论文标题

高能天体物理学数据的背景拆卸方法的概率方法

A Probabilistic Method of Background Removal for High Energy Astrophysics Data

论文作者

Ehlert, Steven, Chen, Chien-Ting, Swartz, Doug A., Hickox, Ryan C., Lutovinov, Alexander A., Semena, Andrey N., Krivonos, Roman, Shtykovsky, Andrey E., Tkachenko, Alexey

论文摘要

我们提出了一种新的统计方法,用于构建背景从X射线和伽马射线观测器收集的事件列表数据中减去测量值。该方法最初是为了构建图像而开发的,这些图像可以解释高度级分和较低的总计数率,但在来自Mikhail Pavlinsky Art-XC望远镜的调查数据中观察到的图像,尽管数学基金会有效,但与其他成像教授和分析应用程序有效,尽管数学上的基础有效。该方法充分说明了天空光子和非X射线背景计数速率的预期泊松波动,并不会导致非物理负数。我们为源计数的任意置信区间的公式得出了公式,并表明我们的新测量值完全收敛于高信号限制的标准背景减法计算。利用这些结果,我们讨论了一些图像的几种变体,旨在优化尖头和转击望远镜的不同科学目标。使用ART-XC观察到的Galaxy群集的逼真的模拟数据,我们表明,与标准背景减法相比,我们的方法对群集发射的检测提供了更为重要,更强大的检测。我们还使用对ART-XC望远镜的点源的真实观察来证明其优势。这些计算可能对使用高能量望远镜观察到的许多源类别具有广泛的应用。

We present a new statistical method for constructing background subtracted measurements from event list data gathered by X-ray and gamma ray observatories. This method was initially developed specifically to construct images that account for the high background fraction and low overall count rates observed in survey data from the Mikhail Pavlinsky ART-XC telescope aboard the Spektrum Röntgen Gamma (SRG) mission, although the mathematical underpinnings are valid for data taken with other imaging missions and analysis applications. This method fully accounts for the expected Poisson fluctuations in both the sky photon and non X-ray background count rates in a manner that does not result in unphysical negative counts. We derive the formulae for arbitrary confidence intervals for the source counts and show that our new measurement converges exactly to the standard background subtraction calculation in the high signal limit. Utilizing these results, we discuss several variants of images designed to optimize different science goals for both pointed and slewing telescopes. Using realistic simulated data of a galaxy cluster as observed by ART-XC we show that our method provides a more significant and robust detection of the cluster emission as compared to a standard background subtraction. We also demonstrate its advantages using real observations of a point source from the ART-XC telescope. These calculations may have widespread applications for a number of source classes observed with high energy telescopes.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源