stat scan for neural net

Statistic scan for neural network training.

  • TensorFlow with Keras
  • Training and testing based on simulation for:
  • CERN 18
  • run 403, 7 GeV/c pi/p @ 20 degree polar angle
  • geometrical reconstruction
  • delta t selection with s = 0.5 ns
  • Cherenkov angle selection = 50 mrad
  • with beam direction correction
  • with per-PMT Cherenkov angle correction

Max accuracy: 97% (corresponds to 3.8 s. d.)

Neural network structure: