In this work, we have explored the sensitivity of multilepton final states in probing the gaugino sector of a R-parity violating supersymmetric scenario with specific lepton number violating trilinear couplings (λijk) being nonzero. The gaugino spectrum is such that the charged leptons in the final state can arise from the R-parity violating decays of the lightest supersymmetric particle (LSP) as well as R-parity conserving decays of the next-to-LSP (NLSP). Apart from a detailed cut-based analysis, we have also performed a machine learning-based analysis using a boosted decision tree algorithm, which provides much better sensitivity. In the scenarios with nonzero λ121 and/or λ122 couplings, the LSP pair in the final states decays to 4l (l=e,μ)+ET final states with a 100% branching ratio. We have shown that under this circumstance, a final state with ≥4l has the highest sensitivity while probing for gaugino masses. We also discuss how the sensitivity can change in the presence of τ lepton(s) in the final state due to other choices of trilinear couplings. We present our results through the estimation of the discovery and exclusion contours in the gaugino mass plane for both the high luminosity LHC (HL-LHC with s=14 TeV and L=3000 fb−1) and high energy LHC (HE-LHC with s=27 TeV and L=3000 fb−1). For the λ121 and/or λ122 nonzero scenario, the projected 2σ exclusion limit on NLSP masses reaches upto 2.37 TeV and 4 TeV for the HL-LHC and the HE-LHC, respectively, by using a machine learning based algorithm. We observe an enhancement of ∼380 (190) GeV in the projected 2σ exclusion limit on the NLSP masses at the 27 (14) TeV LHC. Considering the same final state (Nl≥4) for the λ133 and/or λ233 nonzero scenario, we find that the corresponding 2σ projected limits are ∼1.97 TeV and ∼3.25 TeV for the HL-LHC and HE-LHC, respectively. Published by the American Physical Society 2024
Read full abstract