Jet Cleansing: Pileup Removal at High Luminosity
arXiv:1309.4777 · doi:10.1103/PhysRevD.90.065020
Abstract
One of the greatest impediments to extracting useful information from high luminosity hadron-collider data is radiation from secondary collisions (i.e. pileup) which can overlap with that of the primary interaction. In this paper we introduce a simple jet-substructure technique termed cleansing which can consistently correct for large amounts of pileup in an observable independent way. Cleansing works at the subjet level, combining tracker and calorimeter-based data to reconstruct the pileup-free primary interaction. The technique can be used on its own, with various degrees of sophistication, or in concert with jet grooming. We apply cleansing to both kinematic and jet shape reconstruction, finding in all cases a marked improvement over previous methods both in the correlation of the cleansed data with uncontaminated results and in measures like S/rt(B). Cleansing should improve the sensitivity of new-physics searches at high luminosity and could also aid in the comparison of precision QCD calculations to collider data.
v2: 7 pages, 6 figures, 2 tables, added references, added details on trimming and on the simulation
References in corpus (16)
- Jet substructure as a new Higgs search channel at the LHC
- Pileup subtraction using jet areas
- The Catchment Area of Jets
- Towards an understanding of jet substructure
- Top-tagging: A Method for Identifying Boosted Hadronic Tops
- Techniques for improved heavy particle searches with jet substructure
- Jet mass and substructure of inclusive jets in sqrt(s) = 7 TeV pp collisions with the ATLAS experiment
- Pileup subtraction for jet shapes
- Jet substructure with analytical methods
- On jet mass distributions in Z+jet and dijet processes at the LHC
- Precision Jet Substructure from Boosted Event Shapes
- Quantifying the performance of jet definitions for kinematic reconstruction at the LHC
- Boosting Top Partner Searches in Composite Higgs Models
- Non-Global Logarithms in Filtered Jet Algorithms
- Jets and Photons
- Boosting Searches for Natural SUSY with RPV via Gluino Cascades
Cited by in corpus (47)
- Soft Drop
- Performance of pile-up mitigation techniques for jets in collisions at TeV using the ATLAS detector
- Pileup Per Particle Identification
- Jet Substructure at the Large Hadron Collider: Experimental Review
- Neutralino Dark Matter at 14 and 100 TeV
- New Angles on Energy Correlation Functions
- The ALICE experiment: a journey through QCD
- Pileup Mitigation with Machine Learning (PUMML)
- SoftKiller, a particle-level pileup removal method
- Identification of boosted, hadronically decaying W bosons and comparisons with ATLAS data taken at TeV
- Boosting Higgs pair production in the final state with multivariate techniques
- A robust anomaly finder based on autoencoders
- On jet substructure methods for signal jets
- The Hidden Geometry of Particle Collisions
- Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
- Pileup and Underlying Event Mitigation with Iterative Constituent Subtraction
- Search for heavy resonances decaying to a top quark and a bottom quark in the lepton+jets final state in proton-proton collisions at 13 TeV
- Pileup mitigation at the LHC: a theorist's view
- QCD and Jets at Hadron Colliders
- Neutralinos in Vector Boson Fusion at High Energy Colliders
- Better Hadronic Top Quark Polarimetry
- Which Metric on the Space of Collider Events?
- The Higgs Portal Above Threshold
- On the use of charged-track information to subtract neutral pileup
- Top quark as a probe of heavy Majorana neutrino at the LHC and future collider
- Charm-quark Yukawa Coupling in at LHC
- Search for pair production of the heavy vectorlike top partner in same-sign dilepton signature at the HL-LHC
- Semi-supervised Graph Neural Networks for Pileup Noise Removal
- Pileup mitigation at the Large Hadron Collider with Graph Neural Networks
- Jet Timing
- Pileup and Infrared Radiation Annihilation (PIRANHA): A Paradigm for Continuous Jet Grooming
- Probing a new decay of vector-like top partner mediated by heavy Majorana neutrino via single production
- Telescoping jet substructure
- Tagging Partially Reconstructed Objects with Jet Substructure
- Measurement of differential cross sections for the production of a Z boson in association with jets in proton-proton collisions at = 13 TeV
- Subtracted Cumulants: Mitigating Large Background in Jet Substructure
- Probing vector-like top partner from same-sign dilepton events at the LHC
- Augmenting Collider Searches and Enhancing Discovery Potentials through Stochastic Jet Grooming
- Jet Radiation Radius
- Treating jet correlations in high pile-up at hadron colliders
- Tracking down hyper-boosted top quarks
- A priority based noise tolerant jet framework and algorithm
- On the frequency distribution of neutral particles from low-energy strong interactions
- Variational inference for pile-up removal at hadron colliders with diffusion models
- Pileup density estimate independent on jet multiplicity
- Heavy Particle Jet Identification with Zest
- Energy Flow in Particle Collisions