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Wiki » History » Revision 9

Revision 8 (Alexandre Camsonne, 12/02/2025 02:36 PM) → Revision 9/13 (Alexandre Camsonne, 12/02/2025 02:37 PM)

h1. Denoising of SBS GEp GEM data using AIML 

 h2. 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 


 h2. AIML ressources 
 h3. AIML package 
 https://github.com/Dobiasd/frugally-deep 

  

 h3. Input file format 
 * One *One simple file used for SoLID 
 ** https://userweb.jlab.org/~gavalian/ML/SBS/track.csv **https://userweb.jlab.org/~gavalian/ML/SBS/track.csv 

 h2. Tuesday meetings