, Diana; Antoniassi, Marcelo; Antonova, Maria; Alfredo Aranda; Luciano Arellano; Enrique Arrieta-Diaz; M.A. Arroyave; Jonathan Asaadi; Ashkenazi, Adi; David Asner; lily asquith; Edward Thomas Atkin; Auguste, Didier; Adam Aurisano; Volodymyr Aushev; Dario Autiero; Ávila Gómez, Daniel; Muhammad Bilal Azam; Azfar, Farrukh; Ashley Back; Henning Back; John Back; Bagaturia, Iuri; Bagby, Linda; Baigarashev, Dosbol; Balasubramanian, Supraja; Anna Balboni; Pierre Baldi; Wander Baldini; Jacobo G. Baldonedo; Bruce Baller; Bindu Bambah; Banerjee, Rituparna; Barao, F.; Barbu, Denis; Gabriela Barenboim; Pablo Barham Alzas; Gary Barker; Wayne Barkhouse; Giles Barr; Barranco Monarca, Juan; Barros, Adilson; N. Barros; Daniel Barrow; J. L. Barrow; Basharina-Freshville, Anastasia; Amit Bashyal; Vincent Marc Basque; Basu, Dhrubojyoti; Batchelor, Charlie; Lars Bathe-Peters; James Battat; Battisti, Federico; Fatih Bay; Maria Cecilia Queiroga Bazetto; Jose Luis Bazo Alba; John Beacom; Bechetoille, Edouard; Biswaranjan Behera; Chagas, E.; Bell, Beryl; Bell, Gerard; Leo Bellantoni; Bellettini, Giorgio; Bellini V.; Beltramello, Olga; Benitez Montiel, Carlos; Douglas Benjamin; Francisco Neves; Joshua Berger; Sophie Berkman; Bernal, Javier; Paolo Bernardini; Andrea Bersani; Bertolini, Elenora; Sergio Bertolucci; Minerba Betancourt; Betancur Rodríguez, Amalia; Yashwanth Bezawada; Bezerra, Anibal; Avinay Bhat; Vipin Bhatnagar; Bhatt, Jayesh; M. Bhattacharjee; Bhattacharya, Meghna; Shyam Bhuller; Given Names Deactivated Family Name Deactivated; Simone Biagi; Jianming Bian; Kurt Biery; Burak Bilki; Mary Bishai; Andrew Blake; Flor de Maria Blaszczyk; Gerald C. Blazey; Edward Blucher; Bogart, Benjamin; Bogenschuetz, Jacob; Boissevain, Jan; Bolognesi, Sara; Tim Bolton; Bomben, Luca; Maurizio Bonesini; Cesar Bonilla; Alexander Booth; Fatma Boran; Borges Merlo, Rafael; N. Bostan, Nilay Bostan; Botogoske, Gabriel; Bianca Bottino; Bouet, Raphael; Boza, Jacob; Juraj Bracinik; BARNALI BRAHMA; Dominic Bevan Brailsford; Bramati, Filippo; Antonio Branca; Andrew Gerhart Brandt; johan bremer; Chris Brew; Stephen Brice; Brio, Vanessa; Brizzolari, Claudia; Carl Bromberg; Given Names Deactivated Family Name Deactivated; Alan Bross; Giulia Brunetti; Maria Brigida Brunetti; Norm Buchanan; Howard Budd; Buergi, Jonas; Aaron Bundock; Burgardt, Dustin; Butchart, Sophie; Caceres Vera, Gian; Tejin Cai; Roberta Calabrese; Roberto Calabrese; Jacob Calcutt; Livio Calivers; Enrique Calvo Alamillo; Alessio Caminata; Camino, Amelia; WALLISON LUIZ ANICEZIO CAMPANELLI; Alice Campani; Campos Benitez, Axel; Nicola Canci; Capó, Jordi; Caracas, Ioana; David Caratelli; Daniel Carber; Carceller, Juan; Carini, Gabriella; Carlus, Bruno; Carneiro, M. F.; Paolo Carniti; Ivan Caro Terrazas; Carranza, Hector; Carrara, Nicholas; Carroll, Lauren; Thomas Carroll; Carter, Alex; Enrique Casarejos; Denise Casazza; J.F. Castaño; Fabian Andres Castaño Usuga; Andres Castillo; Cesar Manuel Castromonte Flores; E. Catano Mur; carla maria cattadori; Fabien Cavalier; Flavio Cavanna; Sandro CENTRO; Giuseppe Cerati; Cerna, Cédric; Alberto Cervelli; Cervera Villanueva, Anselmo; Chalifour Michel; Andrew Chappell; Animesh Chatterjee; Bhavesh Chauhan; Hucheng Chen; Mu-Chun Chen; Chen, Wen Chao; Yifan Chen; Chen, Zhengyang; Daniel Cherdack; Simranjit Singh Chhibra; Chi, Cheng-Yi; Chiapponi, Francesco; Robert Chirco; Chitirasreemadam, Namitha; Kihyeon Cho; Sarah Choate; Choi, Gweneth; Davit Chokheli; Chong, Pooi; Chowdhury, Barnali; David Christian; Chung, Moses; Eric Church; Maria Flavia Cicala; Cicerchia, Magda; Cicero, Valentina; RICCARDO CIOLINI; Peter Clarke; Cline, Gordon; Alfredo Giuseppe Cocco; Joao Coelho; Cohen, Ariel; Collazo, Joaquin; Johann Collot; Janet Conrad; Mark Convery; Conway, Kyle; Simone Copello; Cova, Paolo; Cox, Callum; Linda Cremonesi; José Ignacio Crespo Anadón; Michael Crisler; Esteban Cristaldo; Jason Crnkovic; Crone, Gordon; Ryan Cross; Andrew Cudd; Clara Cuesta; Yanou Cui; Francesca Curciarello; David Cussans; Dai, Joel; Dalager, Olivia; William Dallaway; D'Amico, Riccardo; Helio da Motta; Dar, Zubair; Darby, Robert; Leonardo Peres; David, Quentin; Gavin Davies; Stefano Davini; Jaime Dawson; de Aguiar, Renan; De Almeida, Patricia; Paul Debbins; Michal Patrick Decowski; Andre de Gouvea; de Holanda, Pedro; Paul de Jong; Pablo del Amo Sánchez; De Lauretis, Ginevra; Delbart, Alain; David Delepine; Maritza Juliette Delgado Gonzalez; Andrea Dell’Acqua; Giovanni Ottavio Delle Monache; Nicola Delmonte; De Lurgio, Patrick; Demario, Ross; De Matteis, Giovanni; J. R. T. de Mello Neto; David DeMuth; Steve Dennis; Christopher Densham; Peter B. Denton; Grzegorz Deptuch; Albert De Roeck; Valentina De Romeri; Jan Philip Detje; James Devine; Ranjan Dharmapalan; Marco André Ferreira Dias; Alejandro Diaz; Jorge S Diaz; Félix Napoleón Díaz Desposorio; Francesco Di Capua; Antonio Di Domenico; Sergio Di Domizio; stefano di falco; Di Giulio, Letizia; Pengfei Ding; Lea Di Noto; Eleonora Diociaiuti; Di Silvestre, Viola; Carla Distefano; Richard Diurba; Milind Diwan; Zelimir Djurcic; Stephen Dolan; Michael Dolce; furkan dolek; Michelle Dolinski; Danilo Domenici; simone donati; Donon, Yann; Doran, Steven; Daniel Douglas; Doyle, Tristan; François Drielsma; Laura; Dominique Duchesneau; K. E. Duffy; Dugas, Katherine; Patrick Dunne; Bhaskar Dutta; Hongyue Duyang; Dwyer, Daniel A.; Alexandre Dychkant; Steven Dytman; Eads, Michael; Earle, Antony; Edayath, Sijith; Daniel Edmunds; Jonathan Eisch; Emark, William; Englezos, Panagiotis; Antonio Ereditato; Erjavec, Tyler; CARLOS OURIVIO ESCOBAR; J.J. Evans; Erin Ewart; Dr. Anthony C. Ezeribe, MInstP, MNIP, AMBCS; Fahey, Kevin; Falcone, Andrea; Mattia Fanì; Christian Farnese; Farrell, Sophia; Yasaman Farzan; Julian Felix; Yue Feng; Enrique Fernandez-Martinez; Ferreira da Silva, Marcos; Ferry, Gilles; Fialova, Eva; Laura Fields; Peter FILIP; Amy Filkins; Frank Filthaut; Giuliana Fiorillo; Massimiliano Fiorini; Fogarty, Sam; William Foreman; Fowler, Jack; Jiří Franc; Kurt Francis; Domenico Franco; Jack Franklin; John Freeman; Fried, Jack; Alexander Friedland; Fucci, Mary; Stuart Fuess; Furic, Ivan; Furman, Krzysztof; Andrew Furmanski; Gaba, Riya; Alessandro Gabrielli; Alberto Martín Gago Medina; Galizzi, Federico; Gallagher, Hugh; Galli, Matteo; Niccolò Gallice; Vyacheslav Galymov; Enrico Gamberini; Gamble, Trevor; Rajesh Gandhi; Sudeshna Ganguly; Fan Gao; Shanshan Gao; Diego Garcia Gamez; Miguel Á. García-Peris; Gardim, Fernando (Fernando José De Carvalho Barão); Steven Gardiner; Gastler, Dan; Gauch, Anja; Paolo Gauzzi; Stefano Gazzana; Ge, Guanqun; Geffroy, Nicolas; Bruno Gelli; Gent, Stephen; Gerlach, Lino; Ghosh, Avik; Giammaria, Tommaso; Daniele Gibin; Inés Gil Botella; Sean Gilligan; Antonio GIOIOSA; Simona Giovannella; Anjan Giri; Carmen Giugliano; Valerio Giusti; Gnani, Dario; Olga Gogota; Sowjanya Gollapinni; Gollwitzer, Keith; Ricardo Gomes; Gomez Bermeo, Laura Vanessa; Luz Stella Gomez Fajardo; Diego Gonzalez Diaz; Maury Goodman; Goswami, Srubabati; Claudio Gotti; Goudeau, Jacob; Prof. Evgueni Goudzovski; Carl Grace; Elena Gramellini; Richard Gran; Granados, Everardo; Pierre Granger; Grant, Christopher; Diego Gratieri; Grauso, Gianfrancesco; Patrick Green; Greenberg, Stephen; Joel Greer; W. C. Griffith; Katarzyna Grzelak; Gu, Linhui; Wenqiang Gu; Guarino, Victor; Marco Guarise; Roxanne Guenette; Marco Guerzoni; Daniele Guffanti; Alberto Guglielmi; Bing Guo; Flynn Y. Guo; Gupta, Vikas; Gurung, Ganjendra; Gutierrez, Daniel; Pawel Guzowski; Marcelo M. Guzzo; Gwon, Sunwoo; A. Habig; Leïla Haegel; Lee Hagaman; Hahn, Alan; Janina Hakenmüller; Thomas Hamernik; Philip Hamilton; Jonathan Hancock; Handley, Magnus; Fabio Happacher; Deborah Harris; Akeem Leonardo Hart; J. Hartnell; Hartnett, Trevor; John Harton; Takuya Hasegawa; Ciaran Hasnip; Robert Hatcher; Hawkins, Sarah; Jonathan Hays; He, Muyuan; Anne Heavey; K.M. Heeger; Heindel, Alex; J. Heise; Hellmuth, Patrick; Henderson, Louise; Kenneth Herner; V Hewes; Aaron Higuera; Christopher Hilgenberg; Alexander Himmel; Hinkle, Elise; Hirsch, Luciana; Jason Ho; Jaime Hoefken Zink; Hoff, James; Anna Maria Holin; Thomas Holvey; Hong, Cheong; E W Hoppe; Shunsaku Horiuchi; Glenn Horton-Smith; Hosokawa, Ritsuya; Houdy, Thibaut; Bruce Howard; Howell, Ryan; Ivana Hristova; Hronek, Maxine; Huang, Junying; Huang, Roger; Huang, Xiaoyan; Hulcher, Zachary; Gregory Iles; Nikolina Ilic; Mihail Antoniu Iliescu; Robert Illingworth; Gianfranco Ingratta; Ara Ioannisian; Irwin, Burke; Marcelo Ismerio Oliveira; Christopher Jackson; Vivek Jain; James, Eric; Jang, Wooyoung; Ben Jargowsky; DEEPIKA JENA; Jentz, Ian; Xiangpan Ji; Jiang, Chao; Jiang, Junjie; Jipa, Alexandru; Jay Hyun Jo; Joaquim, Filipe; Johnson, Walker; Cecile Jollet; Rhiannon Jones; Jovancevic, Nikola; Matthew Judah; Chang Kee Jung; Jung, KiYoung; Thomas Junk; Yeon-Jae Jwa; Monireh Kabirnezhad; Asher Kaboth; Ihor M. 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ZIMMERMAN; Stefano Zucchelli; Josef Zuklin; Zutshi, Vishnu; Robert Zwaska

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February 2025

Abstract

The Pandora Software Development Kit and algorithm libraries perform reconstruction of neutrino interactions in liquid argon time projection chamber detectors. Pandora is the primary event reconstruction software used at the Deep Underground Neutrino Experiment, which will operate four large-scale liquid argon time projection chambers at the far detector site in South Dakota, producing high-resolution images of charged particles emerging from neutrino interactions. While these high-resolution images provide excellent opportunities for physics, the complex topologies require sophisticated pattern recognition capabilities to interpret signals from the detectors as physically meaningful objects that form the inputs to physics analyses. A critical component is the identification of the neutrino interaction vertex. Subsequent reconstruction algorithms use this location to identify the individual primary particles and ensure they each result in a separate reconstructed particle. A new vertex-finding procedure described in this article integrates a U-ResNet neural network performing hit-level classification into the multi-algorithm approach used by Pandora to identify the neutrino interaction vertex. The machine learning solution is seamlessly integrated into a chain of pattern-recognition algorithms. The technique substantially outperforms the previous BDT-based solution, with a more than 20% increase in the efficiency of sub-1 cm vertex reconstruction across all neutrino flavours.

Publication details

Authors in the community:

Publisher

Springer Nature

Link to the publisher's version

https://link.springer.com/article/10.1140/epjc/s10052-025-14313-8

Title of the publication container

DUNE with Pandora Deep Learning

Volume

85

Fields of Science and Technology (FOS)

physical-sciences - Physical sciences

Publication language (ISO code)

eng - English

Rights type:

Open access