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Title: Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multilayer Calorimeters

Journal Article · · Physical Review Letters
; ;

Not Available

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE; USDOE Office of Science (SC), High Energy Physics (HEP) (SC-25)
Grant/Contract Number:
AC02-05CH11231; FG02-92ER40704
OSTI ID:
1418184
Journal Information:
Physical Review Letters, Journal Name: Physical Review Letters Journal Issue: 4 Vol. 120; ISSN 0031-9007; ISSN PRLTAO
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (17)

Jet-images: computer vision inspired techniques for jet tagging journal February 2015
Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis journal September 2017
The fast simulation of electromagnetic and hadronic showers
  • Grindhammer, G.; Rudowicz, M.; Peters, S.
  • Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 290, Issue 2-3 https://doi.org/10.1016/0168-9002(90)90566-O
journal May 1990
Geant4—a simulation toolkit
  • Agostinelli, S.; Allison, J.; Amako, K.
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journal July 2003
Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC journal September 2012
Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC journal September 2012
PYTHIA 6.4 physics and manual journal May 2006
Review of Particle Physics journal August 2014
Fast simulation of electromagnetic showers in the ATLAS calorimeter: Frozen showers journal April 2009
The Fast Simulation of The CMS Experiment journal December 2012
Common Accounting System for Monitoring the ATLAS Distributed Computing Resources journal June 2014
Generative Adversarial Networks recover features in astrophysical images of galaxies beyond the deconvolution limit journal January 2017
Reconstruction of three-dimensional porous media using generative adversarial neural networks journal October 2017
Measurement of the Inelastic Proton-Proton Cross Section at s = 13     TeV with the ATLAS Detector at the LHC journal October 2016
The ATLAS Simulation Infrastructure journal September 2010
Topological cell clustering in the ATLAS calorimeters and its performance in LHC Run 1 journal July 2017
The cornucopia of meaningful leads: Applying deep adversarial autoencoders for new molecule development in oncology journal December 2016

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