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Probing a [Formula omitted] with non-universal fermion couplings through top quark fusion, decays to bottom quarks, and machine learning techniques

The production of heavy neutral mass resonances, [Formula omitted], has been widely studied theoretically and experimentally. Although the nature, mass, couplings, and associated quantum numbers of this hypothetical particle are yet to be determined, current LHC experimental results have set strong...

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Published in:The European physical journal. C, Particles and fields Particles and fields, 2023-05, Vol.83 (5)
Main Authors: Barbosa, Diego, Díaz, Felipe, Quintero, Liliana, Flórez, Andrés, Sanchez, Manuel, Gurrola, Alfredo, Sheridan, Elijah
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container_title The European physical journal. C, Particles and fields
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creator Barbosa, Diego
Díaz, Felipe
Quintero, Liliana
Flórez, Andrés
Sanchez, Manuel
Gurrola, Alfredo
Sheridan, Elijah
description The production of heavy neutral mass resonances, [Formula omitted], has been widely studied theoretically and experimentally. Although the nature, mass, couplings, and associated quantum numbers of this hypothetical particle are yet to be determined, current LHC experimental results have set strong constraints assuming the simplest beyond Standard Model (SM) hypotheses. We present a new feasibility study on the production of a [Formula omitted] boson at the LHC, with family non-universal couplings, considering proton-proton collisions at [Formula omitted] and 14 TeV. Such a hypothesis is well motivated theoretically and it can explain observed differences between SM predictions and experimental results, as well as being a useful tool to further probe recent results in searches for new physics considering non-universal fermion couplings. We work under two simplified phenomenological frameworks where the [Formula omitted] masses and couplings to the SM particles are free parameters, and consider final states of the [Formula omitted] decaying to a pair of [Formula omitted] quarks. The analysis is performed using machine learning techniques to maximize the sensitivity. Despite being a well motivated physics case in its own merit, such scenarios have not been fully considered in ongoing searches at the LHC. We note the proposed search methodology can be a key mode for discovery over a large mass range, including low masses, traditionally considered difficult due to experimental constrains. In addition, the proposed search is complementary to existing strategies.
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subjects Collisions (Nuclear physics)
Machine learning
Methods
Quarks
title Probing a [Formula omitted] with non-universal fermion couplings through top quark fusion, decays to bottom quarks, and machine learning techniques
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