Denoising of SBS GEp GEM data using AIML¶

SBS Gep5 data¶

All data runs list
https://docs.google.com/spreadsheets/d/1Ec1vaF4iRRok36UWu0KT6C-u0LjKSh6uLdwtp68-Pc0/edit?gid=1871382938#gid=1871382938

Simulation data

No background simulated data

/volatile/halla/sbs/puckett/g4sbs_output

Data with background but need to rerun digitization for latest behavior assuming 50 uA currrent

/volatile/halla/sbs/adr/gep-sim/GEP3_mod/backg_plus_elas_sims_digi/replayed_GEP3mod_heep_job_*.root

simulation at with beam background superimposed:

• Digitized output with no background superimposed: /lustre24/expphy/volatile/halla/sbs/adr/gep-sim/GEP3_mod/elastics_digitized
• Digitized output with '10 uA' beam background: /lustre24/expphy/volatile/halla/sbs/adr/gep-sim/GEP3_mod/elastics_plus10uAbackg
• Digitized output with '15 uA' beam background: /lustre24/expphy/volatile/halla/sbs/adr/gep-sim/GEP3_mod/elastics_plus15uAbackg
• Digitized output with '20 uA' beam background: /lustre24/expphy/volatile/halla/sbs/adr/gep-sim/GEP3_mod/elastics_plus20uAbackg
• Digitized output with '22 uA' beam background: /lustre24/expphy/volatile/halla/sbs/adr/gep-sim/GEP3_mod/elastics_plus22uAbackg

AIML ressources
h3. AIML package
https://github.com/Dobiasd/frugally-deep

• One simple file used for SoLID
  • https://userweb.jlab.org/~gavalian/ML/SBS/track.csv

Input file format

Tuesday meetings¶