bTagging Issues in t t H(H-> b b)
description
Transcript of bTagging Issues in t t H(H-> b b)
bTagging Issues in ttH(H->bb)
Lily Asquith
23 Nov 07
ATLAS UCL
The Importance of bTagging
Pre-selection: ttH ttjj
1 hard lepton +At least 6 jets ~1200 ~850000
At least 4 bTagged jets ~100 ~800
~10% ~0.1%
Before pre-selection: signal :background ~ 1:1000
B quarks’ large mass and low CKM matrix elements make it’s lifetime long, giving us the opportunity to identify it using tracking in the Inner Detector ( |eta|<2.5) and ‘bTag’ it.
ttH(H->bb): final state has 4b jets and two light jets
Jet-heavy backgrounds swamp the signal, but 4 bjet final states not common
The Importance of bTagging
Pre-selection: ttH ttjj
1 hard lepton +At least 6 jets ~1200 ~850000
At least 4 bTagged jets ~100 ~800
~10% ~0.1%
Before pre-selection: signal :background ~ 1:1000
B quarks’ large mass and low CKM matrix elements make it’s lifetime long, giving us the opportunity to identify it using tracking in the Inner Detector ( |eta|<2.5) and ‘bTag’ it.
ttH(H->bb): final state has 4b jets and two light jets
Jet-heavy backgrounds swamp the signal, but 4 bjet final states not common
Intro: Impact Parameter
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Impact parameter a0 (z0) a0 / sigma(a0) Weight of track =Pb/Pu
bTagging used: ‘IP3D + SV1’
IP3D uses transverse IP a0 and longitudinal IP z0
3d Impact parameter gives probability of being a b versus probability of being a u
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Weight(jet) = sum of weights of tracks. No tracks-> weight = - 20.72
Excellent description: http://cdsweb.cern.ch/record/686346
Intro: Secondary Vertex
Energy in vertex/ Jet Energy Mass of pcles in SV Number of 2-track vertices
bTagging used: ‘IP3D + SV1’
SV1 uses secondary vertex information
Uses distance from beam pipe to cut out SVs due to material interaction and K0 and Lambda decays
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No SV-> weight = - 1.2
Excellent description: http://cdsweb.cern.ch/record/686346
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bTagging Efficiency
(Numbers for efficiency and rejection are dependant on the choice of bweight cut.
These numbers are for a bweight cut of 4)
E( b )~ 60% If it’s a b, we will call it a b ~60% of the time
R( u,d,s ) ~ 100 If it’s a u,d,s we’ll call it a b ~1% of the time
R( c ) ~ 8 If it’s a c, we’ll call it a b ~12% of the time
Naively expect both light jets from W to be tagged as bjets roughly 8 % of time, and all 4 bjets to be tagged as a bs (0.6)4: 13% of the time
These numbers do not take into account the bias introduced by our pre-selection cuts.
Our bTagging efficiency
(These numbers are for events where I have been able to match all 6
quarks (of status 3) to jets within dR <0.2.)
28% of events have at least one jet from the W tagged as a bjet
34% of events have either a light jet or a bjet mistagged
Current analysis separates jets into light jets / bjets based on tagging.
Light jets only are used for W reconstruction: we scupper our chances of correctly reconstructing the higgs 28% of the time at this point.
Want to keep more jets for making W.
Would like a more efficient way of deciding which jets should be used to reconstruct W,tops, higgs…
Segregation: to what extent…
None: use all jets to try and make a decent hadronic W mass. Use leftovers for tops (lose none)
Sort Jets in terms of bweight, exclude highest weighted jets from W reconstruction
• exclude top four weighted jets (lose ~27%)
• exclude top three weighted jets (lose ~10%)
• exclude top two weighted jets (lose ~4%)
Aims:
To improve significance of channel (more signal events contributing to higgs reconstruction wrt background)
To improve higgs mass peak (want to make the Higgs out of the right 2 jets)
To look at:
Questions for me:
? Effect of larger collection for W on top reconstruction (play with W mass window)
- Marseille showed bjets successful in making a W in mass window 10% of time
? Efficiencies for W, tops, higgs
- standard cut-based analysis:(of events passing pre-selection)
- 67% hadronic W in mass window
- 44% both tops reconstructed
- 17% higgs in mass window
? Effect on significance - higgs in mass window correct, incorrect, background
-e.g.: currently 17% of pre-selected events have higgs in mass window, but less than half of these use the right pair of bjets