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arXiv 2305.03751hep-phhep-exhep-th
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对撞机几何的谱度量

A Spectral Metric for Collider Geometry

Andrew J. Larkoski, Jesse Thaler

AI总结:

本文提出用编码粒子角度与能量乘积的谱函数表示对撞机事件,并基于一维最优传输定义事件间度量,从而将对撞机数据分析转化为计算几何问题,并给出微扰论及部分子簇射中的度量距离分布预测。

摘要:

通过量化两个对撞机事件之间的距离,可以三角化一个度量空间,并将对撞机数据分析重新表述为计算几何。一种流行的几何方法是首先将事件表示为理想化天球上的能量流,然后在二维最优传输的意义上定义度量。在本文中,我们主张用谱函数来表示事件,该谱函数编码了成对粒子角度与粒子能量乘积,从而能够用一维最优传输来定义度量距离。这种方法的一个优点是自动纳入数据中明显的等距变换,例如绕对撞束轴的旋转。由于一维最优传输存在简单的闭式表达式,它也有助于第一性原理计算。在忽略等距变换和测度为零的事件集合的情况下,谱表示是唯一的,因此谱函数空间上的度量就是事件空间上的度量。在正负电子对撞的微扰论最低阶,我们的度量就是两个事件半球的平方不变质量之和。在更高阶上,我们给出了喷注之间度量距离分布在固定阶微扰论、重求和微扰论以及部分子簇射产生器中的预测。最后,我们推测谱方法是否可以为量子场论空间提供一个有用的度量。

英文摘要:

By quantifying the distance between two collider events, one can triangulate a metric space and reframe collider data analysis as computational geometry. One popular geometric approach is to first represent events as an energy flow on an idealized celestial sphere and then define the metric in terms of optimal transport in two dimensions. In this paper, we advocate for representing events in terms of a spectral function that encodes pairwise particle angles and products of particle energies, which enables a metric distance defined in terms of one-dimensional optimal transport. This approach has the advantage of automatically incorporating obvious isometries of the data, like rotations about the colliding beam axis. It also facilitates first-principles calculations, since there are simple closed-form expressions for optimal transport in one dimension. Up to isometries and event sets of measure zero, the spectral representation is unique, so the metric on the space of spectral functions is a metric on the space of events. At lowest order in perturbation theory in electron-positron collisions, our metric is simply the summed squared invariant masses of the two event hemispheres. Going to higher orders, we present predictions for the distribution of metric distances between jets in fixed-order and resummed perturbation theory as well as in parton-shower generators. Finally, we speculate on whether the spectral approach could furnish a useful metric on the space of quantum field theories.

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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