Search for heavy particles in the $b$-tagged dijet mass distribution with additional $b$-tagged jets in proton-proton collisions at $\sqrt{s} = 13$ TeV with the ATLAS experiment
ATLAS Collaboration

TL;DR
This paper reports a search for new heavy particles decaying into $b$-quark pairs in proton-proton collisions at 13 TeV, using advanced $b$-tagging and data-driven background estimation to set limits on potential signals.
Contribution
The study introduces an optimized $b$-tagging strategy and a novel data-driven background estimation method for improved sensitivity in heavy particle searches.
Findings
No significant excess observed over background.
Upper limits set on heavy vector-boson production cross section.
Method enhances sensitivity for future heavy particle searches.
Abstract
A search optimized for new heavy particles decaying to two -quarks and produced in association with additional -quarks is reported. The sensitivity is improved by -tagging at least one lower- jet in addition to the two highest- jets. The data used in this search correspond to an integrated luminosity of 103 collected with a dedicated trijet trigger during the 2017 and 2018 TeV proton-proton collision runs with the ATLAS detector at the LHC. The search looks for resonant peaks in the -tagged dijet invariant mass spectrum over a smoothly falling background. The background is estimated with an innovative data-driven method based on orthonormal functions. The observed -tagged dijet invariant mass spectrum is compatible with the background-only hypothesis. Upper limits at 95% confidence level on a heavy vector-boson…
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