Search for single vector-like quark production in hadronic final states at the LHC
arXiv:2405.13452 · doi:10.1140/epjc/s10052-024-13482-2
Abstract
In this paper, we study the discovery potential of a Vector-Like quark (VLB) via the process at the Large Hadron Collider (LHC) with TeV. In the framework of a simplified model, we perform a scan over its parameter space and test its viability following a Monte Carlo analysis developed to include all production and decay dynamics. We use cut-and-count combined with Extreme Gradient Boosting (XGBoost) methods to classify the signal and background events in order to improve the efficiency of signal identification and background rejection. We find that this approach can reduce background events significantly while the signal retention rate is much higher than that of traditional methods, thereby improving the VLB discovery potential. We then calculate the exclusion and discovery capabilities for VLBs and find that the advantages of the cut-and-count plus XGBoost method especially lie in the high-mass region, i.e., . We finally obtain the following LHC results in terms of the coupling and chiral structure of a singlet heavy VLB interactions: (i) for =0.2 and with 3000 fb, the quark mass can be be excluded (discovered) up to 3000 GeV (2500 GeV); (ii) for =0.2 and with 3000 fb, the exclusion (discovery) region can reach up to 4750 GeV (4250 GeV).
arXiv commentPublished version; 26 pages, 7 figures, 5 tables
References in corpus (59)
- XGBoost: A Scalable Tree Boosting System
- The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations
- FastJet user manual
- Asymptotic formulae for likelihood-based tests of new physics
- DELPHES 3, A modular framework for fast simulation of a generic collider experiment
- FeynRules 2.0 - A complete toolbox for tree-level phenomenology
- Parton distributions from high-precision collider data
- Dispelling the N^3 myth for the Kt jet-finder
- An update on vector boson pair production at hadron colliders
- MadAnalysis 5, a user-friendly framework for collider phenomenology
- Combined measurements of Higgs boson production and decay using up to fb of proton-proton collision data at 13 TeV collected with the ATLAS experiment
- Physics potential and experimental challenges of the LHC luminosity upgrade
- Deep Learning and its Application to LHC Physics
- A handbook of vector-like quarks: mixing and single production
- A First Top Partner Hunter's Guide
- The Machine Learning Landscape of Top Taggers
- Model Independent Framework for Searches of Top Partners
- New Vector-Like Fermions and Flavor Physics
- Bounds and Decays of New Heavy Vector-like Top Partners
- Measurement and interpretation of differential cross sections for Higgs boson production at 13 TeV
- Next-to-leading-order predictions for single vector-like quark production at the LHC
- Single Vectorlike Quark Production at the LHC
- Early discovery of top partners and test of the Higgs nature
- Single production of vector-like quarks with large width at the Large Hadron Collider
- Discovering the composite Higgs through the decay of a heavy fermion
- New-physics signals of a model with a vector-singlet up-type quark
- Interpreting the -mass anomaly in the vectorlike quark models
- The Hunt for New Physics in the Flavour Sector with up vector-like quarks
- Global Fit of Modified Quark Couplings to EW Gauge Bosons and Vector-Like Quarks in Light of the Cabibbo Angle Anomaly
- New sensitivity of current LHC measurements to vector-like quarks
- A search for bottom-type, vector-like quark pair production in a fully hadronic final state in proton-proton collisions at 13 TeV
- Single top partner production in the Higgs to diphoton channel in the Littlest Higgs Model with -parity
- Fermion mass hierarchies from vector-like families with an extended 2HDM and a possible explanation for the electron and muon anomalous magnetic moments
- Single Top Production as a Probe of B-prime Quarks
- Roadmap to explore vectorlike quarks decaying to a new scalar or pseudoscalar
- Hunting for top partner with a new signature at the LHC
- Search for single production of the heavy vectorlike quark with and at the high-luminosity LHC
- A leptoquark and vector-like quark extended model for the simultaneous explanation of the boson mass and muon anomalies
- Search for single production of a top quark partner via the and channels at the LHC
- Discovery prospects of a vectorlike top partner decaying to a singlet boson
- Asymmetry in flavour changing electromagnetic transitions of vector-like quarks
- Vector-like Quarks at the Origin of Light Quark Masses and Mixing
- Machine learning-enhanced search for a vectorlike singlet quark decaying to a singlet scalar or pseudoscalar
- Probing vector-like quark models with Higgs-boson pair production
- The LHC potential of Vector-like quark doublets
- Heavy vector-like quarks decaying to exotic scalars: a case study with triplets
- Search for vector-like bottom quark via production at the LHC
- Constraints on the quark mixing matrix with vector-like quarks
- Single production of vectorlike quarks at the CLIC
- Single production of vector-like top partner decaying to in the leptonic channel at colliders in the LHT model
- Single production of and vectorlike quarks at the LHC
- Vector-like quarks and heavy coloured bosons at the LHC
- Search for single production of vectorlike -quarks at the LHC
- Single production of vector-like quark at future high-energy linear collider
- Beyond Cuts in Small Signal Scenarios -- Enhanced Sneutrino Detectability Using Machine Learning
- Probing a new decay of vector-like top partner mediated by heavy Majorana neutrino via single production
- mediated Flavour Changing Neutral Currents with a Fourth Vector-Like Family
- Pair production of the singlet vector-like B quark at the CLIC
- Discovering the Origin of Yukawa Couplings at the LHC with a Singlet Higgs and Vector-like Quarks
Cited by in corpus (4)
- Search for charged Higgs bosons through vector-like top quark pair production at the LHC
- Impact of hidden heavy Higgs channels of VLB-Quarks below 1 TeV in 2HDM
- Searching for single production of vectorlike quarks decaying into Wb at a future muon-proton collider
- Tagging ultra-boosted jets at FCC-hh using machine learning techniques