电子-正电子希格斯工厂的一对一对应重建

IF 7.2 2区 物理与天体物理 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Yuexin Wang , Hao Liang , Yongfeng Zhu , Yuzhi Che , Xin Xia , Huilin Qu , Chen Zhou , Xuai Zhuang , Manqi Ruan
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引用次数: 0

摘要

我们提出了电子-正电子希格斯工厂的一对一对应重建。对于每个可见粒子,一对一对应的目的是将相关的探测器命中与一个重构粒子相关联,并准确识别其种类。为了实现这一目标,我们开发了一种新颖的探测器概念,具有5维量热法,为每次击中提供空间,能量和时间测量,以及结合最先进的粒子流和机器学习算法的重建框架。在希格斯到双喷流的基准过程中,超过91%的可见能量可以成功地映射成重建良好的粒子,这些粒子不仅保持了一对一的对应关系,而且与正确的簇和轨道组合相关联,将强子衰变希格斯玻色子的不变质量分辨率提高了25%。同时对这些重构良好的粒子进行识别,我们观察到带电粒子(e±,μ±,π±,K±,p/p¯)和光子(γ)的效率为97%至近100%,中性强子(KL0, n, n¯)的效率为75%至80%。对于希格斯粒子到不可见和奇异衰变的物理测量,探索新物理的黄金通道,一对一的对应可以将发现能力提高10%到两倍。本研究证明了在电子-正电子希格斯工厂进行一对一对应重建的必要性和可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
One-to-one correspondence reconstruction at the electron-positron Higgs factory
We propose one-to-one correspondence reconstruction for electron-positron Higgs factories. For each visible particle, one-to-one correspondence aims to associate relevant detector hits with only one reconstructed particle and accurately identify its species. To achieve this goal, we develop a novel detector concept featuring 5-dimensional calorimetry that provides spatial, energy, and time measurements for each hit, and a reconstruction framework that combines state-of-the-art particle flow and machine learning algorithms. In the benchmark process of Higgs to di-jets, over 91% of visible energy can be successfully mapped into well-reconstructed particles that not only maintain a one-to-one correspondence relationship but also associate with the correct combination of cluster and track, improving the invariant mass resolution of hadronically decayed Higgs bosons by 25%. Performing simultaneous identification on these well-reconstructed particles, we observe efficiencies of 97% to nearly 100% for charged particles (e±, μ±, π±, K±, p/p¯) and photons (γ), and 75% to 80% for neutral hadrons (KL0, n, n¯). For physics measurements of Higgs to invisible and exotic decays, golden channels to probe new physics, one-to-one correspondence could enhance discovery power by 10% to up to a factor of two. This study demonstrates the necessity and feasibility of one-to-one correspondence reconstruction at electron-positron Higgs factories.
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来源期刊
Computer Physics Communications
Computer Physics Communications 物理-计算机:跨学科应用
CiteScore
12.10
自引率
3.20%
发文量
287
审稿时长
5.3 months
期刊介绍: The focus of CPC is on contemporary computational methods and techniques and their implementation, the effectiveness of which will normally be evidenced by the author(s) within the context of a substantive problem in physics. Within this setting CPC publishes two types of paper. Computer Programs in Physics (CPiP) These papers describe significant computer programs to be archived in the CPC Program Library which is held in the Mendeley Data repository. The submitted software must be covered by an approved open source licence. Papers and associated computer programs that address a problem of contemporary interest in physics that cannot be solved by current software are particularly encouraged. Computational Physics Papers (CP) These are research papers in, but are not limited to, the following themes across computational physics and related disciplines. mathematical and numerical methods and algorithms; computational models including those associated with the design, control and analysis of experiments; and algebraic computation. Each will normally include software implementation and performance details. The software implementation should, ideally, be available via GitHub, Zenodo or an institutional repository.In addition, research papers on the impact of advanced computer architecture and special purpose computers on computing in the physical sciences and software topics related to, and of importance in, the physical sciences may be considered.
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