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Improving Jet Substructure Performance in ATLAS with Unified Tracking and Calorimeter Inputs Connecting The Dots 2018 Roland Jansky, University of Geneva 21 st March 2018

Improving Jet Substructure Performance in ATLAS with ... · “And Then There Were Jets” • 𝑓 Combined TCC Charged TCC Neutral TCC Anti-k t𝑹=1.0 Jet (untrimmed) k t𝑹=0.2,

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Improving Jet Substructure Performance in ATLAS with Unified Tracking and Calorimeter InputsConnecting The Dots 2018

Roland Jansky, University of Geneva

21st March 2018

+ +

proton proton

something new?X

Jets at the Energy Frontier

• 𝑠 = 13

X

H

W

Jet Substructure (1/2)

two-prong structure (D2)

jet mass:

~ 1/pT ~ 1/mX

Jet Substructure (2/2)

Motivation for TrackCaloClusters (1/3)

ATL-PHYS-PUB-2017-015

Motivation for TrackCaloClusters (2/3)

Motivation for TrackCaloClusters (3/3)

W’(1 TeV) WZqqqq

ATL-PHYS-PUB-2017-015

Idea of TrackCaloClusters

σ𝑡𝑟𝑎𝑐𝑘• σ𝑐𝑙𝑢𝑠𝑡𝑒𝑟• σ𝑡𝑟𝑎𝑐𝑘 σ𝑐𝑙𝑢𝑠𝑡𝑒𝑟

• Δ𝑅 < σ𝑡𝑟𝑎𝑐𝑘2 + σ𝑐𝑙𝑢𝑠𝑡𝑒𝑟

2

• 𝜂 𝜙•

Tastes of TrackCaloClusters

• 𝑐

𝑘• 𝑐

𝑡•

𝑐𝑘

𝑡

Energy Reshuffling (1/2)

Energy Reshuffling (2/2)

W’(1 TeV) qqqq W’(5 TeV) qqqq

Matching Efficiencies

pTTCC > 10 GeV ηTCC < 2.5

“And Then There Were Jets”

𝑅 𝑓𝑐𝑢𝑡𝑅𝑠𝑢𝑏

Jet Trimming

“And Then There Were Jets”

𝑅 𝑓𝑐𝑢𝑡𝑅𝑠𝑢𝑏

Topo-clusterAnti-kt 𝑹=1.0 Jet (untrimmed)

kt 𝑹=0.2, 𝒇𝒄𝒖𝒕>5% sub-jets

“And Then There Were Jets”

𝑅 𝑓𝑐𝑢𝑡𝑅𝑠𝑢𝑏

Topo-clusterAnti-kt 𝑹=1.0 Jet (untrimmed)

kt 𝑹=0.2, 𝒇𝒄𝒖𝒕>5% sub-jets

“And Then There Were Jets”

𝑅 𝑓𝑐𝑢𝑡𝑅𝑠𝑢𝑏

Combined TCCCharged TCCNeutral TCCAnti-kt 𝑹=1.0 Jet (untrimmed)

kt 𝑹=0.2, 𝒇𝒄𝒖𝒕>5% sub-jets

“And Then There Were Jets”

𝑅 𝑓𝑐𝑢𝑡𝑅𝑠𝑢𝑏

Combined TCCCharged TCCNeutral TCCAnti-kt 𝑹=1.0 Jet (untrimmed)

kt 𝑹=0.2, 𝒇𝒄𝒖𝒕>5% sub-jets

Mass Performance (1/2)

• ℛ𝑟 = 𝑚reco/𝑚true

0.7 TeV < pT,jet < 0.8 TeV 2.1 TeV < pT,jet < 2.5 TeV

TCCLCTopo

Mass Performance (2/2)

IQR𝑟 =1

2

𝑄75 ℛ𝑟 −𝑄25 ℛ𝑟

𝑄50 ℛ𝑟 𝑄𝑥 𝑥

0.7 TeV < pT,jet < 0.8 TeV

LCTopoTCC

LCTopo

TCC

D2 Performance (1/2)

• ℛ𝑑 = 𝐷2reco − 𝐷2

true

0.7 TeV < pT,jet < 0.8 TeV 2.1 TeV < pT,jet < 2.5 TeV

TCC

LCTopoTCC LCTopo

D2 Performance (2/2)

IQR𝑑 =1

2𝑄75 ℛ𝑑 − 𝑄25 ℛ𝑑 𝑄𝑥 𝑥

0.7 TeV < pT,jet < 0.8 TeV

LCTopoTCC

1

2LCTopo

TCC

Summary

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