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arXiv 2405.08090hep-phhep-ex

在强子对撞机中使用神经网络搜索 TeV 尺度的轻子夸克

Leptoquark Searches at TeV Scale Using Neural Networks at Hadron Collider

Ijaz Ahmed, Usman Ahmad, Jamil Muhammad, Saba Shafaq

AI总结:

本研究基于大型强子对撞机14 TeV质子-质子碰撞数据,利用BDT、MLP和LH等机器学习方法显著提升了对第三代轻子夸克对产生的信号-背景区分能力与探测灵敏度。

摘要:

B介子衰变中的几处差异引起了人们对轻子夸克(LQ)的极大兴趣,使其成为一项令人兴奋的发现。本研究旨在通过大型强子对撞机(LHC)中的质子-质子碰撞,在质心能量 √s=14 TeV 下,探索与第三代夸克和轻子紧密相关的轻子夸克对产生。基于轻子-夸克耦合参数和分支比,我们将搜索划分为不同的基准点。生成了领先阶(LO)信号和背景过程,并进行了部分子簇射和强子化以模拟探测器效应。与传统基于截断的分析相比,提升决策树(BDT)、多层感知机(MLP)和似然(LH)方法在改善信号-背景区分方面非常有效。结果表明,这些机器学习方法能够在两种不同的积分亮度下显著提高探测LQ等新物理信号的灵敏度。具体而言,BDT、MLP和LH的使用在全强子衰变模式和半轻子衰变模式中均带来了更高的信号显著性和改善的信号效率。结果表明,在 1000 fb⁻¹ 下,对于MVA(基于截断)方法,全强子衰变模式中质量为 500 GeV 和 2.0 TeV 的LQ可以以 176.70 (17.6) 和 184.27 (0.01) 的信号显著性被准确探测。类似地,在半轻子衰变模式中,仅针对MVA方法,在所选最低和最高LQ质量处的信号显著性值分别为 168.56 和 181.89。在 3000 fb⁻¹ 下也报告了提高约2倍的数值。

英文摘要:

Several discrepancies in the decay of B-meson decay have drawn a lot of interest in the leptoquarks (LQ), making them an exciting discovery. The current research aims to discover the pair-production of leptoquarks that links strongly to the third generation of quarks and leptons at the center of mass energy $\sqrt{s}$=14 TeV, via proton-proton collisions at the Large Hadron Collider (LHC). Based on the lepton-quark coupling parameters and branching fractions, we separated our search into various benchmark points. The leading order (LO) signals and background processes are generated, while parton showering and hadronization is also performed to simulate the detector effects. The Boosted Decision Trees (BDTs), Multilayer Perceptron (MLP), and Likelihood (LH) methods are effective in improving signal-background discrimination compared to traditional cut-based analysis. The results indicate that these machine learning methods can significantly enhance the sensitivity in probing for new physics signals, such as LQs, at two different integrated luminosities. Specifically, the use of BDTs, MLP, and LH has led to higher signal significances and improved signal efficiency in both hadronic and semi-leptonic decay modes. The results suggest that the LQ masses of 500 GeV and 2.0 TeV in fully hadronic decay modes can be accurately probed with signal significance 176.70 (17.6) and 184.27 (0.01) for MVA (cut-based) at 1000 $fb^{-1}$, respectively. Similarly, in semi-leptonic decay mode the signal significance values are 168.56 and 181.89 at lowest and highest selected LQ masses respectively for MVA method only. The enhanced numbers by a factor of 2 are also reported at 3000 $fb^{-1}$.

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