Vanya Belyaev Vanya Belyaev CERN & ITEP/Moscow CERN & ITEP/Moscow Calorimeter PIDs Vanya Belyaev, Ioury Gouz, Vladimir Romanovsky, Grygory Rybkin
Jan 13, 2016
Vanya Belyaev Vanya Belyaev
CERN & ITEP/MoscowCERN & ITEP/Moscow
Calorimeter PIDsVanya Belyaev, Ioury Gouz, Vladimir Romanovsky, Grygory Rybkin
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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Calorimeter Particle ID techniques
ee++/e/e-- PIDs PIDs
• EcalPIDeEcalPIDe• derived from derived from 22 match match
• PrsPIDe PrsPIDe • derived from energy derived from energy
deposition in Prsdeposition in Prs
• BremPIDe BremPIDe • derived from brem derived from brem 22
matchmatch
• HcalPIDeHcalPIDe• derived from energy derived from energy
deposition in Hcal along deposition in Hcal along the particle trajectorythe particle trajectory
++-- PIDs PIDs
• HcalPIDmuHcalPIDmu
• Derived from energy Derived from energy deposition in Hcal along deposition in Hcal along particle trajectoryparticle trajectory
• EcalPIDmuEcalPIDmu
• Derived from energy Derived from energy deposition in Ecal along deposition in Ecal along particle trajectoryparticle trajectory
//00 PIDs PIDs
• CaloMatchCaloMatch
• ShowerShapeShowerShape
• SpdPrs SpdPrs
• ClusterMassClusterMass
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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Technique
•All PIDs evaluate All PIDs evaluate LLLL
•difference in log-difference in log-likelihoods between the likelihoods between the particle hypothesis and particle hypothesis and the “background” the “background”
•The “measurable” value The “measurable” value (e.g. (e.g. 22 or or EEPrsPrs) is ) is converted into converted into LLLL by by comparison with comparison with “reference” distributions “reference” distributions for “Signal” and for “Signal” and “Background”“Background”
•Signal Signal • The associated MC The associated MC
particle has “correct” particle has “correct” typetype
•BackgroundBackground• The associated MC The associated MC
particle has “wrong” typeparticle has “wrong” type
•Background does not Background does not include “ghosts” include “ghosts”
•Momentum dependencies Momentum dependencies are taken into accountare taken into account
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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EcalPIDe - procedure
•Start from Start from 22
• ““ElectronMatch”ElectronMatch”
•Select minimal Select minimal 22 for for given given TrStoredTrackTrStoredTrack
•Produce 2D reference Produce 2D reference distributions for large distributions for large reference data sets reference data sets 800k for channels & b-800k for channels & b-inclusiveinclusive
tanh(tanh(22/100)/100)
versusversus
tanh(p/50 GeV/c)tanh(p/50 GeV/c)
•Normalize reference Normalize reference distributions to 1 in each distributions to 1 in each bin on “momentum” bin on “momentum”
•Make a ratio of normalized Make a ratio of normalized distributions for “signal” distributions for “signal” and “background”and “background”
•Take a (natural) logarithm Take a (natural) logarithm of this ratioof this ratio
•The resulting histogram is The resulting histogram is used for evaluation of used for evaluation of
LLLL: EcalPIDe: EcalPIDe
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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EcalPIDe
Raw distributions for 800k events Raw distributions for 800k events
tanh(p/50 GeV/c)tanh(p/50 GeV/c)tanh(tanh(22/100)/100)
ee++/e/e--
hh//ghostsghosts
ee++/e/e--
hh//ghostsghosts
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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EcalPIDe
Raw distributions for 800k events Raw distributions for 800k events
tanh(p/50 GeV/c)tanh(p/50 GeV/c) tanh(p/50 GeV/c)tanh(p/50 GeV/c)
tanh
(ta
nh(
22 /10
0)/1
00)
tanh
(ta
nh(
22 /10
0)/1
00)
ee++/e/e--
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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EcalPIDe
Normalized distributions Normalized distributions
ee++/e/e--
tanh(p/50 GeV/c)tanh(p/50 GeV/c)
tanh
(ta
nh(
22 /10
0)/1
00)
tanh
(ta
nh(
22 /10
0)/1
00)
tanh(p/50 GeV/c)tanh(p/50 GeV/c)
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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EcalPIDe
Results and Results and performanceperformance
LLLL
tanh(p/50 GeV/c)tanh(p/50 GeV/c)
tanh
(ta
nh(
22 /10
0)/1
00)
LLLL
ee++/e/e--
hh//ghostsghosts
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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PrsPIDe
Results and Results and performanceperformance
LLLL
LLLL
tanh(p/50 GeV/c)tanh(p/50 GeV/c)
tanh
(Eta
nh(E
PrsPrs/1
00 M
eV)
/100
MeV
) ee++/e/e--
hh//ghostsghosts
LLLL
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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BremPIDe
Results and Results and performanceperformanceLLLL
tanh
(ta
nh(
Bre
mB
rem
22 /20
0)/2
00)
tanh(p/50 GeV/c)tanh(p/50 GeV/c) LLLL
ee++/e/e--
hh//ghostsghosts
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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HcalPIDe
Results and Results and performanceperformance
tanh
(Eta
nh(E
Hca
lH
cal/5
GeV
)/5
GeV
)
tanh(p/50 GeV/c)tanh(p/50 GeV/c)
LLLL ee++/e/e--
hh//ghostsghosts
LLLL
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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ID
EEHcalHcal/E/EEcalEcal spectra spectra
tanh(Etanh(EHcalHcal/10 GeV)/10 GeV) tanh(Etanh(EEcalEcal/5 GeV)/5 GeV)
++//--
h/eh/eghostsghosts
++//--
h/eh/eghostsghosts
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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HcalPID
Results and Results and performanceperformance
LLLL
tanh
(Eta
nh(E
Hca
lH
cal/1
0 G
eV)
/10
GeV
)
tanh(p/25 GeV/c)tanh(p/25 GeV/c)
LLLL
LLLL
++//--
h/eh/eghostsghosts
LLLL
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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EcalPID
Results and Results and performanceperformance
tanh
(Eta
nh(E
Eca
lE
cal/5
GeV
)/5
GeV
)
tanh(p/25 GeV/c)tanh(p/25 GeV/c)
LLLL
LLLL
++//--
h/eh/eghostsghosts
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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(intermediate) summary
Calorimeter PIDsCalorimeter PIDs
•New package New package Calo/CaloPIDs v1r0Calo/CaloPIDs v1r0
•6 different PID 6 different PID techniquestechniques•4 techniques for 4 techniques for ee++/e/e-- ID ID
•2 techniques for 2 techniques for ++//-- ID ID
•All information is All information is available in DaVinciavailable in DaVinci
•Reference histograms Reference histograms could be updatedcould be updated
To be doneTo be done
•Combine all information Combine all information to produce to produce• CaloPIDeCaloPIDe forfor e e++/e/e-- ID ID
• CaloPIDCaloPID forfor ID ID
Work onWork on //00 PID PID
18 March'2k+318 March'2k+3 CaloSoft CaloSoft Vanya Belyaev CERN & ITEP/MoscoVanya Belyaev CERN & ITEP/Moscoww
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Sum CaloPIDs in a blind way:
Results and performance (no RICH, no Muon, only Calo)Results and performance (no RICH, no Muon, only Calo)
++//--
h/eh/eghostsghosts
ee++/e/e--
hh//ghostsghosts
LLLL(() combined) combinedLLLL(e(e++/e/e--)-combined)-combined