在LHC上观测超重双夸克衰变成向像夸克的可观测性
Observability of an ultraheavy diquark decaying into vectorlike quarks at the LHC
AI总结:
本文研究了HL-LHC在超重双夸克衰变成向像夸克的发现潜力和排除限,利用机器学习技术提高信号选择效率,采用基于似然的统计方法分析六喷注最终态。
摘要:
我们对HL-LHC上超重双夸克标量(7-9.5 TeV)衰变成向像夸克对(1.5-2 TeV)的发现范围和排除限进行了全面分析。基于改进的信号选择效率,利用机器学习技术,我们扩展了之前的六喷注最终态研究,通过完整的似然框架对这一搜索拓扑进行统计处理。分析通过 nuisance 参数整合理论和系统不确定性,实现一致的统计解释。感兴趣的质子区域通过扫描局部 p 值、CL_s 和模型依赖的信号强度 μ 上限确定。结果表明,在探索的质子范围内,对超重双夸克标量具有良好的灵敏度,表明HL-LHC可能发现此类粒子或对其设置严格的排除限。
英文摘要:
We present a comprehensive analysis of the discovery reach and exclusion limits for an ultraheavy diquark scalar (7-9.5 TeV) decaying into a pair of vectorlike quarks (1.5-2 TeV) at the HL-LHC. Building on an improved signal selection efficiency achieved using Machine Learning techniques, we extend our previous six-jet final-state study by providing a complete likelihood-based statistical treatment of this search topology. The analysis incorporates theoretical and systematic uncertainties through nuisance parameters within the likelihood framework, enabling a consistent statistical interpretation. The mass regions of interest were determined through scans of the local $p$-values, $CL_s$, and the upper limits on the model-dependent signal strength $μ$. The results indicate a promising sensitivity to ultraheavy diquark scalars within the explored mass range, suggesting that the HL-LHC could either discover or set stringent exclusion limits on such particles.
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