detection of z gauge bosons in the di-muon decay...
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CMS Physics Meeting 1 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Detection of Z′ Gauge Bosons in the Di-muon Decay Mode
Robert Cousins, Jason Mumford and Slava Valuev
University of California, Los Angeles
CMS Physics Meeting June 10, 2004
CMS Physics Meeting 2 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Introduction• Z′ bosons appear in many models beyond SM.• Z′ → µ+µ− is on list to be studied extensively for Physics TDR:
– Detailed signal and background studies, with the use of most complex available tools (full simulation, full reconstruction, etc.).
– As close to reality as possible (background uncertainties, detector misalignment, calibration and B field uncertainties, etc.).
– Strategy for physics as a function of luminosity.
• Main Z′ physics goals:– Understand discovery potential and optimize the search strategy
• main observable: Mµ+µ−.– Work out algorithms to distinguish among models (incl. graviton) and
study properties, once discovered• main observables: AFB on- and off-peak, y, σ·Br, Γ.
This analysis
Work in progress
CMS Physics Meeting 3 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
This analysis is discussed in more detail in:– Analysis note CMS AN 2004/002.– Talks at SUSY/BSM meetings, 10 December 2003 and 17 March 2004.– Talk at PRS meeting, 11 May 2004.
Talks on related subjects by UCLA group (see other references therein):– Status of a Study of High-Mass Muon Pairs from Drell-Yan and Z′ (PRS/µ meeting, 24
Sept. 2002; US-CMS physics meeting, 18 Oct. 2002).– A Look at Track Quality Variables Inside Kalman Filter Fits to Tracker and Muon Hits
(PRS/µ meeting, 18 Feb. 2003).– Status of Z' Background Study for Data Challenge 2004 (PRS/µ meeting, 1 April 2003).– Status of a Study of High-Mass Muon Pairs from Drell-Yan, Z', and Gravitons (SUSY/BSM
meeting, 7 May 2003).– Root-Based Muon Analysis - A Users Perspective (Analysis Micro-Workshop, 1 July 2003).– Progress in Fitting High-Momentum Muons in ORCA (PRS/µ and SUSY/BSM meetings,
16-17 Sept. 2003).– Modus Operandi for Z′ Analysis (EMU meeting, 10 January 2004).– Status of a Study of Simulated and Reconstructed Z′ Events in CMS (Workshop on Muons
at the LHC and Tevatron, 14 April 2004).
References
CMS Physics Meeting 4 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
10-4
10-3
10-2
10-1
1
10
10 2
500 1000 1500 2000 2500 3000 3500 4000Mµµ (GeV)
dσ/d
M (
fb/4
0 G
eV)
∗ B
R
Z′ → µ+µ−: signal and backgrounds• Z′s arise in many models:
– ZSSM in sequential standard model (benchmark toy model);
– Z′ = ZψcosθE6 + ZχsinθE6 in E6and/or SO(10) models:Zψ, Zχ and Zη (θE6 = 37.78o);
– ZLRM and ZALRM in left-right symmetric models;
– etc.
• Limits on the mass:– Current: 600-800 GeV;– Expected by LHC start-up: ≤ 1 TeV.
• Br(Z′ → µ+µ−): 2-8%(if no exotic decay channels are open)
PYTHIA cross-sections; no added K-factors
• Dominant (and irreducible) background: Drell-Yan production of muon pairs pp → γ/Z0 → µ+µ−.
• Other sources: ZZ, WZ, WW, tt-bar, bb-bar, etc.
(studied as part of setting up DC04)
3 TeV ZSSM
DY
tt di-bosons
CMS Physics Meeting 5 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Generation and reconstruction• Monte Carlo samples:
couplings from literature, generated with PYTHIA6.1– ZSSM, Zψ, Zη, Zχ, ZLRM, ZALRM at 1, 3 and 5 TeV decaying to µ+µ− (1000 events
each);– Drell-Yan µ+µ− pairs above 0.2, 0.4, 1, 1.5, 2 and 3 TeV (1000 events each).
• Simulation and reconstruction:CMSIM 125, ORCA_6_3_0 (no pile-up)
– apply L1 and HLT requirements (pT and η thresholds et al., except for isolation);
– use MuonAnalysis package as an analysis framework;– use L1-seeded Global Muon Reconstructor (GMR) for muon identification;– for off-line reconstruction, refit the GMR-found hits using an optimized
combination of tracker-plus-first-muon-station and tracker-only fits (Truncated Muon Reconstructor, TMR) → see three next slides.
CMS Physics Meeting 6 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
• Tracker plus full muon system (“Global Muon Reconstructor”, GMR)– 5 Parameter measurement at inner surface of tracker from backward part of Kalman filter fit to tracker and muon hits
(default fitting method).– http://agenda.cern.ch/askArchive.php?base=agenda&categ=a03423&id=a03423s1t0/transparencies for more information.
• Tracker only – Use only tracker hits for Kalman filter. Take measurement from innermost tracker surface.– Available as reconstruction option in ORCA (implementation by N. Neumeister).
• Tracker plus first muon station– Use tracker and hits from first muon station which contains hits.
Some possible track fitting methods
Tracker System Muon System
Forward filterMeasure here
Use scaled final forward values to initialize backward filter
CSC, DTIronBackward filter
Tracker System Muon System
Tracker System Muon System
CMS Physics Meeting 7 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Optimization of high-pT muon track fitting• Different fitting methods offer certain features:
– GMR – current default for muons, uses all muon hits.– Tracker only – smallest pT-resolution tails, smallest RMS in barrel,
and (currently) best pulls.– Tracker plus first muon station – best fitted pT-resolution sigma of the
3 methods considered.• Fits can be compared to choose fit method track-by-track.
– Kalman filter variables can be used as criteria for replacing bad fits.– Currently use tracker-plus-first-muon-station fit, but replace it by
tracker-only fit if it has much better probability of χ2 given N degrees of freedom (about 10% of all tracks).
(“Truncated Muon Reconstructor”, TMR)
(See J. Mumford’s talks at PRS/µ meetings in February and September 2003 for more details.)
CMS Physics Meeting 8 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
TMR has narrower signal, perhaps reduced background tails.
ORCA 6.3.0 Digis MuonAnalysis package
Note: Optimization algorithm wastuned on different sample.
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500 5000
Even
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00 fb
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Default GMR Opp-sign dimuon massDefault GMR Opp-sign dimuon mass
ZSSM (3 TeV) vs Drell-Yan background
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500 5000
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Optimized Opp-sign dimuon massOptimized Opp-sign dimuon mass
GMR TMR
CMS Physics Meeting 9 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
0
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500 1000 1500 2000 2500 3000 3500 4000 4500 5000
Mµ+ µ- (GeV)
Acc
epta
nce
Event selection• Both µ+ and µ− should be within ׀η ׀ < 2.4 and pass the trigger:
– Acceptance efficiency: raises from about 80% at 1 TeV to more than 95% at very high Mµµ (Figure below);
– L1/HLT trigger efficiency: about 98% at 1 TeV, about 95% at 5 TeV.
• Require that there are at least two µ’s of opposite charge sign.• No background-rejection cuts.• Overall efficiency: 70-75% (1-5 TeV).
CMS Physics Meeting 10 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
• Generate ensembles of MC experiments:– number of events in each experiment fluctuates according to Poisson
distribution with a mean of σ·Br·(∫Ldt)·ε;– appropriately add Drell-Yan contribution from lower masses.
• In each experiment, fit Mµµ values using an unbinned maximum likelihood:
– ps (signal pdf) is a convolution of a Breit-Wigner with a Gaussian smearing;– pb (background pdf) is an exponential, with the slope parameter determined
from fits to Drell-Yan events.
Up to three free parameters: signal fraction (Ns / Ntot), signal mean (m0), and signal FWHM (Γ).
No constraints on the absolute background level: fit assumes only background shape is known.
Fitting procedure
)(1),;()( µµ0µµµµ MpNNmMp
NNMp b
tot
ss
tot
s ⋅
−+Γ⋅=
CMS Physics Meeting 11 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
(1 TeV: just above expectedCDF/D0 mass reach;
∫Ldt = 0.1 fb-1: a few days of LHC low-luminosity running)
mass-µ+µ400 600 800 1000 1200 1400 1600
-1E
ven
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.1 f
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Reconstructed dilepton mass
Entries 17
Mean 665.5
RMS 230.2
Reconstructed dilepton mass
mass-µ+µ400 600 800 1000 1200 1400 1600
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Reconstructed dilepton mass
Entries 33
Mean 665.4
RMS 273
Reconstructed dilepton mass
mass-µ+µ400 600 800 1000 1200 1400 1600
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.1 f
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Reconstructed (optimized) mass
mass-µ+µ400 600 800 1000 1200 1400 1600
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Reconstructed (optimized) mass
mass-µ+µ400 600 800 1000 1200 1400 1600
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True (PYTHIA) mass
mass-µ+µ400 600 800 1000 1200 1400 1600
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True (PYTHIA) mass
Example: Zψ at 1 TeV, ∫Ldt = 0.1 fb-1
“Non-fluctuating” mass spectra:(stat. much larger than expected)
generated and reconstructed
Z′
DY Z′DY
Realistic mass spectra:two typical MC experiments
SL = 3.6
σm = 3.9%
S+B fit
B-only fit
SL = 7.1
CMS Physics Meeting 12 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
(Still have to account for the radiative tail in the mass distribution in the fits)
Entries 25
Mean 998.4
RMS 19.19
Underflow 1
Overflow 0
/ ndf 2χ 5.753 / 18
Prob 0.9971
Constant 0.252± 1.009
Mean 3.9± 998.4
Sigma 2.74± 18.98
(GeV)0m900 950 1000 1050 1100
Num
ber
of e
xper
imen
ts
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-1, 0.1 fbψ1 TeV Z
Entries 25
Mean 998.4
RMS 19.19
Underflow 1
Overflow 0
/ ndf 2χ 5.753 / 18
Prob 0.9971
Constant 0.252± 1.009
Mean 3.9± 998.4
Sigma 2.74± 18.98
-1, 0.1 fbψ1 TeV Z
Entries 45
Mean 2956
RMS 82.73
Underflow 0
Overflow 0
/ ndf 2χ 14.76 / 19
Prob 0.738
Constant 0.393± 2.154
Mean 12.4± 2955
Sigma 8.78± 83.36
(GeV)0m2600 2800 3000 3200 3400
Num
ber
of e
xper
imen
ts0
1
2
3
4
5
-1, 5 fbSSM3 TeV ZEntries 45
Mean 2956
RMS 82.73
Underflow 0
Overflow 0
/ ndf 2χ 14.76 / 19
Prob 0.738
Constant 0.393± 2.154
Mean 12.4± 2955
Sigma 8.78± 83.36
-1, 5 fbSSM3 TeV Z
Fit results: m0 and Γ
• Signal Γ: hard to reconstruct (FWHM dominated by resolution smearing)
• Signal mean mass: close to true value, small spread. Measured with precision of 4% (at high masses and discovery limit) or better
1 TeV Zψ, ∫Ldt = 0.1 fb-1
Mean mass = 998 GeV; RMS = 19 GeV
3 TeV ZSSM, ∫Ldt = 5 fb-1
Mean mass = 2960 GeV; RMS = 80 GeV
CMS Physics Meeting 13 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Significance estimators (I)Discussed in detail in V. Bartsch and G. Quast, CMS IN 2003/039
• Use likelihood-ratio estimator SL to calculate significance of an observed “signal”:
where– LS+B is the maximum likelihood from the signal-plus-background fit (p),– LB is the maximum likelihood from the background-only fit (pb).
Justification: • In the large-statistics limit, SL
2 is expected to follow a χ2-distribution with ndof equal to the difference in the number of free parameters between S+B and B-only hypotheses (theorem proved by S.S. Wilks in 1938).
• If ndof is one, then distribution of SL is a standard Gaussian.• Therefore, SL gives the probability (expressed in number of σ’s) that the pure
background fakes a signal (i.e. significance).
,)ln(2 BBSL LLS +=
CMS Physics Meeting 14 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Significance estimators (II)• For comparison with SL, also try a few other commonly used
(“counting”) estimators:
• Usual convention: S > 5 is necessary to establish a discovery(probability of 2.9·10-7 that the pure background would mimic a signal)
),(2
,
,
12c
2c
1c
BBS
BSS
BS
NNNS
NNNS
NNS
−+×=
+=
=
(proposed by S. Bityukov and N. Krasnikov)
( ) ( )( ).exp1ln2c SNN
BSL NNNS BS −+= +
NS and NB − number of signal and background events within m0 ± 2σ.
CMS Physics Meeting 15 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Significance estimators: MC studyImportant caveat: Wilks’ theorem is valid in the large-statistics limit, whereas we are in the small-statistics regime
Need to check that the tails of SL distribution for the background-only sample are those of the normal Gaussian
• Perform a (large) number of background-only MC experiments to obtain the distributions of various definitions of S given above.
• Calculate the probability (p-value) of observing a value of S greater than Scrit (how often a false discovery would be claimed for a certain choice of Scrit).
• See how well this probability agrees with area in the tail of a Gaussian distribution.
CMS Physics Meeting 16 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Background-only mass fits: significance
0 1 2 3 4 5 6 7 8 9 10
1
10
210
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510
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Sc1 Sc1_recEntries 50
Mean 0.4156
RMS 0.5764Underflow 0
Overflow 0
Sc1 ScL_recEntries 1000000
Mean 0.3171
RMS 0.5077Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 10
1
10
210
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410
510
610
ScL ScL_recEntries 1000000
Mean 0.3171
RMS 0.5077Underflow 0
Overflow 0
ScL
Sc12_recEntries 1000000
Mean 0.2997
RMS 0.4704
Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 101
10
210
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410
510
610
Sc12 Sc12_recEntries 1000000
Mean 0.2997
RMS 0.4704
Underflow 0
Overflow 0
Sc12 Sc2_recEntries 1000000
Mean 0.259
RMS 0.3892
Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 101
10
210
310
410
510
610
Sc2 Sc2_recEntries 1000000
Mean 0.259
RMS 0.3892
Underflow 0
Overflow 0
Sc2
SL_recEntries 1000000
Mean 0.3627
RMS 0.5727Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 10
1
10
210
310
410
510
610
SL SL_recEntries 1000000
Mean 0.3627
RMS 0.5727Underflow 0
Overflow 0
SL
Background to 3 TeV Z′ (30 fb-1)
too many events at large Sc1
Observed:SL > 3: 1310 eventsSL > 4: 38 eventsSL > 5: 1 events
BS NN1,000,000 MC experiments<Nevt> above 1.5 TeV: 33<Nevt> within m0 ± 2σm: 2.3
SL
ScL
Sc12 Sc2
Expected for a Gaussian:Above 3σ: 1350 eventsAbove 4σ: 31.5 eventsAbove 5σ: 0.3 events
Fix both m0 and Γ to true values(see Wilks’ theorem)
CMS Physics Meeting 17 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Significance estimators: MC studyCheck p-values for a few other integrated luminosities and signal mass points:• in these cases tail of SL distribution is always consistent with that of a
Gaussian;• all other S estimators may overestimate or underestimate the
probability of a false discovery.Also check distributions of S for signal-plus-background fits:• Sc1 >> SL, Sc12 ~ SL for all masses, luminosities, Z′ models;• SL is always symmetric and Gaussian-like.
Significance estimator SL performs as desired for Z′ mass reach studies (low background, small statistics regime).
Similarly good performance of SL was seen by Bartsch and Quast in H → 4µ studies, in a different sig/bknd regime.
CMS Physics Meeting 18 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
0 5 10 15 20 250
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
Sc1 Sc1_recEntries 25Mean 12.26RMS 4.471Underflow 0Overflow 2
/ ndf 2χ 12.22 / 16Prob 0.7288Constant 0.1333± 0.5006 Mean 1.00± 12.25 Sigma 0.791± 4.613
Sc1
0 5 10 15 20 250
0.5
1
1.5
2
2.5
3
3.5
4
ScL ScL_recEntries 25Mean 6.034RMS 1.734Underflow 0Overflow 0
/ ndf 2χ 7.913 / 12Prob 0.7919Constant 0.357± 1.452 Mean 0.344± 6.003 Sigma 0.245± 1.717
ScL
0 5 10 15 20 250
0.5
1
1.5
2
2.5
3
Sc12 Sc12_recEntries 25Mean 4.582RMS 1.135Underflow 0Overflow 0
/ ndf 2χ 7.796 / 11Prob 0.7314Constant 0.530± 2.163 Mean 0.231± 4.585 Sigma 0.163± 1.153
Sc12
0 5 10 15 20 250
1
2
3
4
5
Sc2 Sc2_recEntries 25Mean 2.792RMS 0.579Underflow 0Overflow 0
/ ndf 2χ 3.371 / 7Prob 0.8487Constant 1.059± 4.323 Mean 0.115± 2.805 Sigma 0.0815± 0.5767
Sc2
0 5 10 15 20 250
0.5
1
1.5
2
2.5
3
3.5
4
SL SL_recEntries 25Mean 5.91RMS 1.701Underflow 0Overflow 0
/ ndf 2χ 7.92 / 11Prob 0.7205Constant 0.36± 1.47 Mean 0.340± 5.913 Sigma 0.242± 1.696
SL
Zψ at 1 TeV, 0.1 fb-1: significance
• Sc1 >> SL
• Sc2 < SL
• Sc12 ≤ SL
(in agreement with other Z′ models,
masses, luminosities tried)
b
s
NN
bs
s
NNN
+)
(2
b
bs
N
NN
−
+×
LS
Fix both m0 and Γ to true values to calculate SL
LSc
• For 0.1 fb-1, average SL is more than 5 for all the Z′ models considered.
• TMR reconstruction of high-pT muons gives ~ 5% higher SL (15% at 3 TeV, 30% at 5 TeV).
• SL scales very nicely with .∫ Ldt
CMS Physics Meeting 19 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Z’ mass (TeV)1 2 3 4 5 6
)
-1In
t. lu
min
osity
(fb
-210
-110
1
10
210
310
significance curvesσ: 5-µ +µ →Z’
ψZηZ
χZLRMZSSMZ
ALRMZ
significance curvesσ: 5-µ +µ →Z’
Z′→µ+µ−: CMS discovery potential
Z′ → µ+µ− mass reach:• > 1 TeV with 0.1 fb-1
• 2.7 − 3.6 TeV with 10 fb-1
• 3.7 − 4.7 TeV with 100 fb-1
N.B.: no syst. uncertainties• Perfect alignment,
calibration, B field;• Background shape,
functional forms of pdf’s, mass resolution perfectly known.
ORCA 6.3.0no pile-up
(if GMR is used, 100 GeV less with 10 fb-1
and 200 GeV less with 100 fb-1)
CMS Physics Meeting 20 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
A critical look• Main weak point: systematic uncertainties are not taken into
account.– Arising from imperfect knowledge of the detector: alignment,
magnetic field, calibration, etc.– In the fitting procedure: background shape, functional forms of
pdf’s, mass resolution, etc.
• Some other items to be improved/checked:– Brem photons. Not used in the reconstruction of muon momentum;
residual radiative tail not accounted for in the fits.– Software. Set of PYTHIA, CMSIM and ORCA is 1.5 years old.– Event rates. Given by PYTHIA; need to check K-factors.– Pile-up. Neglected; effect is expected to be small, but not proven.
How does this study compare with the previous ones?
CMS Physics Meeting 21 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Previous studies of CMS discovery potential (I)Estimates of the CMS potential to discover Z′ were previously reported by four groups/individuals. In chronological order:– C.E. Wulz: (CMS-TN/93-107 and DPF/DPB Snowmass (1996))
• Tools: PYTHIA version available at that time; muon momentum smeared using parameterization by W. Ko and J. Rowe (CMS TN/95-026).
• Criterion for Z′ discovery: more than 10 signal (di-muon plus di-electron) events in the mass peak.
• Conclusion: it will be possible to discover Z′ bosons up to a mass of about 5 TeV with an integrated luminosity of 100 fb-1 (in a combined analysis of Z′ → µ+µ− and Z′ → e+e– channels).
– D. Bourilkov: (CMS IN-2000/035 and CERN-YR-2000-004)• Study mainly dedicated to Drell-Yan production of lepton pairs at LHC.• Tools: PYTHIA; no further details given.• Conclusion: “Z′ resonances with masses up to ~ 4-5 TeV can be probed at LHC”.
CMS Physics Meeting 22 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
– JINR group (V. Palichik, S. Shmatov et al.):(hep-ph/0310336, talks at CMS physics (30 April 2002) and SUSY/BSM meetings (7 May 2003); presented at “Physics at LHC”, Prague 2003)
• Tools: PYTHIA; muon momentum smeared using parameterization by W. Ko and J. Rowe.
• Criterion for Z′ discovery: Sc1 > 5 and at least 10 signal events under the mass peak.
• Conclusions: Z′ mass reach is in the range between 2.5 and 3 TeV for an integrated luminosity of 10 fb-1, and between 3.5 and 4 TeV for a luminosity of 100 fb-1 (for a set of Z′ models similar to one we studied).
– ETH group (M. Dittmar et al.):(Phys. Lett. B583 (2004) 111, talk at SUSY/BSM meeting (17 Sept. 2003))
• Study focused on observables other than Mµ+µ−.• Tools: PYTHIA; no details given on how the stated mass reach was obtained.• Conclusion: “reconfirm the known Z′ boson LHC discovery potential, to reach
masses up to about 5 TeV for a luminosity of 100 fb-1”.
Previous studies of CMS discovery potential (II)
CMS Physics Meeting 23 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Comparison with previous studiesThis study has two main advantages:• Full simulation and reconstruction of signal and background;
therefore, takes into account:– Trigger and track-finding inefficiencies;– Charge misassignment;– Details of detector acceptance;– Momentum and mass resolution, etc.
• Appropriate statistical techniques to quantify the mass reach.
We believe it gives somewhat more justifiable estimates of CMS discovery potential in Z′ → µ+µ− channel, while still
suffering from the lack of systematic errors.
CMS Physics Meeting 24 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Summary• We have set up a procedure for studying and quantifying the
Z′ mass reach. Main points:– Full simulation (CMSIM) and reconstruction (ORCA6) as input;– Unbinned M.L. fits exploring signal and background shapes only;– Likelihood-ratio significance estimator, shown to perform as desired.
• We have obtained mass reach estimates in Z′ → µ+µ− channel, with systematic uncertainties yet to be accounted for:
– More than 5σ significance above 1 TeV at the earliest stages of data-taking;
– Average 5σ significance at a mass of 3.7-4.7 TeV (depending on the model) with an integrated luminosity of 100 fb-1.
• Plan to evaluate systematic uncertainties and their impact, and improve/check other items mentioned earlier.
CMS Physics Meeting 25 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Acknowledgements• We would like to thank all the members of CMS who
contributed to the software packages used in this study.
• We are particularly grateful to:– Norbert Neumeister, for his assistance and numerous useful
discussions on reconstruction-related issues.– Our referees (Marcos Cerrada, Marcella Diemoz, and Stefano
Lacaprara), for careful reading of the note and helpful commentsand questions.
CMS Physics Meeting 26 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Backup slides follow
CMS Physics Meeting 27 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Background-only mass fits: significance
0 1 2 3 4 5 6 7 8 9 10
10
210
310
410
510
610
Sc1 Sc1_recEntries 50
Mean 0.4453
RMS 0.7241Underflow 0
Overflow 2089
Sc1 ScL_recEntries 1000000
Mean 0.3188
RMS 0.612Underflow 13
Overflow 584
0 1 2 3 4 5 6 7 8 9 10
10
210
310
410
510
610
ScL ScL_recEntries 1000000
Mean 0.3188
RMS 0.612Underflow 13
Overflow 584
ScL
Sc12_recEntries 1000000
Mean 0.2879
RMS 0.499
Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 101
10
210
310
410
510
610
Sc12 Sc12_recEntries 1000000
Mean 0.2879
RMS 0.499
Underflow 0
Overflow 0
Sc12 Sc2_recEntries 1000000
Mean 0.2334
RMS 0.3793
Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 101
10
210
310
410
510
610
Sc2 Sc2_recEntries 1000000
Mean 0.2334
RMS 0.3793
Underflow 0
Overflow 0
Sc2
SL_recEntries 1000000
Mean 0.3318
RMS 0.5653Underflow 0
Overflow 0
0 1 2 3 4 5 6 7 8 9 10
1
10
210
310
410
510
610
SL SL_recEntries 1000000
Mean 0.3318
RMS 0.5653Underflow 0
Overflow 0
SL
Background to 5 TeV Z′ (300 fb-1)
too many events in the tails
Observed:SL > 3: 1343 eventsSL > 4: 36 eventsSL > 5: 0 events
BS NN1,000,000 MC experiments<Nevt> above 3 TeV: 7.0<Nevt> within m0 ± 2σm: 1.4
SL
Sc12
ScL
Sc2
Expected for a Gaussian:Above 3σ: 1350 eventsAbove 4σ: 31.5 eventsAbove 5σ: 0.3 events
CMS Physics Meeting 28 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500
Eve
nts
/100
GeV
/10
fb-1
0
2
4
6
8
10
Reconstructed (optimized) mass
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500
Eve
nts
/100
GeV
/10
fb-1
0
2
4
6
8
10
Reconstructed (optimized) mass
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500
Eve
nts
/100
GeV
/10
fb-1
0
2
4
6
8
10
True (PYTHIA) mass
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500
Eve
nts
/100
GeV
/10
fb-1
0
2
4
6
8
10
True (PYTHIA) mass
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500
Eve
nts
/30
GeV
/10
fb-1
0
0.5
1
1.5
2
2.5
3
Reconstructed dilepton mass
Entries 36
Mean 2630
RMS 666.3
Reconstructed dilepton mass
mu+ mu- mass1500 2000 2500 3000 3500 4000 4500
Eve
nts
/30
GeV
/10
fb-1
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
Reconstructed dilepton mass
Entries 21
Mean 2491
RMS 832.8
Reconstructed dilepton mass
Example at 3 TeV: ZSSM at 10 fb-1
”Non-fluctuating” mass spectra:(stat. much larger than expected)
generated and reconstructedZ′
DY Z′DY
Realistic mass spectra:two typical MC experiments
SL = 5.6
σm = 5.7%
S+B fit
B-only fit
SL = 10.1
CMS Physics Meeting 29 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
0 5 10 15 20 25 30 35 40 45 500
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
Sc1
Entries 23
Mean 27.9
RMS 8.269
Underflow 0
Overflow 0
/ ndf 2χ 9.764 / 19
Prob 0.9585
Constant 0.1423± 0.5473
Mean 1.797± 28
Sigma 1.364± 8.424
Sc1
0 5 10 15 20 25 30 35 40 45 500
1
2
3
4
5
6
7
8
9
Sc2
Entries 23
Mean 4.289
RMS 0.4763
Underflow 0
Overflow 0
/ ndf 2χ 2.157 / 1
Prob 0.142
Constant 2.346± 9.184
Mean 0.1042± 4.272
Sigma 0.07362± 0.4995
Sc2
0 5 10 15 20 25 30 35 40 45 500
1
2
3
4
5
6
Sc12
Entries 23
Mean 7.389
RMS 0.9771
Underflow 0
Overflow 0
/ ndf 2χ 5.545 / 5
Prob 0.353
Constant 1.179± 4.616
Mean 0.2072± 7.402
Sigma 0.1465± 0.9938
Sc12
0 5 10 15 20 25 30 35 40 45 500
1
2
3
4
5
6
SL
Entries 23
Mean 8.984
RMS 1.382
Underflow 0
Overflow 0
/ ndf 2χ 4.877 / 8
Prob 0.7707
Constant 0.8526± 3.339
Mean 0.2865± 8.989
Sigma 0.2025± 1.374
SL
ZSSM at 3 TeV, 10 fb-1: significance
• Sc1 >> SL
• Sc2 < SL
• Sc12 ~ SL
for all Z′ models, masses,
luminosities tried
b
s
NN
bs
s
NNN
+
)
(2
b
bs
N
NN
−
+×LS
Bartsch and Quast also found that Sc1 badly overestimates true S
Fix both m0 and FWHM to true values to calculate SL
CMS Physics Meeting 30 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Z′ at 3 TeV: SL significance
4.72.92.31.91.53.92 fb-1
OPT
9.05.74.73.53.27.710 fb-1
GMR
10.66.65.54.33.68.910 fb-1
OPT
ZALRMZLRMZχZηZψZSSM∫L·dt
• For 10 fb-1, S is more than 5 for most of the Z′ models considered;• For 2 fb-1, S is less than 5 for all models;
– SL scales nicely with • TMR reconstruction of high-pT muons helps (~ 15% gain).
intL
CMS Physics Meeting 31 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
mu+ mu- mass3000 3500 4000 4500 5000 5500 6000 6500 7000
Eve
nts
/100
GeV
/100
fb
-1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Reconstructed (optimized) mass
mu+ mu- mass3000 3500 4000 4500 5000 5500 6000 6500 7000
Eve
nts
/100
GeV
/100
fb
-1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Reconstructed (optimized) mass
mu+ mu- mass3000 3500 4000 4500 5000 5500 6000 6500 7000
Eve
nts
/40
GeV
/100
fb
-1
0
0.2
0.4
0.6
0.8
1
Reconstructed dilepton mass
Entries 4
Mean 3540
RMS 375
Reconstructed dilepton mass
mu+ mu- mass3000 3500 4000 4500 5000 5500 6000 6500 7000
Eve
nts
/100
GeV
/100
fb
-1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
True (PYTHIA) mass
mu+ mu- mass3000 3500 4000 4500 5000 5500 6000 6500 7000
Eve
nts
/100
GeV
/100
fb
-1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
True (PYTHIA) mass
Example at 5 TeV: Zψ at 100 fb-1
”Non-fluctuating” mass spectra:(stat. much larger than expected)
generated and reconstructedZ′
DYZ′
DY
Realistic mass spectra:two typical MC experiments
SL = 0.7
σm = 8.5%
S+B fitmu+ mu- mass
3000 3500 4000 4500 5000 5500 6000 6500 7000
Eve
nts
/40
GeV
/100
fb
-1
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
Reconstructed dilepton mass
Entries 3
Mean 4334
RMS 733.1
Reconstructed dilepton mass
SL = 2.4
B-only fit
Background flattens out with mass; how
well can it be controlled?
CMS Physics Meeting 32 R. Cousins, J. Mumford, June 10, 2004 S. Valuev
Z′ at 5 TeV: SL significance
6.83.93.32.82.45.2300 fb-1
OPT
3.01.71.41.21.22.3100 fb-1
GMR
3.92.21.81.61.42.9100 fb-1
OPT
ZALRMZLRMZχZηZψZSSM∫L·dt
• For 100 fb-1, S is less than 5 for all Z′ models considered;• For 300 fb-1, S is still less than 5 for most of the models;• Again, TMR reconstruction results in a higher S (by ~ 30%) .