Dark matter models: Signals and backgrounds at the LHC and future colliders
Dark matter models: Signals and backgrounds at the LHC and future colliders
We explore the phenomenological signals and potential backgrounds of various Minimal Consistent Dark Matter (MCDM) models in the context of the Large Hadron Collider (LHC), non-LHC and future collider experiment searches. We study two key background processes to Dark Matter (DM), and indeed more general beyond the Standard Model (BSM) physics, at the LHC as part of the ATLAS collaboration. For the production of $Z$ boson in association with high $p_T$ jets, we present results for data-driven $t\bar{t}$ modelling and multi-jet background derivation. We also investigate non-perturbative corrections, and comparisons of our Monte Carlo generator results from the analysis' Rivet routine. For the production of $Z$ boson in association with heavy flavour quarks (i.e. $b$ and $c$ quarks) we present a novel approach to jet flavour discrimination through a fitting algorithm. We explore the full parameter space and provide new LHC limits for both inert 2-Higgs Doublet Model (i2HDM) scalar DM and Minimal Fermionic DM (MFDM) at 13 TeV through a multilepton+missing $E_T$ analysis. We parametrise in terms of mass splits, providing a more intuitive picture of the underlying physics in addition to a no-lose theorem in MFDM. We find significant contributions to sensitivity from 3-lepton final states. These limits and efficiencies we provide can then be extrapolated and applied in a model-independent way. We additionally study non-LHC constraints from relic density requirements, direct and indirect detection, including Cosmic Microwave Background (CMB) and future Cherenkov Telescope Array (CTA) projections. These are combined for a comprehensive picture of the MFDM model, in addition to a summary of the i2HDM limits. We utilise a model independent method for discriminating DM mass at future $e^+e^-$ colliders, by analysing the energy distributions of charged DM decay products in $D^\pm\rightarrow W^\pm D_1$ cascades. We apply this to the i2HDM and MFDM models with two example benchmark points that provide correct observed DM density and comply with direct detection experimental bounds. We additionally present a method for discriminating DM spin by observing angular distributions of $W^\pm$ from reconstructed dijets.
Dark Matter, LHC, multilepton, collider search for dark matter
University of Southampton
Freegard, Arran Charles
10115e3a-0e9b-4a37-8f15-52f4354dc1f4
Freegard, Arran Charles
10115e3a-0e9b-4a37-8f15-52f4354dc1f4
Belyaev, Alexander
6bdb9638-5ff9-4b65-a8f2-34bae3ac34b3
Moretti, Stefano
b57cf0f0-4bc3-4e02-96e3-071255366614
Blumenschein, Ulla
78a53f44-03d2-4e6b-ab87-f8bed429e776
Freegard, Arran Charles
(2023)
Dark matter models: Signals and backgrounds at the LHC and future colliders.
School of Physics and Astronomy, Doctoral Thesis, 298pp.
Record type:
Thesis
(Doctoral)
Abstract
We explore the phenomenological signals and potential backgrounds of various Minimal Consistent Dark Matter (MCDM) models in the context of the Large Hadron Collider (LHC), non-LHC and future collider experiment searches. We study two key background processes to Dark Matter (DM), and indeed more general beyond the Standard Model (BSM) physics, at the LHC as part of the ATLAS collaboration. For the production of $Z$ boson in association with high $p_T$ jets, we present results for data-driven $t\bar{t}$ modelling and multi-jet background derivation. We also investigate non-perturbative corrections, and comparisons of our Monte Carlo generator results from the analysis' Rivet routine. For the production of $Z$ boson in association with heavy flavour quarks (i.e. $b$ and $c$ quarks) we present a novel approach to jet flavour discrimination through a fitting algorithm. We explore the full parameter space and provide new LHC limits for both inert 2-Higgs Doublet Model (i2HDM) scalar DM and Minimal Fermionic DM (MFDM) at 13 TeV through a multilepton+missing $E_T$ analysis. We parametrise in terms of mass splits, providing a more intuitive picture of the underlying physics in addition to a no-lose theorem in MFDM. We find significant contributions to sensitivity from 3-lepton final states. These limits and efficiencies we provide can then be extrapolated and applied in a model-independent way. We additionally study non-LHC constraints from relic density requirements, direct and indirect detection, including Cosmic Microwave Background (CMB) and future Cherenkov Telescope Array (CTA) projections. These are combined for a comprehensive picture of the MFDM model, in addition to a summary of the i2HDM limits. We utilise a model independent method for discriminating DM mass at future $e^+e^-$ colliders, by analysing the energy distributions of charged DM decay products in $D^\pm\rightarrow W^\pm D_1$ cascades. We apply this to the i2HDM and MFDM models with two example benchmark points that provide correct observed DM density and comply with direct detection experimental bounds. We additionally present a method for discriminating DM spin by observing angular distributions of $W^\pm$ from reconstructed dijets.
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Submitted date: 3 January 2023
Keywords:
Dark Matter, LHC, multilepton, collider search for dark matter
Identifiers
Local EPrints ID: 478470
URI: http://eprints.soton.ac.uk/id/eprint/478470
PURE UUID: 09072153-e4d6-4a33-8501-cf7590c4b917
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Date deposited: 03 Jul 2023 16:55
Last modified: 17 Mar 2024 03:10
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Contributors
Thesis advisor:
Ulla Blumenschein
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