Simultaneous Unbinned Differential Cross-Section Measurement of Twenty-Four (Formula presented) Kinematic Observables with the ATLAS Detector
(2024) In Physical Review Letters 133(26).- Abstract
- (Formula presented) boson events at the Large Hadron Collider can be selected with high purity and are sensitive to a diverse range of QCD phenomena. As a result, these events are often used to probe the nature of the strong force, improve Monte Carlo event generators, and search for deviations from standard model predictions. All previous measurements of (Formula presented) boson production characterize the event properties using a small number of observables and present the results as differential cross sections in predetermined bins. In this analysis, a machine learning method called omnifold is used to produce a simultaneous measurement of twenty-four (Formula presented) observables using (Formula presented) of proton-proton collisions... (More)
- (Formula presented) boson events at the Large Hadron Collider can be selected with high purity and are sensitive to a diverse range of QCD phenomena. As a result, these events are often used to probe the nature of the strong force, improve Monte Carlo event generators, and search for deviations from standard model predictions. All previous measurements of (Formula presented) boson production characterize the event properties using a small number of observables and present the results as differential cross sections in predetermined bins. In this analysis, a machine learning method called omnifold is used to produce a simultaneous measurement of twenty-four (Formula presented) observables using (Formula presented) of proton-proton collisions at (Formula presented) collected with the ATLAS detector. Unlike any previous fiducial differential cross-section measurement, this result is presented unbinned as a dataset of particle-level events, allowing for flexible reuse in a variety of contexts and for new observables to be constructed from the twenty-four measured observables. © 2024 CERN, for the ATLAS Collaboration. (Less)
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/c88cc464-d706-49e6-896c-de96771697f5
- author
- author collaboration
- organization
- publishing date
- 2024
- type
- Contribution to journal
- publication status
- published
- subject
- keywords
- Binoculars, Colliding beam accelerators, Hadrons, Kinematics, Linear accelerators, Photons, ATLAS detectors, Cross-section measurement, Differential cross-sections, Diverse range, High purity, Large Hadron Collider, Large-hadron colliders, Measurements of, Monte Carlo Event generators, Standard model, Bosons
- in
- Physical Review Letters
- volume
- 133
- issue
- 26
- article number
- 261803
- publisher
- American Physical Society
- external identifiers
-
- scopus:85214126477
- pmid:39878999
- ISSN
- 0031-9007
- DOI
- 10.1103/PhysRevLett.133.261803
- language
- English
- LU publication?
- yes
- id
- c88cc464-d706-49e6-896c-de96771697f5
- date added to LUP
- 2025-12-12 13:49:47
- date last changed
- 2025-12-13 03:42:22
@article{c88cc464-d706-49e6-896c-de96771697f5,
abstract = {{(Formula presented) boson events at the Large Hadron Collider can be selected with high purity and are sensitive to a diverse range of QCD phenomena. As a result, these events are often used to probe the nature of the strong force, improve Monte Carlo event generators, and search for deviations from standard model predictions. All previous measurements of (Formula presented) boson production characterize the event properties using a small number of observables and present the results as differential cross sections in predetermined bins. In this analysis, a machine learning method called omnifold is used to produce a simultaneous measurement of twenty-four (Formula presented) observables using (Formula presented) of proton-proton collisions at (Formula presented) collected with the ATLAS detector. Unlike any previous fiducial differential cross-section measurement, this result is presented unbinned as a dataset of particle-level events, allowing for flexible reuse in a variety of contexts and for new observables to be constructed from the twenty-four measured observables. © 2024 CERN, for the ATLAS Collaboration.}},
author = {{Aad, G. and Åkesson, T.P.A. and Astrand, K.S.V. and Doglioni, C. and Ekman, P.A. and Hedberg, V. and Herde, H. and Konya, B. and Lytken, E. and Poettgen, R. and Simpson, N.D. and Smirnova, O. and Wallin, E.J. and Zwalinski, L.}},
issn = {{0031-9007}},
keywords = {{Binoculars; Colliding beam accelerators; Hadrons; Kinematics; Linear accelerators; Photons; ATLAS detectors; Cross-section measurement; Differential cross-sections; Diverse range; High purity; Large Hadron Collider; Large-hadron colliders; Measurements of; Monte Carlo Event generators; Standard model; Bosons}},
language = {{eng}},
number = {{26}},
publisher = {{American Physical Society}},
series = {{Physical Review Letters}},
title = {{Simultaneous Unbinned Differential Cross-Section Measurement of Twenty-Four (Formula presented) Kinematic Observables with the ATLAS Detector}},
url = {{http://dx.doi.org/10.1103/PhysRevLett.133.261803}},
doi = {{10.1103/PhysRevLett.133.261803}},
volume = {{133}},
year = {{2024}},
}
