论文标题

由AMS-02测量的同位素宇宙射线通量的迭代式贝拉斯式展开

Iterative-Bayesian unfolding of isotopic cosmic-ray fluxes measured by AMS-02

论文作者

Bueno, E. F., Barão, F., Vecchi, M.

论文摘要

宇宙射线(CRS)同位素组成的测量提供了对这些颗粒原点和传播的理解,即CR源光谱,传播过程和银河系光环大小。自2011年5月以来,Alpha磁光谱仪(AMS-02)是国际空间站上运行的CR检测器,由于其精确确定了其飞行时间(TOF)和环成像Cherenkov(Rich)检测器,因此具有执行这些测量的能力。对数据的正确解释需要从仪器效应中对测量值进行反驳。 AMS-02的独特设计,其中一个以上的子检测器用于测量相同的通量,需要一种新的方法来展现测得的通量。在这项工作中,我们描述了一种在AMS-02中的同位素通量测量的背景下应用的迭代bayesian展开方法。使用基于先前测量值和完整检测器响应函数的模拟通量来评估该方法的准确性。我们为检测器响应函数引入了一种非参数正则化方法,以及单个平滑的先验通量,涵盖了两个检测器TOF和RICTOR的测量范围。另外,还显示了对方法性能的估计以及对方法的性能的讨论,表明该方法是快速可靠的,可以在完整的能量范围内恢复真正的通量。

The measurement of the isotopic composition of cosmic rays (CRs) provides essential insights the understanding of the origin and propagation of these particles, namely the CR source spectra, the propagation processes and the galactic halo size. The Alpha Magnetic Spectrometer (AMS-02), a CR detector operating aboard the International Space Station since May 2011, has the capability of performing these measurements due to its precise determination of the velocity provided by its Time of Flight (TOF) and Ring Imaging Cherenkov (RICH) detector. The correct interpretation of the data requires the measurements to be deconvoluted from the instrumental effects. The unique design of AMS-02, with more than one subdetector being used to measure the same flux, requires a novel approach to unfold the measured fluxes. In this work, we describe an iterative-Bayesian unfolding method applied in the context of isotopic flux measurements in AMS-02. The accuracy of the method is assessed using a simulated flux based on previous measurements and a full detector response function. We introduce a non-parametric regularization method for the detector response functions, as well as a single, smooth prior flux covering the full range of measurements from both detectors, TOF and RICH. In addition, the estimation of the errors and a discussion about the performance of the method are also shown, demonstrating that the method is fast and reliable, allowing for the recovery of the true fluxes in the full energy range.

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