Energy Flow in Particle Collisions
arXiv:2008.04910
Abstract
In this thesis, I introduce a new bottom-up approach to quantum field theory and collider physics, beginning from the observable energy flow: the energy distribution produced by particle collisions. First, I establish a metric space for collision events by comparing their energy flows. I unify many ideas spanning multiple decades, such as observables and jets, as simple geometric objects in this new space. Second, I develop a basis of observables by systematically expanding in particle energies and angles, encompassing many existing observables and uncovering new analytic structures. I highlight how the traditional criteria for theoretical calculability emerge as consistency conditions, due to the redundancy of describing an event using particles rather than its energy flow. Finally, I propose a definition of particle type, or flavor, which makes use of only observable information. This definition requires refining the notion of flavor from a per-event label to a statistical category, and I showcase its direct experimental applicability at colliders. Throughout, I synthesize concepts from particle physics with ideas from statistics and computer science to expand the theoretical understanding of particle interactions and enhance the experimental capabilities of collider data analysis techniques.
Ph.D. thesis, MIT, 2020, 229 pages, 34 figures
References in corpus (118)
- Searching for Exotic Particles in High-Energy Physics with Deep Learning
- Successive Combination Jet Algorithm For Hadron Collisions
- Better Jet Clustering Algorithms
- Pileup subtraction using jet areas
- Identifying Boosted Objects with N-subjettiness
- Soft Drop
- Jet Trimming
- Towards Jetography
- N-Jettiness: An Inclusive Event Shape to Veto Jets
- Energy Correlation Functions for Jet Substructure
- Jet substructure as a new Higgs search channel at the LHC
- Pileup Per Particle Identification
- Boosted objects: a probe of beyond the Standard Model physics
- Recombination Algorithms and Jet Substructure: Pruning as a Tool for Heavy Particle Searches
- Thrust at N^3LL with Power Corrections and a Precision Global Fit for alphas(mZ)
- Techniques for improved heavy particle searches with jet substructure
- Jet Substructure at the Tevatron and LHC: New results, new tools, new benchmarks
- Jet Substructure at the Large Hadron Collider: Experimental Review
- Classification without labels: Learning from mixed samples in high energy physics
- Principles of general final-state resummation and automated implementation
- Searching for New Physics with Deep Autoencoders
- Strategies to Identify Boosted Tops
- Jet Shapes and Jet Algorithms in SCET
- Factorization at the LHC: From PDFs to Initial State Jets
- WW scattering at the LHC
- Anomaly Detection for Resonant New Physics with Machine Learning
- Jet Substructure Classification in High-Energy Physics with Deep Neural Networks
- Event Shape/Energy Flow Correlations
- Higgs Production with a Central Jet Veto at NNLL+NNLO
- Quark and Gluon Tagging at the LHC
- Boosted objects and jet substructure at the LHC
- Extending the Bump Hunt with Machine Learning
- Infrared safe definition of jet flavour
- Momentum Flow Correlations from Event Shapes: Factorized Soft Gluons and Soft-Collinear Effective Theory
- Jet Flavor Classification in High-Energy Physics with Deep Neural Networks
- Seeing in Color: Jet Superstructure
- New Angles on Energy Correlation Functions
- Sudakov Safety in Perturbative QCD
- Second-order QCD corrections to the thrust distribution
- OmniFold: A Method to Simultaneously Unfold All Observables
- Factorization of e+e- Event Shape Distributions with Hadronic Final States in Soft Collinear Effective Theory
- Pileup subtraction for jet shapes
- A generic anti-QCD jet tagger
- The Collinear Limit of the Energy-Energy Correlator
- Novelty Detection Meets Collider Physics
- What is the Machine Learning?
- Drell-Yan Production at NNLL'+NNLO Matched to Parton Showers
- Jet Charge at the LHC
- Parton Shower Uncertainties in Jet Substructure Analyses with Deep Neural Networks
- From correlation functions to event shapes
- Dijet resonance search with weak supervision using TeV collisions in the ATLAS detector
- Light-quark and gluon jet discrimination in pp collisions at = 7 TeV with the ATLAS detector
- The Metric Space of Collider Events
- Measurement of event shape distributions and moments in e+e- -> hadrons at 91-209 GeV and a determination of alpha_s
- Event shapes in N=4 super-Yang-Mills theory
- Pileup Mitigation with Machine Learning (PUMML)
- A study of the energy evolution of event shape distributions and their means with the DELPHI detector at LEP
- Energy-energy correlations in N=4 SYM
- Calculating Track-Based Observables for the LHC
- Power Corrections to Event Shapes with Mass-Dependent Operators
- Matching Fully Differential NNLO Calculations and Parton Showers
- Learning to Classify from Impure Samples with High-Dimensional Data
- Calculating the Charge of a Jet
- Multivariate discrimination and the Higgs + W/Z search
- Measurement of alpha_s(M_Z^2) from Hadronic Event Observables at the Z^0 Resonance
- Enhanced Higgs to Searches with Deep Learning
- Jet Mass Spectra in Higgs + One Jet at NNLL
- A study of jet mass distributions with grooming
- Precision Thrust Cumulant Moments at N^3LL
- Search for low mass vector resonances decaying into quark-antiquark pairs in proton-proton collisions at sqrt(s) = 13 TeV
- Inclusive search for a highly boosted Higgs boson decaying to a bottom quark-antiquark pair
- Energy flow in QCD and event shape functions
- On the Topic of Jets: Disentangling Quarks and Gluons at Colliders
- Identification of boosted, hadronically decaying W bosons and comparisons with ATLAS data taken at TeV
- Precision Jet Substructure from Boosted Event Shapes
- Novel Jet Observables from Machine Learning
- Measurement of the differential cross-section of highly boosted top quarks as a function of their transverse momentum in = 8 TeV proton-proton collisions using the ATLAS detector
- Search for a Higgs boson in the decay channel H to ZZ(*) to q qbar l-l+ in pp collisions at sqrt(s) = 7 TeV
- Measurement of the charged-particle multiplicity inside jets from TeV collisions with the ATLAS detector
- Quantum Algorithms for Jet Clustering
- A measurement of soft-drop jet observables in collisions with the ATLAS detector at TeV
- The jet mass distribution after Soft Drop
- KtJet: A C++ implementation of the Kt clustering algorithm
- Exploring the Space of Jets with CMS Open Data
- Jet Cleansing: Pileup Removal at High Luminosity
- Search for a massive resonance decaying into a Higgs boson and a W or Z boson in hadronic final states in proton-proton collisions at sqrt(s) = 8 TeV
- Searches for heavy diboson resonances in collisions at TeV with the ATLAS detector
- XCone: N-jettiness as an Exclusive Cone Jet Algorithm
- Measurement of jet substructure observables in events from proton-proton collisions at 13TeV
- An -Matrix for Massless Particles
- Measurement of jet charge in dijet events from sqrt(s)=8 TeV pp collisions with the ATLAS detector
- Search for massive resonances decaying into WW, WZ, ZZ, qW, and qZ with dijet final states at 13 TeV
- Gauge and Gravity Amplitude Relations
- On the field theory expansion of superstring five point amplitudes
- Factorization for generic jet production
- Search for vector-like T quarks decaying to top quarks and Higgs bosons in the all-hadronic channel using jet substructure
- On Conformal Field Theories With Extremal a/c Values
- Search for pair production of vector-like T and B quarks in single-lepton final states using boosted jet substructure in proton-proton collisions at sqrt(s) = 13 TeV
- Infrared Finiteness and Forward Scattering
- Measurement of the production cross section in the all-jet final state in pp collisions at 13 TeV
- Search for dark matter produced in association with a hadronically decaying vector boson in pp collisions at =13 TeV with the ATLAS detector
- Search for dark matter in proton-proton collisions at 8 TeV with missing transverse momentum and vector boson tagged jets
- Pileup and Underlying Event Mitigation with Iterative Constituent Subtraction
- Measurement of colour flow with the jet pull angle in events using the ATLAS detector at TeV
- Sorting out quenched jets
- Properties of jet fragmentation using charged particles measured with the ATLAS detector in collisions at TeV
- Quark-gluon discrimination in the search for gluino pair production at the LHC
- On Building Better Cone Jet Algorithms
- A theory of jet definition
- Resolving Boosted Jets with XCone
- Cutting Multiparticle Correlators Down to Size
- QCD-aware partonic jet clustering for truth-jet flavour labelling
- The Singular Behavior of Jet Substructure Observables
- On the use of charged-track information to subtract neutral pileup
- Search for high-mass Z gamma resonances in proton-proton collisions at sqrt(s) = 8 and 13 TeV using jet substructure techniques
- Jet observables and energy-momentum tensor
- Quark jet rates and quark/gluon discrimination in multi-jet final states
- Review of Theoretical Status: the Long and Short of High Energy Jets