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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD1/27 CLIC_ILD particle identification and tracking performance J. Nardulli This talk in 2 parts: Particle-ID performance: efficiencies, purities and mis-identification rate Tracking performance: efficiency and fake rate
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD2/27 Part 1: Particle-Identification performance in CLIC_ILD
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD3/27 The particle-ID algorithm For Efficiency and purity we take a list of MC-Particle and PFO of same PDG type Create lists of findable PFOs and MC-Particles – Cuts used Energy > 7.5 GeV Polar angle > 8 degrees MC-Particles with Generator status equal to 1 Match Energy and PFO on direction and Energy – Direction: PFO and MC-Particle inside a 1 degree cone – Energy/Momentum For charged particles: For neutral particles : Similarly when requiring to have particles with different PDG type, we look at the mistag rate
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD4/27 The particle-ID algorithm For Efficiency and purity we take a list of MC-Particle and PFO of same PDG type Create lists of findable PFOs and MC-Particles – Cuts used Energy > 7.5 GeV Polar angle > 8 degrees MC-Particles with Generator status equal to 1 Match Energy and PFO on direction and Energy – Direction: PFO and MC-Particle inside a 1 degree cone – Energy/Momentum For charged particles: For neutral particles : Similarly when requiring to have particles with different PDG type, we look at the mistag rate
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD5/27 The particle-ID algorithm For Efficiency and purity we take a list of MC-Particle and PFO of same PDG type Create lists of findable PFOs and MC-Particles – Cuts used Energy > 7.5 GeV Polar angle > 8 degrees MC-Particles with Generator status equal to 1 Match Energy and PFO on direction and Energy – Direction: PFO and MC-Particle inside a 1 degree cone – Energy/Momentum For charged particles: For neutral particles : Similarly when requiring to have particles with different PDG type, we look at the mistag rate
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD6/27 The particle-ID algorithm For Efficiency and purity we take a list of MC-Particle and PFO of same PDG type Create lists of findable PFOs and MC-Particles – Cuts used Energy > 7.5 GeV Polar angle > 8 degrees MC-Particles with Generator status equal to 1 Match Energy and PFO on direction and Energy – Direction: PFO and MC-Particle inside a 1 degree cone – Energy/Momentum For charged particles: For neutral particles : Similarly when requiring to have particles with different PDG type, we look at the mistag rate
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD7/27 Definitions Efficiency: matched MCParticles/findable MCParticles Purity: Matched PFOs/findable PFOs Mistag rate: matched –different PDG- MCParticles/findable MCParticles These definitions are per MCParticle and per Event Plots in the next slides produced with particle guns electrons, photons, muons and pions generated in all the θ and φ spectrum with energies up to 400 GeV
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD8/27 Electrons: Efficiency vs. θ vs. Energy 40% 60% 100% 80% 75% 100% 90% 85% 80%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD9/27 Electrons: Purity vs. θ vs. Energy 75% 100% 90% 85% 80% 75% 100% 90% 85% 80%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD10/27 Photons: Efficiency vs. θ vs. Energy 80% 65% 100% 90% 75% 100% 90% 85% 80%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD11/27 Photons: Purity vs. θ vs. Energy 80% 65% 100% 90% 75% 100% 90% 85% 80%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD12/27 Pions: Efficiency vs. θ vs. Energy 40% 60% 100% 80% 75% 100% 90% 85% 80%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD13/27 Pions: Purity vs. θ vs. Energy 75% 100% 90% 85% 75% 100% 90% 85%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD14/27 Muons: Efficiency and purity for 10 GeV particles Efficiency vs. θ Purity vs. θ 85% 90% 95% 100% 85% 90% 95% 100%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD15/27 Muons: Efficiency for Z bb events vs. θ vs. Energy 50% 100% 90% 70% 50% 100% 90% 70%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD16/27 Average efficiency and purity for all particles in CLIC_ILD_CDR Plots in the previous slides produced with particle guns electrons, photons, muons and pions generated in all the θ and φ spectrum with energies up to 400 GeV
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD17/27 Average mistag rate per event for all particles in CLIC_ILD_CDR Mistag rate [%]
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD18/27 Conclusions Efficiency and Purity Efficiency and purity are above 90% for all particles considered Mistag rate Apart from the less interesting 1 GeV case For 100 and 500 GeV for all particles the mistag rate is always < 2% At 10 GeV we have higher values for electrons, mostly mistagged as pions Mistagged Pions are found mostly at PFO level as electrons Gammas are found as neutrons and Pions
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD19/27 Part 2: Tracking performance in CLIC_ILD
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD20/27 Tracking performance algorithm For the Tracking Efficiency we make a list of findable MC-Particles – Cuts used Energy > 250 MeV Polar angle > 8 degrees Charge different from 0 Flight distance cutDefault value > 50 mm |Origin of MC – interaction point|Default value < 50 mm Then Loop over all the tracks and all the MC-Particles For every track try to match it to a MCParticle – If you succeed and your MC Particle is findable you’re efficient – If you succeed and your MC Particle is NOT findable your track is not a fake – If you do not succeed, your track is a fake Matching Criteria: – Nr of hits of a track, that belong to the MCParticle you want to match > 75%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD21/27 Tracking performance algorithm For the Tracking Efficiency we make a list of findable MC-Particles – Cuts used Energy > 250 MeV Polar angle > 8 degrees Charge different from 0 Flight distance cutDefault value > 50 mm |Origin of MC – interaction point|Default value < 50 mm Then Loop over all the tracks and all the MC-Particles For every track try to match it to a MCParticle – If you succeed and your MC Particle is findable you’re efficient – If you succeed and your MC Particle is NOT findable your track is not a fake – If you do not succeed, your track is a fake Matching Criteria: – Nr of hits of a track, that belong to the MCParticle you want to match > 75%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD22/27 Tracking performance algorithm For the Tracking Efficiency we make a list of findable MC-Particles – Cuts used Energy > 250 MeV Polar angle > 8 degrees Charge different from 0 Flight distance cutDefault value > 50 mm |Origin of MC – interaction point|Default value < 50 mm Then Loop over all the tracks and all the MC-Particles For every track try to match it to a MCParticle – If you succeed and your MC Particle is findable you’re efficient – If you succeed and your MC Particle is NOT findable your track is not a fake – If you do not succeed, your track is a fake Matching Criteria: – Nr of hits of a track, that belong to the MCParticle you want to match > 75%
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD23/27 Definitions Efficiency: matched Tracks/findable MCParticles Fake Rate: Not Matched Tracks/All Tracks
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD24/27 Results: Signal Efficiency vs. θ Without background overlaid vs. Momentum Without background the fake rate is at 0.005% Particle gun muons generated in all the θ and φ spectrum up to 400 GeV Reconstructed with and without background overlay [60 bunches of γγ hadrons]
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD25/27 Results: Signal Efficiency Particle gun muons generated in all the θ and φ spectrum up to 400 GeV Reconstructed with and without background overlay [60 bunches of γγ hadrons] vs. θ With background overlaid vs. Momentum With background the fake rate is at ~10% see next slide
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD26/27 Results: Fake rate vs. θ vs. θ vs. Pt With background overlaid Particle gun muons generated in all the θ and φ spectrum up to 400 GeV Reconstructed with and without background overlay [60 bunches of γγ hadrons]
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22/5/2011 Particle-ID and Tracking performance in CLIC_ILD27/27 Conclusions For single muons without overlaid background the tracking efficiency is ~100% and the fake rate is at 0.005% The overlaid background does NOT deteriorate the tracking efficiency for single muons While it increases the fake rate which goes to ~10%
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