Jets, Missing E T , and Pileup Systematic Uncertainties
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Transcript of Jets, Missing E T , and Pileup Systematic Uncertainties
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Simon Fraser M. Vetterli –TOP 2013 – #1
Jets, Missing ET, and PileupSystematic Uncertainties
M.C. VetterliSimon Fraser University
and TRIUMF
TOP 2013September 15th, 2013
On behalf of theATLAS, CDF, CMS, DO Collaborations
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Simon Fraser M. Vetterli –TOP 2013 – #2
Context-1
You need to understand the whole detector to do
top-quark physics:
JES & EtMiss
Busy events with a variety of particles in the final state
b-jets
Light-quark jets
Charged leptons
Missing ET
tt
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Simon Fraser M. Vetterli –TOP 2013 – #3
CDF combined channel X-section(CDF note 9913)
Largest uncertainty
Context-2
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Simon Fraser M. Vetterli –TOP 2013 – #4
Context-3
2 vertices
7 vertices
20 vertices
Things are getting messy!
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Simon Fraser M. Vetterli –TOP 2013 – #5
• The anti-kt algorithm with R=0.4 (0.5) is used for top physics at ATLAS (CMS)
produces cone-like jets that are infrared and co-linear safe.
• Various objects are used as input (see following)
• CDF and D0 use an iterative cone algorithm (kt as well)
Jet Reconstruction
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Simon Fraser M. Vetterli –TOP 2013 – #6
Jet Reco Strategy - 1
CDF: calo towersD0: noise-suppressed towersATLAS: topo calo clusters
e.g. energy density, shower depth
Pileup & noise suppression
ATLAS
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Simon Fraser M. Vetterli –TOP 2013 – #7
Jet Reco Strategy - 1
CDF: calo towersD0: noise-suppressed towersATLAS: topo calo clusters
e.g. energy density, shower depth
Energy density
Sh
ower
Dep
th
EM
Pro
bab
ilit
y
Pileup & noise suppression
ATLAS
ATLASImportant for resolution
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Simon Fraser M. Vetterli –TOP 2013 – #8
Jet Reco Strategy - 2
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Simon Fraser M. Vetterli –TOP 2013 – #9
Jet Calibration Strategies
2011 data
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Simon Fraser M. Vetterli –TOP 2013 – #10
Jet Calibration Strategies
2011 data
1) Correct for pileup
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Simon Fraser M. Vetterli –TOP 2013 – #11
Jet Calibration Strategies
2011 data
1) Correct for pileup2) Correct for vertex position (ATLAS; not needed for PF jets)
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Simon Fraser M. Vetterli –TOP 2013 – #12
Jet Calibration Strategies
2011 data
1) Correct for pileup2) Correct for vertex position (ATLAS; not needed for PF jets)3) Apply Monte-Carlo calibration factors
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Simon Fraser M. Vetterli –TOP 2013 – #13
Jet Calibration Strategies
2011 data
1) Correct for pileup2) Correct for vertex position (ATLAS; not needed for PF jets)3) Apply Monte-Carlo calibration factors4) Apply residual calibration from in-situ measurements
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Simon Fraser M. Vetterli –TOP 2013 – #14
Jet Calibration Strategies
EO: offset (pileup, noise); Sjet: showering correction
Rjet: Calorimeter response; from data (MPF)
Cη: η uniformity ; CMI: pileup ; Cabs: calo response (MC-based)
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Simon Fraser M. Vetterli –TOP 2013 – #15
Pileup Corrections
NPV = # primary vertices (in-time pileup)
μ = ave. # of interactions/bunch crossing (out-of-time pileup)
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Simon Fraser M. Vetterli –TOP 2013 – #16
Pileup Corrections
Or use a jet-area-based correction:
ρ = ave. E density ; Aj = jet area
ATLAS also does this for 8 TeV data,but still needs a residual correction (NPV, μ).
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Simon Fraser M. Vetterli –TOP 2013 – #17
Response Corrections (pt, η)
- Correct measured energy back to particle scale - Based on Monte Carlo simulation:
Corr = pTpart/pT
meas
- Monte Carlo simulation is validated by test-beam and single-hadron response data
CMS: Apply to particle-flow jets
ATLAS: Apply to jets at EM-scale (EM+JES) & jets at local hadronic calibration scale (LCW+JES)
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Simon Fraser M. Vetterli –TOP 2013 – #18
in-situ Calibration
The Monte Carlo is not perfect. Correct calibration using in-situ techniques:
Balance jet transverse momentum against that of a well-measured object (Z, γ)
Two techniques: + pt-balance: balance the jet (but need OOC corrections)
+ Missing Projection Fraction (MPF): balance the whole hadronic recoil (no intrinsic EtMiss)
MPF method does not depend on the jet algorithm to 1st order.It is also much less sensitive to (ISR, FSR, UE). However, it does not test how well the MC models the out-of-cone correction.
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Simon Fraser M. Vetterli –TOP 2013 – #19
in-situ Calibration – γ+jet
The γ+jet uncertainty is dominated by photon purity at low pt, and the photon energy scale at high ptThe MC-based calibration is
off by 1-2% at ATLAS in 2011
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Simon Fraser M. Vetterli –TOP 2013 – #20
η-dependence
ATLAS: η-intercalibrationCMS: ‘relative’ correction
in-situ calibration using dijet events
- Use jets in the central region that have been calibrated by Z+jet and/or γ+jet as a reference
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Simon Fraser M. Vetterli –TOP 2013 – #21
Calibration at high-pt; multijet events
Use calibrated jets at low pt to propagate the JES to larger pt.You can bootstrap your way up to high pt.
Direct balance is used:
MJB in data is compared to MJB in Monte Carlo.
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Simon Fraser M. Vetterli –TOP 2013 – #22
Calibration at high-pt; multijet events
Use calibrated jets at low pt to propagate the JES to larger pt.You can bootstrap your way up to high pt.
Direct balance is used:
MJB in data is compared to MJB in Monte Carlo.
Flavour Dependence of JES- In-situ calibrations use Z/γ+jet events dominated by quark-induced jets- Dijet events on the other hand are dominated by gluon-induced jet (more/softer particles)- Uncertainties are determined by varying MC (e.g. PYTHIA vs HERWIG)
CMS
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Simon Fraser M. Vetterli –TOP 2013 – #23
Heavy Flavour jets- b-jets can contain muons & neutrinos yet another response- Use b-tagged jets in ttbar events to test the Monte Carlo: - compare track jets to calo jets - take the double-ratio data/MC - compare b-jets & light jets
Extra uncertainty for b-jets (≈ 1.5%)
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Simon Fraser M. Vetterli –TOP 2013 – #24
Heavy Flavour jets- b-jets can contain muons & neutrinos yet another response- Use b-tagged jets in ttbar events to test the Monte Carlo: - compare track jets to calo jets - take the double-ratio data/MC - compare b-jets & light jets
Extra uncertainty for b-jets (≈ 1.5%)
Herwig/PYTHIA differences for b-jets about the same as for uds no specificbJES uncertainty
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Simon Fraser M. Vetterli –TOP 2013 – #25
Uncertainties on JES - Tevatron
DO: < 2% ; ≈ 1% (20-200 GeV)
CDF: ≈ 2.5% ; < 2% at low pt
Absolute Jet Energy Scale(no flavour or pileup uncertainties)
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Simon Fraser M. Vetterli –TOP 2013 – #26
Uncertainties on JES - LHC
Absolute Scale
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Simon Fraser M. Vetterli –TOP 2013 – #27
Uncertainties on JES - LHC
Absolute Scale
Pileup dominates at low pt
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Simon Fraser M. Vetterli –TOP 2013 – #28
Jet Resolution
PF and LCW improve jet resolution significantly, PF by using the better resolution of the tracker and the ECAL, LCW by providing “software compensation” for the calorimeter
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Simon Fraser M. Vetterli –TOP 2013 – #29
EtMiss reconstruction
T
The “soft” term corresponds to clustered energy in the calori-meter, but that is not part of a jet.
Missing transverse momentum (EMiss, ET) can indicate the presence of neutrinos or other (new?) non-interacting particles. It is calculated as the negative of the vectorial sum of all of the objects in the events
CMS: Three kinds of ET: 1) PF ET: calculated from particle flow objects 2) Calo ET: calculated from
calorimeter clusters (noise threshold)3) TC ET: Calo ET corrected for
tracks [−pT(π) + pT(track)]Type-I corrections: Jets corrected for JESType-II corrections: Unclustered energy
ATLAS: Many variants of EMiss: calo-based or MET_RefFinal (uses reconstructed objects)
T
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Simon Fraser M. Vetterli –TOP 2013 – #30
EtMiss - Pileup- The jet and soft terms are the most affected by pileup:
large-area objects that are dominated by hadronic energy deposits- Corrections can be made in various ways:
- as a function of NPV and μ- as a function of object area- using MVA algorithms (CMS-2012)
- As a general rule, pileup corrections improve the EMiss resolution, but worsen the scale (by over-correcting the soft
terms) With pileup
Pileupsuppressed Z μμ
no real EMiss (except in bkgnd processes)
T
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Simon Fraser M. Vetterli –TOP 2013 – #31
Projections in Z+jets Events - uT is the transverse momentum of the recoil
- u|| should balance the transverse momentum of the Z
- u is a measure of the underlying event (≈0)
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Simon Fraser M. Vetterli –TOP 2013 – #32
Projections in Z+jets Events
EMiss projected into the direction of the ZT
Underestimate of the hadronic recoil
- uT is the transverse momentum of the recoil
- u|| should balance the transverse momentum of the Z
- u is a measure of the underlying event (≈0)
Worse for STVF(Are soft clusters from the hard PV?)
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Simon Fraser M. Vetterli –TOP 2013 – #33
EtMiss resolution
Particle Flow jets with two different pileup suppression techniques. Pileup suppression improvesEtMiss resolution
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Simon Fraser M. Vetterli –TOP 2013 – #34
Summary
• Jets and EtMiss are crucial to most (all?) physics analyses; top in particular
• Pileup is a significant effect at the LHC
• Several approaches have been developed for jet reconstruction & calibration
• Residual corrections from in-situ techniques
• All four experiments have JES uncertainties at the 1-2% level (absolute calibration)
• Missing ET requires an understanding of the whole detector; well modeled
• Work continues to improve the situation even further
What I didn’t cover: - Large-R jets; boosted topologies - ATLAS & CMS combined
uncertainties (correlations)
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Simon Fraser M. Vetterli –TOP 2013 – #35
Acknowledgements / Further Info
To be done:Add papers & CONF/PAS notesThank people from whom I took slides/figures
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Simon Fraser M. Vetterli –TOP 2013 – #36
Backup Slides
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Simon Fraser M. Vetterli –TOP 2013 – #37
Combining CMS & ATLAS Results - Correlations
A working group has been formed. See (Kirschenmann, Doglioni, Malaescu): https://indico.cern.ch/getFile.py/access?contribId=7&sessionId=1&resId=0&materialId=slides&confId=245769
The following areas were identified for further study of correlations between the experiments:
1) in-situ Z+jets: radiation suppression, out-of-cone bias, extrapolation to Δφ=π
2) in-situ γ+jets: same, but add photon purity
3) Flavour response: JES variation with jet composition
4) bJES: JES variation with jet composition
5) High-pt: Homogenize the treatment of high-pt uncertainties
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Simon Fraser M. Vetterli –TOP 2013 – #38
1) Context & Motivation
2) Jet Strategies: I will use CMS & ATLAS data to illustrate
3) Jet Calibration (including in-situ techniques)
4) Missing ET
5) Summary
Outline
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Simon Fraser M. Vetterli –TOP 2013 – #39
CMS: lepton + jetsPLB 720 (2013) 83
One of the largest experimental uncertainties
Context-3
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Simon Fraser M. Vetterli –TOP 2013 – #40
in-situ Calibration-1The Monte Carlo is not perfect. Validate calibration using in-situ techniques:
Balance jet transverse momentum against that of a well-measured object (Z, γ)
Two techniques: + pt-balance: balance the jet (but need OOC corrections)
+ Missing Projection Fraction (MPF): balance the whole hadronic recoil (no intrinsic EtMiss)
MPF method does not depend on the jet algorithm to 1st order.It is also much less sensitive to (ISR, FSR, UE). However, it does not test how well the MC models the out-of-cone correction.
Z+jet good at low pt, where γ+jet has low purityγ+jet good at mid-pt where Z+jet runs out of events
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Simon Fraser M. Vetterli –TOP 2013 – #41
Calibration at high-pt; multijet events
Use calibrated jets at low pt to propagate the JES to larger pt.You can bootstrap your way up to high pt.
Direct balance is used:
MJB in data is compared to MJB in Monte Carlo.
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Simon Fraser M. Vetterli –TOP 2013 – #42
Combination of in-situ techniques- Do a statistical combination of the in-situ methods as a function of pT
- Use a weighted average for the final result- A different method dominates in different regions of pT
Absolute Energy Scale
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Simon Fraser M. Vetterli –TOP 2013 – #43
Uncertainties on JES - LHC
Absolute Scale
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Simon Fraser M. Vetterli –TOP 2013 – #44
EtMiss reconstruction - 3
T
Σ ET is much more affected by pileup than EMiss.
A nice demonstration that pileup is φ symmetric to first order. T
Missing ET must be studied for many different event topologies, from those with little real EMiss, where the soft terms dominate, to those with large real EMiss, such as SUSY.
T
T
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Simon Fraser M. Vetterli –TOP 2013 – #45
EtMiss Studies The missing ET is studied in Z/γ+jet events, which have noreal missing ET, and in eventswith real missing ET such as W+jets (W → l ν)
1) Real EMiss from bkgd evts2) Pileup suppression reduces EMiss
3) Monte Carlo does pretty wellT
T
Mis-modelling of the number of jets in POWHEG+PYTHIA8
In addition, strong pileup suppression in the soft term
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Simon Fraser M. Vetterli –TOP 2013 – #46
EtMiss Studies The missing ET is studied in Z/γ+jet events, which have noreal missing ET, and in eventswith real missing ET such as W+jets (W → l ν)
1) Real EMiss from bkgd evts2) Pileup suppression reduces EMiss
3) Monte Carlo does pretty wellT
T
Mis-modelling of the number of jets in POWHEG+PYTHIA8
Alpgen prediction is much better
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Simon Fraser M. Vetterli –TOP 2013 – #47
Projections in Z+jets Events
Fractional mismatch between the recoil and the Z
Pileup suppression makes it worse
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Simon Fraser M. Vetterli –TOP 2013 – #48
Projections in Z+jets Events
Fractional mismatch between the recoil and the Z