Abstract

Measurements of a Higgs boson at the Large Hadron Collider (LHC) have become increasingly consistent with the predictions of the Standard Model (SM). This fact puts severe constraints on many potential low-energy extensions of the Higgs sector of the SM. In the well-known two-Higgs-doublet model (2HDM), an ``alignment limit'' of parameters readily furnishes one SM-like scalar and can be achieved naturally through an underlying symmetry. Among the other physical states of the 2HDM, a charged scalar ${H}^{\ifmmode\pm\else\textpm\fi{}}$ would provide striking evidence of new physics if observed. We propose a novel technique for the observation of the process $pp\ensuremath{\rightarrow}tb{H}^{\ifmmode\pm\else\textpm\fi{}}\ensuremath{\rightarrow}t\overline{t}b\overline{b}$ in the dileptonic decay channel at the LHC. The reconstruction of events in this channel is complicated by multiple $b$ jets and unobserved neutrinos in the final state. To determine the neutrino momenta, we implement a neutrino weighting procedure to study, for the first time, the $t\overline{t}b\overline{b}$ signature. We further train a pair of boosted decision trees to reconstruct and classify signal events. We determine the resulting reach within the context of naturally aligned 2HDMs, such as the maximally symmetric two-Higgs-doublet model (MS2HDM). By testing at the integrated luminosity of $150\text{ }\text{ }{\mathrm{fb}}^{\ensuremath{-}1}$ achieved in run 2 of the LHC, we find that this channel may restrict the parameter space of a type-II MS2HDM with charged Higgs masses as high as 680 GeV.

Highlights

  • One of the great achievements of the Large Hadron Collider (LHC) has been the discovery of a resonance around 125 GeV [1,2], whose measured signal rates in dominant decay channels increasingly agree with that of a Standard Model (SM) Higgs boson [3]

  • By testing at the integrated luminosity of 150 fb−1 achieved in run 2 of the LHC, we find that this channel may restrict the parameter space of a type-II MS2HDM with charged Higgs masses as high as 680 GeV

  • The reconstruction and classification of signal events in this channel present several challenges, which we address with a three-step analysis utilizing boosted decision trees (BDTs): (i) a reconstruction BDT to identify the b jets originating from the b quarks bt, btH, and bH as defined in Fig. 1, (ii) a neutrino weighting procedure to reconstruct the two neutrino momenta and to identify the correct b-lÆ pairings in top decays, and (iii) a classification BDT trained to distinguish signal and background events using the reconstruction from the first two steps

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Summary

INTRODUCTION

One of the great achievements of the Large Hadron Collider (LHC) has been the discovery of a resonance around 125 GeV [1,2], whose measured signal rates in dominant decay channels increasingly agree with that of a Standard Model (SM) Higgs boson [3]. One simple way to achieve this, known as the “decoupling limit,” is to set the masses of additional scalars so high that they play a minimal role around the electroweak scale [8] Another possibility, which can lead to new scalars at energies accessible to the LHC, is the “alignment limit,” where the parameters of the theory force one CP-even scalar to have SM-like couplings [9,10,11,12,13,14,15].

THE TWO-HIGGS-DOUBLET MODEL
Natural alignment in the 2HDM
Charged Higgs bosons in the 2HDM
CHARGED HIGGS SIGNAL AT THE LHC
Boosted decision trees
Reconstruction BDT
Neutrino weighting
Classification
LHC sensitivity
Findings
CONCLUSIONS
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