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Title: Deep neural network for pixel-level electromagnetic particle identification in the MicroBooNE liquid argon time projection chamber

Journal Article · · Physical Review D
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Not Available

Sponsoring Organization:
USDOE Office of Science (SC), High Energy Physics (HEP); USDOE Office of Science (SC), Nuclear Physics (NP)
Grant/Contract Number:
AC02-07CH11359
OSTI ID:
1511498
Journal Information:
Physical Review D, Journal Name: Physical Review D Journal Issue: 9 Vol. 99; ISSN PRVDAQ; ISSN 2470-0010
Publisher:
American Physical Society (APS)Copyright Statement
Country of Publication:
United States
Language:
English

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  • Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015: 18th International Conference, Munich, Germany, October 5-9, 2015, Proceedings, Part III https://doi.org/10.1007/978-3-319-24574-4_28
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Geant4—a simulation toolkit
  • Agostinelli, S.; Allison, J.; Amako, K.
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journal July 2003
The GENIE neutrino Monte Carlo generator
  • Andreopoulos, C.; Bell, A.; Bhattacharya, D.
  • Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 614, Issue 1 https://doi.org/10.1016/j.nima.2009.12.009
journal February 2010
Machine learning at the energy and intensity frontiers of particle physics journal August 2018
A convolutional neural network neutrino event classifier journal September 2016
Background rejection in NEXT using deep neural networks journal January 2017
Design and construction of the MicroBooNE detector journal February 2017
Convolutional neural networks applied to neutrino events in a liquid argon time projection chamber journal March 2017
Noise Characterization and Filtering in the MicroBooNE Liquid Argon TPC journal August 2017
Michel electron reconstruction using cosmic-ray data from the MicroBooNE LArTPC journal September 2017
Ionization electron signal processing in single phase LArTPCs. Part I. Algorithm Description and quantitative evaluation with MicroBooNE simulation journal July 2018
Ionization electron signal processing in single phase LArTPCs. Part II. Data/simulation comparison and performance in MicroBooNE journal July 2018
Reducing model bias in a deep learning classifier using domain adversarial neural networks in the MINER v A experiment journal November 2018
Neutrino flux prediction at MiniBooNE journal April 2009
Unexplained Excess of Electronlike Events from a 1-GeV Neutrino Beam journal March 2009
Road Extraction by Deep Residual U-Net journal May 2018
The Pandora multi-algorithm approach to automated pattern recognition of cosmic-ray muon and neutrino events in the MicroBooNE detector journal January 2018

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