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Contributions to the Search for Single Top Production at DZero

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Title: Contributions to the Search for Single Top Production at DZero


1
Contributions to the Search for Single Top
Production at D-Zero
  • Matt Tilley
  • University of Washington
  • Masters Examination Presentation
  • March 13, 2006

2
Outline
  • Introduction
  • Standard model and top quark
  • Top quark production
  • Tevatron and D-Zero Run II detector
  • Analysis
  • Strategy for single top search
  • B-tagging
  • Cross section limit calculation
  • Current status of single top search

Matt Tilley Masters Examination
Presentation March 13, 2006 2
3
Top quark and standard model
  • Standard model
  • Three flavors of matter
  • Three corresponding forces (no gravity, yet)
  • Higgs search ongoing
  • Top quark properties
  • Third generation, up type quark
  • t mass 172.7 2.9 GeV/c2 (world avg.)
  • ttop 4 x 10-25 seconds
  • Charge 2/3, spin ½
  • Discovered in 1995 at FNAL stt
    7pb

Matt Tilley Masters Examination
Presentation March 13, 2006 3
4
Electroweak single top quark production
  • via W-boson exchange

t-channel (tqb) pp ? tqb X
s-channel (tb) pp ? tb X
st-channel 1.98 0.30 pb _at_ NLO and vs 1.96
TeV
ss-channel 0.88 0.14 pb _at_ NLO and vs 1.96
TeV
st-channel 1.98 0.30 pb _at_ NLO and vs 1.96
TeV
ss-channel 0.88 0.14 pb _at_ NLO and vs 1.96
TeV
Current limits from Run II D-Zero s95s-channel
6.4/4.5 pb (obs/exp)
Current limits from Run II D-Zero s95t-channel
5.0/5.8 pb (obs/exp)
Matt Tilley Masters Examination
Presentation March 13, 2006 4
5
Single top motivation
  • Why is single top important?
  • Production mechanism is an excellent tool to test
    the validity of the SM
  • Opportunity to study the Wtb vertex
  • Direct measurement of Vtb as s Vtb2
  • Test CKM unitarity
  • Precision measurement of top mass and other top
    properties
  • Background for beyond SM processes
  • e.g. Higgs production

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Presentation March 13, 2006 5
6
The Tevatron at Fermi National Laboratory
  • Tev produces collisions of 980 GeV protons and
    anti-protons
  • vs 1.96 TeV
  • Highly relativistic
  • p p collisions
  • Occur every 396 ns
  • Approx. 2.5 MHz rate
  • Luminosity 1032 cm-2 s-1
  • Approximately O(1 day) to generate a single top
    event

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Presentation March 13, 2006 6
7
D0 Run II Detector
  • Tracker
  • Detect trajectories of the collision output
  • Silicon wafer interior, scintillating wire
    tracker exterior 2T solenoid
  • Calorimeter
  • U bathed in liquid Ar U causes interaction Ar
    detects interaction and gives signal from which
    we can measure energy deposited
  • Muon system
  • Muons are not absorbed in the calorimeter, and
    are short-lived. Lifetime is long enough that
    they can escape the detector, however. Their
    energy is measured by proportional counters and
    they are detected by firing the scintillators.

Tracker
Matt Tilley Masters Examination
Presentation March 13, 2006 7
8
D0 Run II Detector
  • Photons no tracks in tracking system, deposit
    energy in EM calorimeter
  • e - leave tracks in the tracking system,
    deposits energy in the EM calorimeter
  • µ - leave tracks in the tracking system, MIP
    trace in the calorimeter, fire scintillators,
    energy deposited in the proportional counters
  • Jets showers of hadrons by partons, may leave
    tracks, deposit energy in the hadronic
    calorimeter
  • ? non interacting, detected as missing
    transverse energy

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Presentation March 13, 2006 8
9
2.5 MHz _at_ 20kB/event? Thats 50GB/sec!
Well, until we apply triggers anyway.
980 GeV protons
980 GeV anti-protons
Physics!
  • Detect hits in
  • muon scintillators
  • calorimeter
  • silicon layers
  • Trigger Level 1
  • calorimeter energy
  • muon hits
  • central tracks

396 ns 2.5 MHz
2 kHz
50 Hz to tape
  • Trigger Level 2
  • clustered calorimeter energy
  • missing transverse energy
  • matched muon segments
  • Trigger Level 3
  • jets
  • primary vertex
  • muon matched to tracks

1 kHz
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Presentation March 13, 2006 9
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Integrated Luminosity to Date
Included analysis is 230pb-1
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11
Single top analysis
Event signature
If t-channel, light quark jet observed
High PT muon
High PT neutrino
High PT b-tagged jet
b-tagged jet (not seen most of the time, high ?)
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Presentation March 13, 2006 11
12
Analysis overview (230 pb-1)
Selection cuts Select events with similar final
states
B-tagging Seek jets from b-quarks
Determine backgrounds Determine backgrounds,
estimate after b-tagging
Multivariate analysis Discriminate single top
from background
Limit calculation Calculate x-sect limit with
binned likelihood
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Presentation March 13, 2006 12
13
Selection cuts
  • Muon Selection
  • Exactly one w/PT gt 15 GeV
  • Reject cosmic muons
  • Isolated from jets and other muons
  • Require 3 hits in the tracking system
  • Require 3 hits in the muon system
  • Jet selection
  • 2 of jets in event 4
  • PT gt 25 GeV (leading), PT gt 15 GeV (others)
  • ?det lt 2.5 (leading), ?det lt 3.4 (others)
  • MET selection
  • 15 GeV ET 200 GeV
  • Event quality selection
  • Remove mis-measured events
  • Pass level 3 trigger
  • Require SMT validity
  • Extra lepton veto
  • Require no EM object in muon events

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Presentation March 13, 2006 13
14
Muon isolation study
Purpose? Study the effect of loosening muon
isolation parameters to discern any possible
increase in single top signal acceptance while
minimizing the increase in the number of
additional background events.
  • Muon isolation parameters
  • loose - ?R(µ,jet) gt 0.5 defined during muon
    reconstruction, not easily modified (not included
    in this study)
  • tight Track halo in a cone ?R lt
    0.5
  • tight Cal halo in a conical shell
  • 0.1 lt ?R lt 0.4

Calorimeter cell
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Presentation March 13, 2006 14
15
Muon isolation study
Originally, isolation parameters were defined as
0.06 and 0.08 for track halo and cal halo,
respectively.
Chosen value of (0.15, 0.15) gives 10.4
increase in signal yield
Cal Halo Et By Pt
Z-scale is the factor of signal acceptance
increase from the previous choice of (0.06, 0.08)
Previous value of (0.06, 0.08)
Track Halo Pt By Pt
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Presentation March 13, 2006 15
16
Muon isolation study
Problem! The highest magnitude background
increase when loosening muon isolation parameters
is produced via QCD multijet events, i.e. muons
from bb or cc are mis-identified as a muon
resulting from a W decay. How do we calculate the
mis-IDd fraction?
Solution The matrix method
Real loose- isolated muons from single top,
Wjets, tt
Fake loose-isolated muons from multijet events
Muons passing tight isolation parameters (the
ones being loosened!)
Probability that a fake muon passes from loose to
tight sample
Probability that a real muon passes from loose to
tight sample
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Presentation March 13, 2006 16
17
Muon isolation study
Black dashed area is same area of signal plot
Cal Halo Et By Pt
Z-scale is factor of fake muon increase from the
choice of (0.06, 0.08)
Previous value of (0.06, 0.08)
Track Halo Pt By Pt
Chosen value of (0.15, 0.15) gives factor of
2.13 increase in fake rate
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Presentation March 13, 2006 17
18
Analysis overview (230 pb-1)
Selection cuts Select events with similar final
states
B-tagging Seek jets from b-quarks
Determine backgrounds Determine backgrounds,
estimate after b-tagging
Multivariate analysis Discriminate single top
from background
Limit calculation Calculate x-sect limit with
binned likelihood
Matt Tilley Masters Examination
Presentation March 13, 2006 18
19
What is b-tagging and why does it matter?
  • What is b-tagging?
  • When a b-quark is produced in the collision,
    they almost immediately hadronize and form b
    mesons
  • These mesons have a relatively long lifetime and
    travel 1 mm before decaying
  • The decay products leave tracks that point back
    to a point that is not the primary vertex
  • Several algorithms, I will be focusing on
    Secondary Vertex Tagger (SVT)
  • Why does it matter?
  • Strong discriminator to distinguish between
    single top signal (always containing b-quarks
    from top decay) and background (events without
    b-jets)
  • efficiency is 40 for high PT central jets
    (like from single top)
  • light jet mis-tag rate is approximately 1.0
    (u,d,s,c)

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Presentation March 13, 2006 19
20
SVT algorithm
  • Select the primary vertex of event
  • Find multiple tracks within cone ?R 0.5 that do
    not point back to the PV
  • Trace tracks back, seek displaced vertex
  • Calculate the decay length Lxy (xPV xDV) and
    its error (sLxy)
  • If the significance ratio Lxy/ sLxy gt 7, count as
    tagged b-jet
  • For MC, assign TRF (tag rate function)value to
    the jet based on PT and ?.

p
p
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Presentation March 13, 2006 20
21
Proper MC event weighting from TRFs
Problem Since the tagging algorithm returns the
TRF value, which is a probability that a jet is
tagged by the detector and not a certainty, one
needs to take into account all possible jet-tag
combinations for each event. Then assign a weight
to that event associated with the total
probability from all combinations.
  • Enter the permuter software.
  • Grabs all good jets for the event
  • Cycles through all possible combinations of
    tagged jets, marking 0 tags to njet tags for each
    combination
  • For each jet-tag combo, a weight is calculated
    from TRF values assigned to the event which is
    then passed to subprocessors for the calculation
    of various variables (tmass, WT mass, various
    shape variables, etc.)

Jet 2
Jet 1
p
p
Jet 4
Jet 3
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Presentation March 13, 2006 21
22
Analysis overview (230 pb-1)
Selection cuts Select events with similar final
states
B-tagging Seek jets from b-quarks
Determine backgrounds Determine backgrounds,
estimate after b-tagging
Multivariate analysis Discriminate single top
from background
Limit calculation Calculate x-sect limit with
binned likelihood
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Presentation March 13, 2006 22
23
Backgrounds for singletop tt Wjets
Top pair production
W Jets (incl. Diboson)
Todays discovery is the background for
tomorrows.
  • Two channels dilepton (both Ws decay to
    leptons) and lepton jets (one W decays to
    lepton, one hadronically)
  • stt 3 times the size of single top production
  • Higher b-tagging and trigger efficiency.
  • Dilepton has similar jet content to single top,
    lepjets has more.
  • Branching fraction of lepjets is dominant.
  • Modeled with Monte Carlo
  • Problematic Wbb is the exact final state of
    s-channel, and Wqbb is the final state of
    t-channel
  • Modeled with MC, normalized to data
  • Cross section for W2jets is 1000pb
  • Two Wjets processes modeled Wjj and Wbb, also
    WW, WZ, etc.
  • Wjj Wbb combined according to the NLO SM cross
    sections

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Presentation March 13, 2006 23
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Backgrounds for singletop Mis-IDd muons (QCD)
  • Mostly bb events
  • One of the b quarks decays into a muon which is
    mis-IDd
  • The muon is inside of a jet and the jet is not
    reconstructed
  • Also produces MET
  • Use data instead of MC
  • Larger statistics
  • Difficult to model in MC
  • Two different processes for estimating dependent
    upon lepton µ/e

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Presentation March 13, 2006 24
25
Estimating the Yields
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Presentation March 13, 2006 25
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Analysis overview (230 pb-1)
Selection cuts Select events with similar final
states
B-tagging Seek jets from b-quarks
Determine backgrounds Determine backgrounds,
estimate after b-tagging
Multivariate analysis Discriminate single top
from background
Limit calculation Calculate x-sect limit with
binned likelihood
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Presentation March 13, 2006 26
27
Discriminating variable determination
  • Same variable pool is used for all three
    analyses.
  • Optimized separately for s- and t-channel.
  • Seek maximum discrimination in variables
  • Look for best combination of cuts which maximize
    SB
  • Standard variables
  • HT
  • MT(W)
  • Jet Multiplicity
  • Top Mass Window

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Two single top distributions
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Event shapes are nifty
  • Developed by Bowen, Ellis, Strassler
  • Shapes are an interesting tool because they
    avoid the massive systematic errors found in
    counting experiments.
  • Interesting prospect for t-channel single top
    discrimination due to the high ? light flavor
    jet, unshared by the backgrounds.
  • pp is a CP eigenstate, therefore so are its
    final states
  • So,
  • Define and the CP invariant
  • cross section as
  • Correlations for the various backgrounds and
    signal for discrimination strength?

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Presentation March 13, 2006 29
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Correlations for UW Theory variables
  • If leading untagged jet and lepton are
    uncorrelated, then
  • Furthermore, if both uncorrelated and P
    invariant
  • Resulting in the consequence
  • t-channel single top is P-asymmetric and
    correlated so violates the above relation
  • tt satisfies above at 90 level P symmetric no
    correlation
  • multijet events are similar to tt, excepting
    lepton-jet correlations in events with heavy
    flavor. Disregarded due to small occurrence.
  • Wjets events have moderate asymmetry and
    correlations accords to above roughly - still
    problematic

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Presentation March 13, 2006 30
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Define shape variables for discrimination
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A look at F-
  • s-channel and tt clearly removed
  • t-channel now roughly the same size as Wjets
    events
  • SB ratio for shapes vs. SB ratio for pure
    counting
  • SBshapes 12
  • SBcounting 130

All is not well 1) Wjets changes shape
drastically with varying flavor content, needs to
be studied further 2) number of MC events at
D-Zero was lt 1 of events produced by UW theory,
so any shapes seen could be statistical
Matt Tilley Masters Examination
Presentation March 13, 2006 32
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Multivariate Analyses
  • Same pool of variables used for all three
    analyses
  • Optimized separately for s-channel and t-channel
  • Focused on the two dominant backgrounds Wbb
    and tt lepjets

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Presentation March 13, 2006 33
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Cut based analysis
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Decision trees
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Decision tree output
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Neural networks
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Presentation March 13, 2006 37
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Neural network output
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Analysis overview (230 pb-1)
Selection cuts Select events with similar final
states
B-tagging Seek jets from b-quarks
Determine backgrounds Determine backgrounds,
estimate after b-tagging
Multivariate analysis Discriminate single top
from background
Limit calculation Calculate x-sect limit with
binned likelihood
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Presentation March 13, 2006 39
40
Limits from binned likelihood
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Presentation March 13, 2006 40
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D-Zero Results
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Conclusion and present status
  • D-Zero has the current best published
    upper-limit on the search for single top quark
    decay
  • s95s-channel 6.4 pb , s95t-channel 5.0 pb
    (neural networks)
  • With 1 fb-1 data recorded (roughly 4 times the
    amount for this limit) and more coming in every
    day, evidence and discovery are just around the
    bend
  • Improvements ongoing
  • Better estimating Wjets heavy flavor fractions
  • Better object ID (muon isolation issues, etc.)
  • Combining multiple b-tagging algorithms in NN
  • Increase in data will help systematics

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Presentation March 13, 2006 42
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Thanks
  • Henry Lubatti and Gordon Watts
  • Aran Thomas as well as the entire D-Zero
    Single Top Working Group at Fermilab
  • Our in-house theorists Bowen, Ellis Strassler

Matt Tilley Masters Examination
Presentation March 13, 2006 43
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