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Physics of the Large Hadron Collider Lecture 3: Simulation, Signatures and Backgrounds at the LHC Johan Alwall, SLAC Michelson lectures at Case Western Reserve April 13-16, 2009

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Page 1: Physics of the Large Hadron Collider Lecture 3: …Physics of the Large Hadron Collider Lecture 3: Simulation, Signatures and Backgrounds at the LHC Johan Alwall, SLAC Michelson lectures

Physics of the Large Hadron Collider

Lecture 3: Simulation, Signatures and Backgrounds at the LHC

Johan Alwall, SLAC

Michelson lectures at Case Western ReserveApril 13-16, 2009

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Johan Alwall - Simulation at the LHC 2

Outline

● Elements of an LHC event simulation● Simulation tools

– General-purpose tools, Matrix Element tools

● Standard Model backgrounds● New Physics signatures

– Supersymmetry-like signatures

– Analyzing SUSY-like events; leptons, jets

● Summary● Summary of lecture series

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Johan Alwall - Simulation at the LHC 3

Simulating physics at the LHC

Elements of an LHC event simulation

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Simulating physics at the LHC

1. Hard interaction

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Johan Alwall - Simulation at the LHC 5

Simulating physics at the LHC

1. Hard interaction

2. Partonshowers

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Johan Alwall - Simulation at the LHC 6

Simulating physics at the LHC

1. Hard interaction

2. Partonshowers

3. Hadronization,hadron decay

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Johan Alwall - Simulation at the LHC 7

Simulating physics at the LHC

1. Hard interaction

2. Partonshowers

3. Hadronization,hadron decay

4. Underlying event / multiple interactions

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Johan Alwall - Simulation at the LHC 8

Simulating physics at the LHC

5. Detector simulation

1. Hard interaction

2. Partonshowers

3. Hadronization,hadron decay

4. Underlying event / multiple interactions

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Johan Alwall - Simulation at the LHC 9

Simulation tools

General-purpose event simulators

Most widely used: PYTHIA, HERWIG, SHERPA

– Simple hard processes (2→1, 2→2, some 2→3)

– Parton showering / QCD radiation

– Hadronization

– Underlying event

– Many parameters, tuned to LEP and Tevatron

NEW, since 2004

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Johan Alwall - Simulation at the LHC 10

Simulation tools

Matrix element generators – for hard process

2

Diagrams for by MadGraph

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Johan Alwall - Simulation at the LHC 11

Simulation tools

Matrix element generators

– Matrix element expressions for multi-particle final states very complicated

– Time for implementation and risk of mistakes increase exponentially with complexity

– Tree-level amplitudes built up following simple rules

→ Solution: Automatized Matrix Element generators

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Johan Alwall - Simulation at the LHC 12

Simulation tools

Matrix element generators

– Based on Feynman diagrams/Helicity amplitudes:CompHep, MadGraph, Grace, Amegic++

– Based on recursion relations:AlpGen, Whizard, Helac, Comix

– Automatic generation of leading order processes in the Standard Model and models of New Physics

– Tools for automatic inclusion of new models from Lagrangians: LanHep, FeynRules

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Johan Alwall - QCD and New Physics at the LHC 13

MadGraph/MadEvent

● MadGraph/MadEvent – an automatized Matrix element and event generator

● On-demand simulation of (almost) any process in the SM or beyond (at tree level)

● Web-based or local simulation

● Interfaces to parton showers and detector simulations – full simulation chain online!

Welcome to visit us at http://madgraph.hep.uiuc.edu !

Model FeynRules MadGraph

Detector Pythia MadEvent

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Johan Alwall - Simulation at the LHC 14

Simulation tools

Detector simulation– Fast general-purpose detector simulators:

PGS (“Pretty good simulations”), AcerDet, Delphes● Specify parameters to simulate different experiments

– Experiment-specific fast simulation● Detector response parameterized● Run time ms-s/event

– Experiment-specific full simulation● Full tracking of particles through detector using GEANT● Run time several minutes/event

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Johan Alwall - Simulation at the LHC 15

Standard Model backgrounds

Most important Standard Model backgrounds:

Process: Cross section (pb)QCD jet production (> 100 GeV) 106 Vector boson (Z/W) production 104-105 b-quark production (>100 GeV) 5000Top quark pair production: 800Single top quark production 400Double vector boson production 100

New Physics 1 fb-100 pb

Expectednewphysics

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Johan Alwall - Simulation at the LHC 16

Standard Model backgrounds

Hard QCD jet production– Background to (pretty much) all processes due to

enormous cross section

– Jets can be mistagged as tau leptons, photons, electrons, even muons

– Decays to neutrinos and mismeasurement of jets give real and fake missing energy

– Cross section falls rapidly when asking for multiple hard jets or large missing energy

– Difficult to simulate rare events

– Estimated from data using side-band analyses

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Johan Alwall - Simulation at the LHC 17

Standard Model backgrounds

Hard QCD jet production– Background to (pretty much) all processes due to

enormous cross section

– Jets can be mistagged as tau leptons, photons, electrons, even muons

– Decays to neutrinos and mismeasurement of jets give real and fake missing energy

– Cross section falls rapidly when asking for multiple hard jets or large missing energy

– Difficult to simulate rare events

– Estimated from data using side-band analyses

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Johan Alwall - Simulation at the LHC 18

Standard Model backgrounds

Vector boson production (Z/W)– Z decays to charged leptons pairs (10% BR),

neutrinos (missing energy) (20%) or jets (70%)

– W decays to lepton+neutrino (33% BR) or jets

– Extra jets from QCD radiation

– Cross section falls steeply when asking for multiple hard jets (see later)

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Johan Alwall - Simulation at the LHC 19

Standard Model backgrounds

Top quark pair production– Top quark only quark which decays without

hadronizing

– Decays to b quark and W

– Decay modesclassified accordingto W decay:

● Hadronic (45%)● Semileptonic (44%)● Double leptonic

(11%)

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Johan Alwall - Simulation at the LHC 20

Standard Model backgrounds

Top quark pair production

Main background to many searches for New Physics, in particular searches involving jets, leptons and missing energy

– Large cross section

– Large scale of process (top mass 175 GeV)

– Large decay branching ratios to leptons and missing energy

– Jet veto often necessary for searches for weakly interacting particles, e.g. Higgs and charged Higgs

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New physics discovery

● Discovery of New Physics depends on– Cross section of New Physics processes

– Amount of Standard Model backgrounds

● Discovery defined as a 5σ deviation from Standard Model expectations

● Standard Model backgrounds fall off quickly with energy – most searches focus on high-energy signatures

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Johan Alwall - Simulation at the LHC 22

New physics signatures

Possible New Physics signatures at the LHC:– New resonances decaying to two visible particles

(new gauge bosons, KK-modes from extra dimensions, Higgs bosons)

– Long-lived charged massive particles (CHAMPs)

– Missing energy signatures (SUSY, Little Higgs, UED, ADD)

– Multi-particle signatures: TeV-scale black holes, Hidden valleys

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Johan Alwall - Simulation at the LHC 23

New physics signatures

Possible New Physics signatures at the LHC:– New resonances decaying to two visible particles

(new gauge bosons, KK-modes from extra dimensions, Higgs bosons)

– Long-lived charged massive particles (CHAMPs)

– Missing energy signatures (SUSY, Little Higgs, UED, ADD)

– Multi-particle signatures: TeV-scale black holes, Hidden valleys, R-parity violating SUSY

Signature I have worked most on

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Supersymmetry-like signatures

muonmuon

jet

jetjet Missing energy

jet

jet

jet

Missing energy

ATLAS detector, side view Front view

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Supersymmetry-like signatures

● Complicated final states including missing transverse momentum, multiple hard jets, leptons and/or top and bottom quarks

● Similar signatures for any model with a discrete symmetry giving a dark matter candidate (SUSY, Little Higgs, UED)

● Main Standard Model backgrounds:– Top pair production

– Vector boson production + jets

– QCD multi-jet production

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Johan Alwall - Simulation at the LHC 26

Supersymmetry-like signatures

Associated gluino-squark production in SUSY

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Johan Alwall - Simulation at the LHC 27

Supersymmetry-like signaturesJets from decay

Associated gluino-squark production in SUSY

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Johan Alwall - Simulation at the LHC 28

Supersymmetry-like signaturesJets from decay

Jets from QCD rad

Associated gluino-squark production in SUSY

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Johan Alwall - Simulation at the LHC 29

Supersymmetry-like signaturesJets from decay

Jets from QCD rad

Same-sign leptons

Associated gluino-squark production in SUSY

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Johan Alwall - Simulation at the LHC 30

Supersymmetry-like signaturesJets from decay

Jets from QCD rad

Same-sign leptons

Invisible particles/Missing energy

Associated gluino-squark production in SUSY

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Johan Alwall - Simulation at the LHC 31

Supersymmetry-like signatures

Missing energy distributions:CMS benchmark points

LM1 (600 GeV) and HM1 (1800 GeV)

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Difficulties with SUSY-like signatures

● Difficult to measure jets and missing energy– Will be among the last objects to be

well-understood

– Will never get very high precision (up to few GeV)

● No part of event fully reconstructed– No resonances

– Direct info only on mass differences, not absolute mass scales

● Large jet combinatorics in event reconstruction– Additional hard jets from QCD radiation

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Johan Alwall - Hunting for New Physics at the LHC 33

Earliest signals

● First few months of LHC running: cleanest signals in muon and electron channels (with jet and/or missing energy cuts to suppress background)

– Excess of high-energy leptons from cascade decays

– Often some (large) fraction of lepton pairs have the same sign (++ or --), while same-sign leptons in the Standard Model are rare

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Johan Alwall - Simulation at the LHC 34

Information from SUSY-like events

Information from leptons:– Edges and endpoints in opposite-sign same-flavor

events

– Position of edge:

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Johan Alwall - Simulation at the LHC 35

Information from SUSY-like events

Information from leptons:– Relation between rate of same-sign and opposite-

sign events

OSO

F

OSSF

Z cand

SSOF

SSSF

J.A. et al,arXiv:0810.3921

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Johan Alwall - Simulation at the LHC 36

Information from SUSY-like events

Total transverse energy of event

– Peak position related to mass of produced particles

J.A. et al,arXiv:0810.3921

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Johan Alwall - Simulation at the LHC 37

Information from SUSY-like events

Information from jets– Distinguish between squark and gluino production

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Johan Alwall - Simulation at the LHC 38

Information from SUSY-like events

Information from jets– Distinguish between squark and gluino production

– Difficulty 1: If mass splitting between gluino and squark is small, soft jet from gluino → squark decay

– Difficulty 2: Weak bosons/Higgs/top in decay chain→ Additional jets which complicate jet counting

– Difficulty 3: Hard jets from QCD radiation→ Might look like extra decay jets if not properly simulated

– Precision simulation necessary to get both jet numbers and energy variables right

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Johan Alwall - Simulation at the LHC 39

Information from SUSY-like events

Number of jets in 2-lepton events in SPS1a, LHC 1 fb-1

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Need of precision simulations

Range of predictions in SUSY scenario without jet matching

J.A. et al,arXiv:0810.5350

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Johan Alwall - Simulation at the LHC 41

Need of precision simulations

Range of predictions in SUSY scenario with jet matching

J.A. et al,arXiv:0810.5350

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Analyzing the excesses

● How to distinguish between scenarios?– Additional signatures (e.g. single-produced top

partners in Little Higgs)

– Mass spectrum (expected mass hierarchy in SUSY, semi-degenerate in extra dimentions)

– Cross sections (vary by factor ~10 between scalars, fermions and vectors)

– Spin determinations by angular observables (needs very high statistics and very clean signatures)

● Model distinction in general difficult; needs high-statistics data

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Johan Alwall - Simulation at the LHC 43

Analyzing the excesses

● Model-independent first characterization of data– Before full-scale models - focus on basic questions:

● Character of produced particles● Basic decay chains (leptons, weak bosons, b-quarks)● Mass scales, cross sections, branching ratios

– Avoid parameters that cannot be constrained

– Avoid dependences between parameters that might not be present in data

(Propaganda slide for J.A. et al, arXiv:0810.3921)

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Johan Alwall - Simulation at the LHC 44

Analyzing the excesses

● Model-independent first characterization of data

Lep(Q)

Q

Q

Q

q

ET

Q

q

ET

W/Z(*)

Q

q

ET

l/νl/ν* *on- or off-shell

g

g

NI/CI NI/CI

One of four Simplified models for characterization of early data

J.A. et al, arXiv:0810.3921

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Summary

Today I have talked about:– Elements of simulation of LHC events

– Simulation tools

– Standard Model backgrounds● QCD, Weak bosons, Top quark pairs

– New Physics signatures, esp. Supersymmetry-like signatures (missing energy, leptons and jets)

– Ideas for analysis of excesses

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Johan Alwall - Simulation at the LHC 46

Summary of lecture series

● The Standard Model – an amazing construction– Explains pretty much everything to date

– Problems: Hierarchy problem, Dark matter

● Several classes of ideas for new physics– Important ideas have similar signatures:

Missing energy, leptons and jets

● Distinguishing New Physics at the LHC, and analyzing the excesses, needs high-precision event simulation– Great advances in recent years, still much to do

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Johan Alwall - Simulation at the LHC 47

Recommended reading

● Simulation tools:– Pythia 6.4 manual (also excellent physics manual):

Sjöstrand, Mrenna, Skands, JHEP 0605:026,2006

– MadGraph/MadEvent 4, manual and physics:Alwall et al., JHEP 0709:028,2007

● SM backgrounds and New Physics searches at the LHC

– The CMS Physics TDR: http://cmsdoc.cern.ch/cms/cpt/tdr

– The ATLAS Physics TDR (outdated):http://atlas.web.cern.ch/Atlas/GROUPS/PHYSICS/TDR/TDR.html

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Johan Alwall - Simulation at the LHC 48

Recommended reading

● My two most important recent contributions:– “QCD radiation in the production of heavy colored

particles at the LHC”, Alwall, de Vissher, Maltoni, JHEP 0902:017,2009

– “Simplified Models for a first characterization of New Physics at the LHC”, Alwall, Schuster, Toro,arxiv:0810.3921 (accepted for publication in PRD)

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Johan Alwall - Simulation at the LHC 49

Backup slides

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Johan Alwall - Simulation at the LHC 50

Simulating QCD radiation

● For any New Physics signature involving hard jets, it is crucial to correctly simulate hard jet production in Standard Model backgrounds

● Besides top quark decay, only source of hard jets in the SM is QCD radiation. Examples:– W/Z production plus jets

– Hard photon plus jets

– Top quark pairs plus extra jets (esp. > 4 jet or dilepton + > 2 jet signals)

– QCD multijet production

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Johan Alwall - Simulation at the LHC 51

Simulating QCD radiation

● For soft jets, and jets at large rapidity (small angle with beam), the Parton Shower approach is excellent

– Step-by-step subsequent QCD emissions

– Fast, computationally cheap (1→2 splittings)

– No limit on particle multiplicity● However, only formally valid in the soft and

collinear regions of phase space

– Can be tuned to give reasonable description also in a wider region, but not clear if tuning can be extrapolated to higher energies/other processes

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Johan Alwall - Simulation at the LHC 52

Simulating QCD radiation

● For high-pT, central and widely separated jets, full matrix element calculations necessary– Includes subleading, non-logarithmic terms

– Includes interference between diagrams

– Describes jet production away from the soft and colllinear region

– Fixed parton multiplicity

– Slow, large computer resources needed

● Diverges in the soft and collinear region (due to non-resummation of logarithms)

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Johan Alwall - Simulation at the LHC 53

Simulating QCD radiation

Parton showers can get multiple hard jet production from QCD radiation wrong by orders of magnitude

ʃ pT(N-th jet) > x (GeV)Jet def. cutoff

Cro

ss s

ectio

n (

pb)

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Johan Alwall - Simulation at the LHC 54

Simulating QCD radiation

Goal: Simultaneously simulate jets throughout both the hard and soft/collinear regions, for several jet multiplicities (e.g. Z+0,1,2,3,4 jets)– Without double counting between samples

+

0-jet ME event

1-jet ME event

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Johan Alwall - Simulation at the LHC 55

Simulating QCD radiation

Goal: Simultaneously simulate jets throughout both the hard and soft/collinear regions, for several jet multiplicities (e.g. Z+0,1,2,3,4 jets)– Without double counting between samples

+

0-jet ME event+ PS

1-jet ME event

Double counting!

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Johan Alwall - Simulation at the LHC 56

Simulating QCD radiation

Goal: Simultaneously simulate jets throughout both the hard and soft/collinear regions, for several jet multiplicities (e.g. Z+0,1,2,3,4 jets)– Without double counting between samples

– Without discontinuities in distributions

PS ME MatchedME+

PS

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Johan Alwall - Simulation at the LHC 57

Simulating QCD radiation

Goal: Simultaneously simulate jets throughout both the hard and soft/collinear regions, for several jet multiplicities (e.g. Z+0,1,2,3,4 jets)– Without double counting between samples

– Without discontinuities in distributions

– Without large dependence on the highest multiplicity available

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Johan Alwall - Simulation at the LHC 58

Simulating QCD radiation

Solution: “Jet matching” between ME and PS– Separate “hard jet” and “soft/collinear jet” regions

using phase-space cutoff

– Allow ME jets to populate only “hard” region and PS emissions only “soft” region

– Modify ME description to mimick the parton shower near the cutoff

– Schemes: Catani, Krauss, Kuhn, Webber [2001],M.L. Mangano [2002, 2006]Multiple variants (J.A. et al, 2007)

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Johan Alwall - Simulation at the LHC 59

Simulating QCD radiation

W+jets production at the TevatronMadEvent+Pythia (k

T-jet MLM scheme)

Cutoff

log(Jet resolution scale for 1 → 2 radiated jets ~ pT(2nd jet))