idenficaonandenergycalibraonof ......wtaunu, ztautau and ttbar events from data tau reconstruction...

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Iden%fica%on and energy calibra%on of hadronically decaying tau leptons with the ATLAS experiment. Almut Pingel Niels Bohr Ins3tute on behalf of the ALTAS collabora3on ICHEP, Valencia (Spain) 3 July 2014

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Page 1: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Iden%fica%on  and  energy  calibra%on  of  hadronically  decaying  tau  leptons  with  the  

ATLAS  experiment.    

Almut  Pingel  Niels  Bohr  Ins3tute  

 

on  behalf  of  the  ALTAS  collabora3on    

ICHEP,  Valencia  (Spain)  3  July  2014  

Page 2: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Physics  with  Taus  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   2  

[GeV]Tm0 100 200 300 400 500 600

Even

ts /

20 G

eV

1

10

210

310

410

510

Selection+HHeavy

Data 2012oTrue misIDoAJet

Uncertainty = 250 GeV ( x 10)+Hm

maxh

) = 50, MSSM m`tan(

-1 Ldt = 19.5 fb0 = 8 TeVs

ATLAS Preliminary

ln(1

+S/B

) w. E

vent

s / 1

0 G

eV

010203040506070

[GeV]ooMMCm

60 80 100 120 140 160 180 200

w. D

ata-

Bkg.

0

10=1)µ( oo A(125)H=1)µ( oo A(110)H=1)µ( oo A(150)H

Data=1)µ( oo A(125)H

oo AZOthersFakesUncert.

ATLAS Preliminary VBF+Boostedoo AH

-1 L dt = 20.3 fb0 = 8 TeVs

[GeV]Z’m500 1000 1500 2000

) [pb

]oo

AZ’(

BR ×) Z’

App(

m

-310

-210

-110

1

ATLASPreliminary

-1L dt = 19.5 fb0 = 8 TeVs channelhadohado

Expected limitm 1±Expected m 2±Expected

Observed limitSSMZ’

th. uncert.SSMZ’

Higgs  à  ττ   Charged  Higgs  search   Z’  à  ττ  search  

SM  physics:  Zàττ  ,  Rbar,  tau  polariza3on  in  Wàτν,  …  Beyond  SM:  SUSY  searches,  charged  Higgs,  Z’,  …  

 See  backup  for  documenta3on  of  performance  and  physics  results    

Page 3: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Hadronic  Tau  Decays  in  ATLAS  

29 May 2012 Almut Pingel (NBI) - Atlas Weekly 2

Tau Object

Tau Identification (tau ID)

discrimination against QCD

jets

Muon Vetosuppression of muon

fakes additional to muon overlap removal

Electron Vetosuppression of electron fakes additional to

electron overlap removal

Tau Energy Scale (TES)

calibration of energy, eta

tag&probe analysestests and measurements of efficiencies and TES, using Wtaunu, Ztautau and ttbar

events from data

Tau Reconstructionseeded by jets, track

and vertex association, calculation of

identification variables

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   3  

Trigger  

Reconstruc3on  

Discrimina3on  against  electrons  

Discrimina3on  against  muons  

Energy  calibra3on  

T&P  measurements  

Discrimina3on  against  QCD  jets  

Page 4: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Tau  Lepton  

•  mτ  =  1.777  GeV  •  Most  taus  decay  inside  beam  pipe  •  Hadronic  decays:  65%  – Mainly  charged  +  neutral  pions  –  1  or  3  tracks  –  Energy  deposits  in  EM  and  HAD  calorimeters  

•  Main  background:  QCD  jets  •  Reconstruc3on:  –  Seeded  by  an3-­‐kT  jets  (R  <  0.4)  –  Tracks:  pT  >  1  GeV,  dR  <  0.2  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   4  

Page 5: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Hadronic  Tau  Decay  Characteris3cs  

corecorrf

0 0.2 0.4 0.6 0.8 1 1.2

Sam

ple

Frac

tion

/ 0.0

20.02

0.04

0.06

0.08

0.1

0.12

0.14

0.16 ντ →, W ττ →Z,Z’

Data 2012 (jets)

= 8 TeVs, -1 L dt = 740 pb∫ > 15 GeV

Tp1-prong,

ATLAS Preliminary

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   5  

•  Isola3on    •  Lateral  shape  – Narrow  energy  deposi3on  –  Small  track  to  jet  axis  distance    

•  Leading  track  momentum  frac3on  •  Secondary  vertex  •  Invariant  mass  •  π0  informa3on  •  Longitudinal  shower  shape  •  Transi3on  radia3on  in  TRT  

Centrality  frac3on  

τ  

Page 6: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Tau  Iden3fica3on  

VtxN0 5 10 15 20 25 30

Sign

al E

ffici

ency

0

0.2

0.4

0.6

0.8

1

1.2

TauBDT looseTauBDT mediumTauBDT tight

1 Prong| < 2.5d > 15 GeV, |

Tp

= 8TeVsSimulation 2012, Preliminary ATLAS

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   6  

•  Boosted  Decision  Trees  (BDTs)    •  Separately  for  jets  (tau  ID)  and  electrons  (e-­‐veto)  •  Separately  for  1-­‐prong  and  3-­‐prong  taus  •  Minimum  tau  pT  :  15  GeV  •  Pile-­‐up  corrected  input  variables  à  pile-­‐up  robust  

Signal Efficiency0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Inve

rse

Back

grou

nd E

ffici

ency

1

10

210

310

410

TauBDT Summer 2012

TauBDT Winter 2013

1 Prong| < 2.5d > 15 GeV, |

Tp

= 8 TeVsData+Simulation 2012,

Preliminary ATLAS

Signal  eff.  vs  number  of  ver3ces   Background  rejec3on  vs  signal  eff.  

Page 7: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Tau  Energy  Scale  (TES)  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   7  

•  Energy  scales  for  taus:      EM  scale  à  LC  scale  à  TES  

•  TES:  compensate  differences  of  reconstructed  and  true  visible  energy  (MC  based)  –  Specific  hadron  mix  –  Energy  loss  on  the  way  –  Pile-­‐up  contribu3ons  

•  Specific  for  number  of  tracks  =1  and  >1,  different  η-­‐regions  

Momentum  resolu3on  

Energy  response  

Page 8: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Performance  Measurements  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   8  8  

•  Z  à  τe/μ  τhad  tag-­‐and-­‐probe  analysis  on  2012  data  

•  Requirements  on  –  visible  mass  mvis(e/μ,  τhad-­‐vis)  – missing  ET  (direc3on,  transverse  mass)  

 to  suppress  Z  à  ll,    W  à  lν  

Page 9: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Performance  Measurements  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   9  

trackc+cN

0 1 2 3 4 5 6 7 8 9

Even

ts

02000400060008000

1000012000140001600018000200002200024000

ATLAS Preliminary

= 8 TeVs, -1 L dt = 8.5 fb0

channel, BDT Medium IDhadoµoAZ

Data 2012Fit

o1-prong omulti-prong

electronsjets

9  

trackc+cN

0 2 4 6 8 10 12 14 16

Even

ts

0

5000

10000

15000

20000

25000

30000

35000 ATLAS Preliminary

= 8 TeVs, -1 L dt = 8.5 fb0

channel, Before IDhadoµoAZ

Data 2012Fit

)ooA (Zo

electronsjets

Medium  tau  ID  

No  tau  ID  •  Z  à  τe/μ  τhad  tag-­‐and-­‐probe  

analysis  on  2012  data  •  Requirements  on  –  visible  mass  mvis(e/μ,  τhad-­‐vis)  – missing  ET  (direc3on,  transverse  mass)  

 to  suppress  Z  à  ll,    W  à  lν  •  Data-­‐driven  background  

es3ma3on  for  jet  background:  Template  fit  of  extended  track  mul3plicity  

Page 10: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Performance  Measurement:  tau  ID  

Tau ID BDT Score0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Even

ts0

1000

2000

3000

4000

5000

6000

7000

Even

ts

0

2000

4000

6000

8000

10000

12000

14000

16000

18000

20000Data 2012

(OS-SS)ooAZW+jets (Data driven)

ll (OS-SS)A*aZ/

Top (OS-SS)Other (OS-SS)Same SignStat. Unc.

-1 L dt = 20 fb0 = 8 TeVs PreliminaryATLAS

(full sim.)ooAZ

Tau ID BDT Score0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1D

ata/

MC

0.60.8

11.21.4

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   10  

Loose Medium Tight

Scal

e Fa

ctor

0.8

0.9

1

1.1

1.2

1.3 ATLAS Preliminary = 8 TeVs, -1 L dt = 8.5-14.3 fb0

Data 2012BDT ID, Inclusive

channelhadoµoAZ channelhadoeoAZ channelihadoAW

+jets channelhadoAtt combinationhadolepoAZ

•  Data/MC  correc3on  factors:  –  Combina3on  of  Z  à  τμ  τhad  and      Z  à  τe  τhad  results  

– No  pT  dependence,  small  η  dependence  (barrel/end-­‐cap)  

– Uncertain3es:  (2  –  6)%  •  Cross  check:  W  à  τν  and  Rbar:                    

Consistent  results  in  all  channels  •  Outlook:  “Con3nuous”  Data/MC  

correc3on  factors  à  explore  full  BDT  score  in  physics        analysis      

 

Page 11: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Performance  Measurement:  TES  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   11  

•  (a):  Deconvolu3on  method  –  Single  par3cle  response  –  Low  pileup  data  taking,  MC  

•  (b):  Z  à  τμ  τhad  tag-­‐and-­‐probe  –  Invariant  mass  distribu3on  –  2012  data  

•  Uncertain3es  on  total  TES  (a),    Data/MC  differences  (a,b)  

•  Uncertain3es:  (2  –  4)%,  depending  on  η,  ET,  number  of  tracks  

[GeV]vism20 40 60 80 100 120

Even

ts /

3 G

eV0

1000

2000

3000

4000

5000

6000

Even

ts /

3 G

eV

0

2000

4000

6000

8000

10000 Data 2012 (OS-SS)ooAZ

(OS-SS)llA*aZ/+jets (OS-SS)W

Top (OS-SS)Other (OS-SS)Same SignStat. Unc.

-1 Ldt = 20.3 fb0 = 8 TeVs

PreliminaryATLAS

(full sim.)ooAZ

[GeV]vism20 40 60 80 100 120D

ata/

MC

0.60.8

11.21.4

Invariant  mass    

TES  Uncertainty  

Page 12: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Summary  

•  BDTs  for  discrimina3on  of  hadronic  tau  decays  from              jets  and  electrons  

•  Tau  energy  scale  to  restore  the  true  visible  energy    •  Performance  measurements  on  data  for  valida3on  – MC/Data  scale  factors  around  1  – Uncertain3es  <  6%  (ID)  and  <  4%  (TES)  

•  All  algorithms  /  measurements  are  stable  with  changing  pile-­‐up  condi3ons!  

 

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   12  

Page 13: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Summary  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   13  

Thank  you  J  

à  Visit  also  the  poster  on  “Iden3fica3on  of  hadronically  decaying  tau  leptons  with  the  ATLAS  experiment”  by  Dirk  Duschinger!    

•  BDTs  for  discrimina3on  of  hadronic  tau  decays  from              jets  and  electrons  

•  Tau  energy  scale  to  restore  the  true  visible  energy    •  Performance  measurements  on  data  for  valida3on  – Data/MC  correc3on  factors  around  1  – Uncertain3es  <  6%  (ID)  and  <  4%  (TES)  

•  All  algorithms  /  measurements  are  stable  with  changing  pile-­‐up  condi3ons!  

Page 14: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

       

BACKUP  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   14  

Page 15: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Tau  Performance  

•  Tau  Iden3fica3on:  ATLAS-­‐CONF-­‐2013-­‐064,  hRps://cds.cern.ch/record/1562839    

•  Tau  energy  scale:  ATLAS-­‐CONF-­‐2013-­‐044,  hRps://cds.cern.ch/record/1544036  

•  Tau  trigger:  ATLAS-­‐CONF-­‐2013-­‐006,  hRps://cds.cern.ch/record/1510157    

•  hRps://twiki.cern.ch/twiki/bin/view/AtlasPublic/TauPublicCollisionPlots    

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   15  

Page 16: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Physics  with  Taus  (CONF  notes)  •  Higgs  à ττ:  ATLAS-­‐CONF-­‐2013-­‐108,  

hRps://cds.cern.ch/record/1632191    •  Charged  Higgs:  ATLAS-­‐CONF-­‐2013-­‐090,  

hRps://cds.cern.ch/record/1595533    •  Z  prime:  ATLAS-­‐CONF-­‐2013-­‐066,  hRps://cds.cern.ch/record/1562841    •  SUSY  with  taus:  ATLAS-­‐CONF-­‐2013-­‐026,  

hRps://cds.cern.ch/record/1525882    •  Rbar:  ATLAS-­‐CONF-­‐2012-­‐032,                          

hRps://cds.cern.ch/record/1432198    •  Tau  polariza3on  in  W  à  τν  events,  ATLAS-­‐CONF-­‐2012-­‐009,  

hRps://cds.cern.ch/record/1428549    •  Z  à  ττ:  ATLAS-­‐CONF-­‐2012-­‐006,  hRps://cds.cern.ch/record/1426991    

Complete  list:  hRps://twiki.cern.ch/twiki/bin/view/AtlasPublic/CONFnotes    

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   16  

Page 17: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Physics  with  Taus  (published)  •  SUSY  with  taus:  Phys.LeR.  B723  (2013)  15-­‐32,  

hRp://arxiv.org/abs/1212.1272    •  ttbar:  Eur.  Phys.  J.  C,  73  3  (2013)  2328,    

hRp://arxiv.org/pdf/1211.7205v2.pdf    •  Z  prime:  Phys.  LeR.  B  719  (2013)  242-­‐260,    

hRp://arxiv.org/abs/1210.6604    •  More  SUSY  with  taus:  Eur.Phys.J.  C72  (2012)  2215,  

hRp://arxiv.org/abs/1210.1314    •  SM  Higgs:  JHEP  (2012)  070,  hRp://arxiv.org/abs/1206.5971    •  More  Rbar  with  taus:  Phys.  LeR.  B  717  (2012)  89-­‐108,  

hRp://arxiv.org/abs/1205.2067    

Complete  list:  hRps://twiki.cern.ch/twiki/bin/view/AtlasPublic/Publica3ons    

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   17  

Page 18: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Electron  Veto  

•  Signal  eff.  (taus)  vs  background  efficiency  (electrons)  •  Candidates  pass  loose  BDT  tau  ID  and  are  not  overlapping  with  3ght  electrons  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   18  

Signal efficiency0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Back

grou

nd e

ffici

ency

-410

-310

-210

-110| < 0.80d |)0.00 | < 1.37d |)0.80 | < 1.52d |)1.37 | < 2.00d |)1.52 | < 2.47d |)2.00

ATLAS PreliminarySimulation

= 8 TeVs

TauID electron vetoWinter 2013

Page 19: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Muon  Veto  

•  Cut-­‐based  veto  •  Candidates  not  overlapping  with  reconstructed  muons  

•  Muons  fake  taus  by  failing  muon  reconstruc3on  –  Inefficient  detector  regions  –  Low  momentum  muons  –  Significant  energy  loss  in  HAD  calorimeter  

 

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   19  

EMf0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Frac

tion

of re

cons

truct

ed ta

us0

0.020.040.060.08

0.10.120.140.160.180.2

True muonsTrue taus

ATLASPreliminary2012 Simulation

d

-2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5

Frac

tion

of re

cons

truct

ed ta

us

0

0.02

0.04

0.06

0.08

0.1

0.12

0.14

0.16

0.18

True muonsTrue taus

ATLAS Preliminary2012 Simulation

Page 20: Idenficaonandenergycalibraonof ......Wtaunu, Ztautau and ttbar events from data Tau Reconstruction seeded by jets, track and vertex association, calculation of identification variables

Performance  Measurement:  Trigger  

Effic

ienc

y0

0.10.20.30.40.50.60.70.80.9

1

Data 2012 ooAMC Z

Data stat. error MC stat. error

Data sys. error

-1 L dt = 20.3 fb0 = 8 TeVs

PreliminaryATLAS

all-pronghad

oµAooAZ20 GeV tau trigger

[GeV]T

Offline tau p0 20 40 60 80 100

MC

¡/D

ata

¡

0.80.9

11.11.2

Stat. (Data)Stat. (MC)Sys.

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   20  

•  Z  à  τμ  τhad    events  •  Efficiency  wrt.  offline  iden3fied  

taus  (BDT  medium)  •  20  GeV  tau  trigger  –  Plateau:    pT  >  35  GeV  

•  Uncertainty:  (2  –  8)%  

•  Combined  triggers  to  achieve  low  pT  thresholds  – Higgs  à  ττ  :  Di-­‐tau  trigger  –  Charged  Higgs:  tau  +  ETmiss  

Number of primary vertices0 5 10 15 20 25

Effic

ienc

y

0

0.2

0.4

0.6

0.8

1

L1

L1 + L2

L1 + L2 + EF

-1 L dt = 20.3 fb0 = 8 TeVs

PreliminaryATLAShad

oµAooAZ

all-prong

20 GeV tau trigger

Trigger  efficiency  vs  nVtx  and  pT  

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Performance  Measurement:  Tau  ID  

•  mT  =  Sqrt(  2  ·∙  pT(lep)  ·∙  ETmiss  ·∙  (  1  −  cos  ∆φ(lep,  ETmiss)  )    •  No  addi3onal  leptons  in  event  •  42  GeV  <  mvis  (lep,  tau)  <  82  GeV  •  cos  ∆φ(lep,  ETmiss)  +  cos  ∆φ(tau,  ETmiss)  >  −0.15    •  OS  charge  (lep,  tau)  •  mT  <  50  GeV  •  ∆φ(tau,  lep)  >  2.4    

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   21  

|d|0 0.5 1 1.5 2 2.5

Scal

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ctor

0.85

0.9

0.95

1

1.05

1.1

1.15

1.2ATLAS Preliminary

= 8 TeVs, -1 L dt = 8.5-10.5 fb0Data 2012

BDT Medium ID, Inclusive

channelhadoµoAZ channelhadoeoAZ

Combination (binned)Combination (overall)

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Extended  Track  Mul3plicity  Tracks  are  added  to  the  core  tracks  if  they  sa3sfy:  •  0.2  <  dR(track,  tau  axis)  <  0.6    •  pT(track)  >  500  MeV    •  pT(core  track)  /  pT  (track)  ·∙  dR(core  track,  track)    <    0.4                      

for  at  least  one  of  the  core  tracks  

Core  tracks  sa3sfy:  •  pT(track)  >  1  GeV,    dR(track,  tau  axis)  <  0.2    

General  track  requirements  (distances  wrt  tau  vertex):  •  #  pixel  hits  ≥  2,  #  pixel  +  SCT  hits  ≥  7      •  |d0|  ≤  1.0  mm  (transverse  distance  of  closest  approach)  •  |z0  ·∙  sin  θ|  ≤  1.5  mm  (longitudinal  distance  of  closest  appr.)  3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   22  

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ATLAS  detector  

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   23  

ATLAS  Collabora3on,  The  ATLAS  Experiment  at  the  CERN  Large  Hadron  Collider,  JINST  3  (2008)  S08003  

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Outlook  

Many  studies  ongoing:  •  Refine  reconstruc3on  of  decay  products  (tracks,  neutral  

pions,  tau  decay  substructure)  •  Improve  energy  and  posi3on  resolu3on  •  BeRer  reject  jets,  electrons,  muons  •  Update  iden3fica3on  at  trigger  level  •  Provide  “con3nuous”  MC/Data  correc3on  factors  

à  explore  full  BDT  score  in  physics  analysis  (instead  of  pre-­‐defined  working  points)  

 

3  July  2014   Almut  Pingel  (NBI)  -­‐  ICHEP2014   24