gamma-proton classification with cnn · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000...

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gamma-proton classification with CNN (SWGO) 2020. 4. 24 Jua kim

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Page 1: gamma-proton classification with CNN · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000 Rayleigh fitting u -559.221 901.194 -6) Energy distribution (B— , Rayleigh fitting

gamma-proton classification with CNN

(SWGO)

2020. 4. 24Jua kim

Page 2: gamma-proton classification with CNN · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000 Rayleigh fitting u -559.221 901.194 -6) Energy distribution (B— , Rayleigh fitting

Energy distribution of gamma ray (HAWC)

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Page 3: gamma-proton classification with CNN · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000 Rayleigh fitting u -559.221 901.194 -6) Energy distribution (B— , Rayleigh fitting

Simulation Information (SWGO)

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All particle energy spectrum of cosmic ray• Energy : 300-3000GeV• Slope of primary energy spectrum : -2.7• 0 ° - 45° from Zenith• # of Event : 30,000 respectively

• Condor, 20 job, 3000 event →1 day

Page 4: gamma-proton classification with CNN · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000 Rayleigh fitting u -559.221 901.194 -6) Energy distribution (B— , Rayleigh fitting

Energy distribution (SWGO)- Gamma 300-3000GeV- total # of data : 30,000

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Page 5: gamma-proton classification with CNN · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000 Rayleigh fitting u -559.221 901.194 -6) Energy distribution (B— , Rayleigh fitting

Energy distribution (SWGO)- Proton 300-3000GeV- total # of data : 30,000

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Page 6: gamma-proton classification with CNN · 2020. 8. 24. · 00006 00005 00004 00003 00002 00001 00000 Rayleigh fitting u -559.221 901.194 -6) Energy distribution (B— , Rayleigh fitting

Gamma and Proton

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B=1 B=2 B=3 B=4 B=5 B=6 B=7 B=8

0-10% 10-20% 20-30% 30-40% 40-50% 50-60% 60-70% 70-80%