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Background Studies

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Simulated 2000 bunch crossings (BXs) of beam background ... of E(e ) and E(e-) of colliding particles. Carefully checked tested using old ZH sample ... – PowerPoint PPT presentation

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Title: Background Studies


1
Background Studies
2
Background TPC
  • Simulated 2000 bunch crossings (BXs) of beam
    background
  • For TPC, conservatively take drift velocity to
    be 4 cm ms-1
  • Therefore fill TPC with 150 BXs of background
    shifted in z
  • First order attempt to merge unresolvable hits
  • Superimpose on fully-hadronic top-pair events at
    500 GeV

150 BXs of pair background
3
  • Large fraction of hits from low energy
    electrons/positrons
  • from photon conversions
  • Form tight helices, micro-curlers, along
    length of TPC
  • Background concentrated on relatively few TPC
    readout pads
  • Developed PatRec software to identify and remove
    micro-curlers

150 BXs of pair background
4
  • Effective removal of large fraction of
    background hits
  • By eye clear that this should be no problem
    for PatRec

5
  • Superimpose 150 BXs TPC background on
  • For 100 events, NO loss in track-finding
    efficiency observed
  • Similar story for 3x nominal background
  • Believe this is a clear demonstration of the
    robustness of a TPC
  • operating in ILC beam conditions

6
Background VTX
  • Background in VTX detector complicated by
    assumptions for
  • Si pixel readout rate
  • IF one assumes single BX tagging capability then
    background is
  • not an issue
  • For ILD studies conservatively assume 30 ms /
    125 ms integration
  • times for VTX layers (0,1) and (2,3,4,5)
    respectively
  • Therefore VTX integrates over 83/333 BXs
  • Superimpose on fully-hadronic top-pair events at
    500 GeV
  • Also consider finite cluster size of
  • background hits (10 pixels)
  • Significantly increases occupancy

7
Background VTX - fake tracks
  • Combinatorics produce fake ghost tracks
  • In addition to some real electron/positron
    background tracks
  • Large combinatoric background challenges pattern
    recognition
  • Reconfigured current algorithm (not ideal)
  • From 83/333 BXs overlayed on
  • reconstruct 34 ghost tracks/event (1/3
    are genuine)
  • Rejected by requiring at least 1 SIT hit or gt10
    TPC associated hits

34/event
1/event
Left with 0.5 GeV per event (mixture of real
tracks/combinatorics)
8
Background VTX tracking efficiency
  • Two effects potentially reduce tracking
    efficiency
  • VTX pattern recognition
  • Occupancy - assume physics hits next to
  • background clusters
    lost
  • Use parameterisation of occupancy/cluster size
    to kill physics hits
  • superimpose 83/333 BXs VTX
    background
  • apply SIT/TPC BX-tagging requirements

NOTE
  • Care needed in interpreting efficiency results
  • Will get different results depending on
    denominator
  • e.g. if calculate efficiency for tracks
    with gt100 TPC hits,
  • the efficiency will be 100
  • Here we show results for
  • all charged particles with pT gt1 GeV and
    NVTXNSIT gt 4
  • as above, but for charged particles which reach
    the TPC
  • (i.e. in MC leave at least 1 TPC hit)

9
  • Background mainly affects reconstruction of low
    pT tracks
  • pT gt 1 GeV efficiency reduced by 0.1
  • For charged particles which reach TPC (i.e.
    dont decay/interact)
  • pT gt 1 GeV efficiency 99.9 in presence of
    background

Nominal ILC background not a major problem for
ILD concept
10
Impact in a physics analysis
  • Given limited time it has not been possible to
    superimpose full
  • 83/333 BX in VTX, 150 BX in TPC and 1 BX in
    SIT on physics events
  • CPU resources too large with current pattern
    recognition code
  • TPC track finding shown not to be an issue
  • Ghost tracks unlikely to be important for ZH ?
    mmX
  • Possible loss of hits due to occupancy likely to
    be main effect
  • could degrade momentum resolution fast to
    simulate

Barely noticeable
11
Background flavour tagging efficiency
  • Simulated effect of VTX occupancy on flavour tag
  • expected to be main contribution due to
    LCFIVertex track quality cuts
  • Essentially same performance, not clear if
    anything other than
  • statistical differences

12
Background summary
  • Much progress since Tsukuba (thanks to IDAG
    impetus)
  • Factorised problem into several parts
  • TPC tracking appears to be very robust for ILC
    background
  • Background in VTX does not cause significant
    problems
  • 1 background track/event ltpTgt 0.5 GeV
  • will improve with better pattern recognition
    software
  • Efficiency losses are small even when accounting
    for finite
  • cluster sizes
  • Impact on physics (ZH) not fully studied but on
    basis of
  • the studies above, no degradation expected
  • Final comment
  • Impact of background depends strongly on
    assumptions
  • We have taken a conservative approach for VTX
  • readout times (and TPC drift velocity)

13
ZH Recoil Mass
14
Higgs Recoil Mass
  • New signal samples with fixed beamstrahlung
    spectrum
  • Decided not to regenerate background samples
  • Reweighted old samples using new/old
    distributions
  • of E(e) and E(e-) of colliding particles
  • Carefully checked tested using old ZH sample
  • Select events using only information from
    di-lepton system

15
Also studied inclusion of Bremsstrahlung
  • Fairly simple algorithm
  • Does a reasonable job, but not optimised for
    recoil mass
  • Significantly increases height of recoil mass
    peak
  • Improves resolution above peak
  • But, degrades resolution below peak (ECAL
    resolution worse than track)

16
Model independent results
s(mH) 32 MeV
  • For Model Dependent analysis

s(mH) 27 MeV
Relation to detector performance
  • This is a benchmark analysis for momentum
    resolution
  • Width of mmX recoil mass peak
  • 560 MeV for perfect resolution
  • 650 MeV after reconstruction
  • For ILD momentum resolution, luminosity
  • spectrum still dominates !
  • 560 MeV vs 330 MeV

ILD momentum resolution well matched to ZH
requirements
17
Physics Updates
18
Higgs Branching ratios
  • Determine BR(H?bb), BR(H?cc), BR(H?gg) from
    Higgs-strahlung events
  • Previously noted SiD had much small error than
    ILD in qqcc channel
  • (for essentially same flavour tagging
    performance)
  • Still not understood SiD/ILD working to
    understand discrepancy
  • In addition, we have updated the nncc analysis
  • Previously selected nncc and then used cross
    section/total cross section
  • from M.I. recoil analysis to obtain BR
  • This is incorrect as background from ZH? nnbb
    was taken to be SM value
  • Now simultaneously extract all H?cc, H?bb, and
    H?other hadronic BRs
  • In addition, smaller total cross section errors
    from recoil analysis

19
Physics Updates tau polarisation
  • In principle, ILD well optimised for tau spin
    analysis
  • 55 mm2 ECAL granularity for particle
    separation
  • large BR2 for track/photon separation
  • large R for photon/photon separation
  • Original LoI analysis was rather basic
    incomplete
  • Moved to SiD acceptance
  • Moved to ANNs for decay mode ID
  • Moved to optimal observables for Pt

Excellent performance
(not including a1)
Very large improvements c.f. LoI
20
And finally, Top at vs 500 GeV (Update)
  • In addition to
  • Have now added fully-hadronic vertex-charge based

(still relatively unsophisticated)
20 selection eff. 80 correct charge
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