freiburg seminar, sept. 2005 sascha caron finding the higgs or something else ideas to improve the...

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Freiburg Seminar, Sept. 2005 Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or Finding the Higgs or something else something else ideas to improve the discovery ideas to improve the discovery potential at hadron colliders potential at hadron colliders

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Page 1: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Freiburg Seminar, Sept. 2005Freiburg Seminar, Sept. 2005

Sascha Caron

Finding the Higgs or Finding the Higgs or something else something else

ideas to improve the discoveryideas to improve the discoverypotential at hadron colliderspotential at hadron colliders

Page 2: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

The situation in 2005The situation in 2005

• We still don’t know the origin of EW symmetry breaking We still don’t know the origin of EW symmetry breaking The Higgs boson is not discovered yetThe Higgs boson is not discovered yet

• Even with the SM Higgs: Even with the SM Higgs: ‘‘fine tuning’ is required in the model to remain valid to high energies?,fine tuning’ is required in the model to remain valid to high energies?, Gravity is not included?, Fermion masses?Gravity is not included?, Fermion masses?

typical solutions by increasing the number oftypical solutions by increasing the number of symmetries, dimensions, forces, …symmetries, dimensions, forces, …

Higgs ? Something else?Higgs ? Something else?

Sascha Caron page 1Sascha Caron page 1

Page 3: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Investigate if there is Investigate if there is other physics beyond the other physics beyond the Standard ModelStandard Model

Investigate if there is Investigate if there is other physics beyond the other physics beyond the Standard ModelStandard Model

Investigate if EW Investigate if EW symmetry breaking symmetry breaking is caused by the Higgs.is caused by the Higgs.

Investigate if EW Investigate if EW symmetry breaking symmetry breaking is caused by the Higgs.is caused by the Higgs.

Part 1Part 1Increase Increase Higgs findingHiggs finding

capabilities in ‘most likely‘capabilities in ‘most likely‘SM decay modes/channelsSM decay modes/channels

(I chose H -> bb)(I chose H -> bb)

Part 1Part 1Increase Increase Higgs findingHiggs finding

capabilities in ‘most likely‘capabilities in ‘most likely‘SM decay modes/channelsSM decay modes/channels

(I chose H -> bb)(I chose H -> bb)

Part 2Part 2Data mining strategies Data mining strategies

How to find something potentially How to find something potentially interesting and previously interesting and previously unexpected in the data?unexpected in the data?

Part 2Part 2Data mining strategies Data mining strategies

How to find something potentially How to find something potentially interesting and previously interesting and previously unexpected in the data?unexpected in the data?

The situation in 2005The situation in 2005

Sascha Caron page 2Sascha Caron page 2

Page 4: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

• Part 1 Some ideas to improve H->bb

• Part 2 Is there something else?

OutlineOutline

Sascha Caron page 3Sascha Caron page 3

Page 5: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Some ideas to improve H->bbSome ideas to improve H->bb

Part 1Part 1

Page 6: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

o Background for Higgs->bb is in some channels so high thatBackground for Higgs->bb is in some channels so high that even triggering becomes difficult:even triggering becomes difficult: B-triggering at DZeroB-triggering at DZero

o b-jet identification important for early Higgs discoveryb-jet identification important for early Higgs discovery How can we further improve the b-identification?How can we further improve the b-identification?

Study b-jets using top events at ATLASStudy b-jets using top events at ATLAS

The quest for H->bb_barThe quest for H->bb_bar

Sascha Caron page 5Sascha Caron page 5

Page 7: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

B trigger at DØB trigger at DØ

Sascha Caron page 6Sascha Caron page 6

Find b-events Find b-events early to keep early to keep high efficiencyhigh efficiency

at an acceptableat an acceptableraterate

Find b-events Find b-events early to keep early to keep high efficiencyhigh efficiency

at an acceptableat an acceptableraterate

Events Events per per

secondsecond

QCD EQCD ETT>30 GeV >30 GeV dijet productiondijet production

GoalsGoals Z->bb, HZ->bbvv, Z->bb, HZ->bbvv,

H->bb, etc.H->bb, etc.maybe B physicsmaybe B physics

b-jets Eb-jets ETT>30 GeV>30 GeV

Z-> b bbarZ-> b bbar

Higgs->b bbarHiggs->b bbar

ZH-> bbvv, bH->bbb etc.ZH-> bbvv, bH->bbb etc.

>10>10

0.10.1

0.010.01

Page 8: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

DØ in Run IIDØ in Run II

The Silicon Track The Silicon Track Trigger is based Trigger is based on informationon informationof the :of the :

Silicon Microstrip Silicon Microstrip TrackerTracker

Central Fiber Central Fiber Tracker Tracker

The Silicon Track Trigger at D0The Silicon Track Trigger at D0

Sascha Caron page 7Sascha Caron page 7

Page 9: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

L1 TriggerL1 Trigger decision timedecision time

about 4 about 4 μμss

2000 Hz2000 Hz 1000Hz1000Hz 50 Hz50 Hz2.5MHz2.5MHz L2 TriggerL2 Trigger

decision timedecision timeabout 200 about 200 μμss

L3 TriggerL3 Trigger decision timedecision timeabout 50 msabout 50 ms

Trigger SystemTrigger System

p p bunchp p bunch

crossing crossing frequencyfrequency

¯̄

o Hardware basedHardware basedo tracks made withtracks made withcentral fiber tracker, central fiber tracker, calorimeter towers, calorimeter towers, muonsmuons

o Hardware/Software Hardware/Software o simple jets, electrons, simple jets, electrons, muons, tausmuons, tauso Silicon Microvertex Silicon Microvertex improved tracks (STT)improved tracks (STT) L2 global processor L2 global processor combines informationcombines information (e.g. STT tracks for very (e.g. STT tracks for very fast B-id)fast B-id)

o Software basedSoftware basedo partial event partial event reconstructionreconstruction(also simple B-id)(also simple B-id)

The Silicon Track Trigger at D0The Silicon Track Trigger at D0

Sascha Caron page 8Sascha Caron page 8

Page 10: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Principal IdeaPrincipal Idea

B B decay length is mm

decay length is mm

Impact parameterImpact parameter(2d in x-y plane)(2d in x-y plane)

B decay productsB decay products

o Silicon Improved Tracks withSilicon Improved Tracks with 2d impact parameter2d impact parameter

o Select events with large impact parameter tracksSelect events with large impact parameter tracks

Interaction point Interaction point is mean beam spotis mean beam spot

The Silicon Track Trigger at D0The Silicon Track Trigger at D0

Sascha Caron page 9Sascha Caron page 9

Page 11: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

How can the How can the tracking be tracking be improved?improved?

o Tracks found at L1 with the Central Fiber Tracks found at L1 with the Central Fiber Tracker are used to define roads into the Tracker are used to define roads into the Silicon Silicon

o Silicon hits are clusteredSilicon hits are clustered

o Track is re-fit within the roadTrack is re-fit within the road (IP, (IP, χχ22) within about 50 ) within about 50 µµss

The Silicon Track Trigger at D0The Silicon Track Trigger at D0

IP resolution IP resolution ≈ ≈ 50 50 μμmm

Sascha Caron page 10Sascha Caron page 10

Silicon detectorSilicon detector

Fiber TrackerFiber Tracker

Old idea : select event by a cut on IPOld idea : select event by a cut on IP

Page 12: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

ONLINE ALGORITHMONLINE ALGORITHM Loop over the 5 ‘good’ tracks Loop over the 5 ‘good’ tracks

with largest IP and with largest IP and derive the product :derive the product :

Derive probability density functions of tracks in B-events : PB

and non-B events : Pnon-B

Store their ratio into a lookup table on the L2 global processor

A fast B-id algorithm for Level 2A fast B-id algorithm for Level 2

New Idea: Combine tracks in a fast, multivariate algorithmNew Idea: Combine tracks in a fast, multivariate algorithm

ProbabilityProbabilityratio ratio

PPBB/P/Pnon-Bnon-B

Sascha Caron page 11Sascha Caron page 11

P P B,iB,i/ P / P non-B,inon-B,i

Page 13: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

A fast B-id algorithm for Level 2A fast B-id algorithm for Level 2

Derive performance of the STT+B-id algorithm with D0 dataDerive performance of the STT+B-id algorithm with D0 data

Data with Data with offlineofflineb-tagsb-tags

Cut methodCut method

B-id algorithmB-id algorithm

Sascha Caron page 12Sascha Caron page 12

Data without Data without offline b-tagoffline b-tag

Discriminator of the B-id algorithm Discriminator of the B-id algorithm Background efficiency Background efficiency

Sig

na

l effi

cie

ncy

Sig

na

l effi

cie

ncy

Eve

nts

E

ven

ts

Page 14: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

The quest for H->bb_barThe quest for H->bb_bar

Next step:Next step: Have we learned something for ATLAS/CMS?Have we learned something for ATLAS/CMS?

Sascha Caron page 13Sascha Caron page 13

o Silicon Track Trigger at DZero worksSilicon Track Trigger at DZero works o Further improvement by up to a factor 2 Further improvement by up to a factor 2 with the B-id algorithmwith the B-id algorithm

Impact in next Higgs trigger strategy for difficult channelsImpact in next Higgs trigger strategy for difficult channels

Page 15: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Improving B-id at ATLAS/CMSImproving B-id at ATLAS/CMS

Yes, by using b-jets from dataYes, by using b-jets from dataand not from MC to makeand not from MC to make

b-id algorithms b-id algorithms

Idea:Idea: Select clean sample of Select clean sample of b-jets from datab-jets from data

We know which jet is the We know which jet is the b-jet from top kinematicsb-jet from top kinematics

in the in the background freebackground free and and largelarge tt sample at ATLAS tt sample at ATLAS

CombinatoricalCombinatoricalbackground background

Correctly Correctly assigned jetsassigned jets

Can we further improve the b-jet Can we further improve the b-jet identification?identification?

Sascha Caron page 14Sascha Caron page 14MMqqb qqb (GeV)(GeV)

Page 16: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Improving B-id at ATLAS/CMSImproving B-id at ATLAS/CMS

Expected purity Expected purity >70% >70%

without doingwithout doingkinematic fitkinematic fitor anythingor anything

sophisticatedsophisticated

Use this side Use this side to get a completely to get a completely

clean sampleclean sample

Use this side Use this side to get b-jet to get b-jet (3-jets with(3-jets with

highest vectorhighest vectorsummed pt)summed pt)

Correctly assigned jetsCorrectly assigned jets-> -> We know the b-jet !We know the b-jet !

M M qqb qqb (GeV)(GeV)

W=Two jets with highest

momentum in

reconstructed jjj C.M. frame.

… … many ideas how to improve this …many ideas how to improve this …Sascha Caron page 15Sascha Caron page 15

|M|Mqqqq-M-MWW|<10 GeV|<10 GeV

Page 17: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Improving B-id at ATLAS/CMSImproving B-id at ATLAS/CMS

Old Idea: - Derive b-efficiency using this b-jetOld Idea: - Derive b-efficiency using this b-jet

New Idea: - Important to derive PNew Idea: - Important to derive PBB and P and Pnon-Bnon-B distributions using b-jets distributions using b-jets in different samples and to use data information for taggingin different samples and to use data information for tagging

… … get all b-jet info from data …get all b-jet info from data …

ALTAS b-tagging: ALTAS b-tagging:

TracksTracks i i in the jetin the jet

PPB B (MC b-jets)(MC b-jets)

PPnon-Bnon-B(MC u-jets)(MC u-jets)

Sascha Caron page 16Sascha Caron page 16

Can we reproduce this?Can we reproduce this?

P P B,iB,i/ P / P non-B,inon-B,i

Page 18: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Is there something else ?Is there something else ?

Part 2Part 2

Page 19: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

What do we expect to find at the LHC?What do we expect to find at the LHC?

The situation in 2005The situation in 2005

One physicist's schematic view of particle physics in the 21st centuryOne physicist's schematic view of particle physics in the 21st century (Courtesy of Hitoshi Murayama)(Courtesy of Hitoshi Murayama)Sascha Caron page 17Sascha Caron page 17

Page 20: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

MSSM

CMSSM

SUSY VERSIONSOF THE SM

NMSSM(+ an additional Higgssinglet)

MN2SSM(2 Q’s withMirror particlesIn addition)

SUSY with extra DimOr SUSY with extra forcesOr ….

The situation in 2005The situation in 2005

Choose this point,Choose this point,look at the LHC data,look at the LHC data,

exclude or not!exclude or not!

Sascha Caron page 18Sascha Caron page 18

Page 21: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

We found no deviation We have excluded this point/area which

is epsilon of the parameter space

We found a deviation

Does this mean that the ‘real’ modelis this parameter point?

Is it efficient to work like this?Is it efficient to work like this?

Page 22: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

YES, IT HAS BEEN DONE !YES, IT HAS BEEN DONE !

General Search for new Phenomena at H1General Search for new Phenomena at H1

Finding the unexpected – explaining the originFinding the unexpected – explaining the origin

New Strategy: START FROM THE DATANew Strategy: START FROM THE DATA

1)1) Search for deviations in Search for deviations in allall final states final states(they are all interesting either as signal or to understand background)(they are all interesting either as signal or to understand background)

2)2) Determine the regions of ‘greatest deviation’Determine the regions of ‘greatest deviation’

3)3) Determine the origin of these deviations Determine the origin of these deviations

Is this possible?Is this possible?

Sascha Caron page 19Sascha Caron page 19

Page 23: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

• Event yields for HERA 1 data (all channels with SM exp. > 0.01 event)

• Good agreement for (almost) all channels

H1 General SearchH1 General Search

Sascha Caron page 19Sascha Caron page 19

Channels which have Channels which have not been syst. studied beforenot been syst. studied before

Page 24: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

General SearchGeneral Search

Sascha Caron page 19Sascha Caron page 19

I spend some time at the New Phenomena web pages at LHCI spend some time at the New Phenomena web pages at LHCexperimentsexperiments

A count of final states planned to be studied leads to A count of final states planned to be studied leads to 100-500100-500

However consider permutations of j,b,e,However consider permutations of j,b,e,µ,µ,ττ,v,,v,γγ, + consider e.g. charge?, + consider e.g. charge?

Up to 8 particle final states lead to about Up to 8 particle final states lead to about 4000040000

Did you have events with 2 photons , a jet and a muon at your LEP exp.?Did you have events with 2 photons , a jet and a muon at your LEP exp.?

Page 25: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Search for deviationsSearch for deviations

Search for deviations between data and SM prediction in 1 dim. distributions most sensitive to new physics Very simple and remarkably powerful

H1 General SearchH1 General Search

Need to explore automated data analysis strategiesNeed to explore automated data analysis strategies

- Idea to completely automate a search (DIdea to completely automate a search (DØØ Sleuth analysis) Sleuth analysis)

- H1 General Search : H1 General Search :

Sascha Caron page 20Sascha Caron page 20

Page 26: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Investigate Mall and ΣPT distributions for each channel

Check all connected regions with a size ≥ resolution in a histogram, i.e. calculate the probability p that data agrees with the SM Region of greatest interest is the one with the smallest p

H1 General SearchH1 General Search

Sascha Caron page 21Sascha Caron page 21

Page 27: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Investigate Mall and ΣPT distributions for each channel

Check all connected regions with a size ≥ resolution in a histogram, i.e. calculate the probability p that data agrees with the SM Region of greatest interest is the one with the smallest p

H1 General SearchH1 General Search

Sascha Caron page 21Sascha Caron page 21

Page 28: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Investigate allMall and ΣPT

distributions

Sascha Caron page 22Sascha Caron page 22

Page 29: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Wait - What is the SM?Wait - What is the SM?

“SM” = State of the art MCs

+ δ theory (pdf, scale, model) + δ data (jet energy scale,

etc.)

At the beginning of At the beginning of data takingdata taking

Page 30: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Wait - What is the SM?Wait - What is the SM?

“SM” = State of the art MCs

+ δ theory (pdf, scale, model) + δ data (jet energy scale,

etc.)

Derive uncertainties andDerive uncertainties andMC tuning fromMC tuning from

data by looking atdata by looking atvarious final statesvarious final states

… … a factor a factor of 10 in of 10 in

luminosity luminosity laterlater

Page 31: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

A significant danger is finding correlations and signalsA significant danger is finding correlations and signals that do not really exist. that do not really exist.

Many examples in particle physics historyMany examples in particle physics history

We are looking for deviations …We are looking for deviations …How surprised should we be to find some?How surprised should we be to find some?

How likely is a 4-5 sigma deviation at LHCHow likely is a 4-5 sigma deviation at LHCeven if there is nothing in the data?even if there is nothing in the data?

Sascha Caron page 24Sascha Caron page 24 Unsolvable problem if you use 2000 PhD studentsUnsolvable problem if you use 2000 PhD students

Page 32: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Step 1: Repeat the whole analysis with a pseudo data experiment(dice your own MC data) many times.

Quantify the deviationsQuantify the deviations

3%3%

Sascha Caron page 25Sascha Caron page 25

Step 2: Count how manytimes you find deviations bigger than in those in your real data.

3%3% of the of the ““Pseudo H1 experiments”Pseudo H1 experiments”

have found have found a bigger deviation a bigger deviation

Num

ber

of c

hann

els

Num

ber

of c

hann

els

1 101 10-1-1 10 10-2-2 ProbabilityProbabilityto find to find

deviation indeviation inthis channelthis channel

I know that this is not a new idea, but we do not use itI know that this is not a new idea, but we do not use it

Page 33: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

What are the numbers for ATLAS?What are the numbers for ATLAS?

Page 34: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

An General analysis of LHC dataAn General analysis of LHC data

Going the way into the other direction…Going the way into the other direction…

Page 35: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

I’ve tried to illustrate I’ve tried to illustrate some ideas to improve the discovery potential some ideas to improve the discovery potential

at LHC and the Tevatron.at LHC and the Tevatron.

Improving the Higgs discovery potential by an improvedImproving the Higgs discovery potential by an improvedTrigger and B-id Trigger and B-id

A General Search for new phenomena strategy for the LHC A General Search for new phenomena strategy for the LHC

SummarySummary

Page 36: Freiburg Seminar, Sept. 2005 Sascha Caron Finding the Higgs or something else ideas to improve the discovery ideas to improve the discovery potential at

Search for deviationsSearch for deviations Search for deviations between data and

SM prediction in 1 dim. Distributions (Mall and ΣPT) Check all connected regions with a size ≥ resolution in a histogram, i.e. calculate the probability p that data agrees with the SM

H1 General SearchH1 General Search