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arXiv 2302.01274hep-ph
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利用 k-means 辅助事例选择策略研究缪子对撞机上的反常四规范玻色子耦合

Using k-means assistant event selection strategy to study anomalous quartic gauge couplings at muon colliders

Shuai Zhang, Ji-Chong Yang, Yu-Chen Guo

AI总结:

本文提出基于 k-means 算法的事例选择策略,并以缪子对撞机三光子过程为例,证明其能更有效地搜寻反常四规范玻色子耦合中维度-8 算符的信号,获得比传统策略更紧的限制。

摘要:

寻找超出标准模型的新物理是当前高能物理关注的核心问题之一。随着当前和近期对撞机亮度的持续提升,新物理搜寻对处理海量数据提出了更高要求。与此同时,快速发展的量子计算有潜力成为辅助搜寻新物理信号的强大工具。由于已知 k-means 算法可以借助量子计算实现加速,我们研究并提出了一种基于 k-means 算法的事例选择策略,用于搜寻新物理信号。以缪子对撞机上的三光子过程为例,该事例选择策略被证明能有效帮助搜寻对反常四规范玻色子耦合有贡献的维度-8 算符的信号。与传统事例选择策略相比,预期得到的限制通常更紧。

英文摘要:

The search for new physics beyond the Standard Model is one of the central problems of current high energy physics interest. As the luminosities of current and near-future colliders continue to increase, the search for new physics has increased the requirements for processing large amounts of data. Meanwhile, quantum computing which is rapidly evolving, has great potential to become a powerful tool to help search for new physics signals. Since the k-means algorithm is known to be able to be accelerated with the help of quantum computing, we investigate and propose an event selection strategy based on k-means algorithm to search for new physics signals. Taking the case of tri-photon processes at the muon colliders as an example, the event selection strategy is shown to be effective in helping to search for the signals of dimension-8 operators contributing to anomalous quartic gauge couplings. Compared with traditional event selection strategy, the expected constraints are generally tighter.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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