This paper presents a theoretical study of the charged Higgs bosons and their interactions with fermions in the Two Higgs Doublet Model (2HDM). We studied the decay, coupling to fermions, branching ratios, and production cross-section of charged Higgs bosons in the context of ppFormula: see textFormula: see text interactions. Our analysis focused on identifying signatures of charged Higgs bosons and examining their kinematic distributions in the presence of background processes involving Formula: see text quarks. By considering two reference points and experimental limitations, we established an upper limit on the mass of charged Higgs bosons within the range of 200–1000 GeV. We found that Formula: see text and Formula: see text become high priorities in probing additional charged Higgs channels. We also presented the application of modern machine learning techniques such as Boosted Decision Tree (BDT), likelihood (LH), and Multilayer Perceptron (MLP) as an alternate approach to light-charged Higgs boson production in association with W boson in 2HDM Type-I via weak interaction, demonstrating its observability against the most relevant electroweak Standard Model backgrounds.
Ahmed et al. (Wed,) studied this question.