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Simultaneous unbinned differential cross section measurement of twenty-four Z+jets kinematic observables with the ATLAS detector

  • ATLAS Collaboration

Research output: Contribution to journal › Article › peer-review

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Abstract

Z 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 Z 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 Z+jets observables using 139 fb−1 of proton-proton collisions at √s = 13 TeV 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 re-use in a variety of contexts and for new observables to be constructed from the twenty-four measured observables.
Original languageEnglish
Article number261803
Number of pages24
JournalPhysical Review Letters
Volume133
Issue number26
Early online date30 Dec 2024
DOIs
Publication statusPublished - 31 Dec 2024

Keywords

  • Quark & gluon jets
  • w & z bosons
  • data analysis
  • Hadrom colliders
  • machine learning
  • multi-purpose particle detectors

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