论文标题

整体望远镜的在线数据分析系统

An online data analysis system of INTEGRAL telescope

论文作者

Neronov, A., Savchenko, V., Tramacere, A., Meharga, M., Ferrigno, C., Paltani, S.

论文摘要

在超过17年的太空集成望远镜中,积累了大型数据集,其中包含硬X射线和软伽马射线天文来源的记录。这些数据可以在天文来源的多波长或多理智研究的背景下重复使用,并且必须在长期尺度上保存。我们提供了对硬X射线和软伽马射线源多波长研究的交互式在线积分数据分析系统的科学验证。在线数据分析系统生成了出版物质量的高级数据产品:天空图像,光谱和光曲线,以响应定义分析参数的用户查询,例如源位置,时间和能量间隔和套筒。可以通过Web浏览器界面或应用程序编程接口(API)作为Python软件包请求数据产品。组织的分析工作流程以保存和重复使用各种中间分析产品,以确保毫不延迟获得经常要求的结果。该平台可以部署在任何兼容的基础架构中。我们通过在不同类型的来源(包括明亮的稳定且短暂的银河系来源)以及明亮和弱的可变外乳液外源中重现基准积分结果来报告在线数据分析系统的功能和性能。我们将在线数据分析系统获得的结果与这些来源的先前发布的结果进行了比较。我们将整体在线数据分析视为更一般的基于Web的“数据分析作为服务”方法的演示者,该方法提供了一种有希望的解决方案,可保护和维护有关(多)十年长度尺度的天文望远镜的数据分析工具,并促进了多波长和天文学来源的多流量器研究中数据组合。

During more than 17 years of operation in space INTEGRAL telescope has accumulated large data set that contains records of hard X-ray and soft gamma-ray astronomical sources. These data can be re-used in the context of multi-wavelength or multi-messenger studies of astronomical sources and have to be preserved on long time scales. We present a scientific validation of an interactive online INTEGRAL data analysis system for multi-wavelength studies of hard X-ray and soft gamma-ray sources. The online data analysis system generates publication-quality high-level data products: sky images, spectra and light-curves in response to user queries that define analysis parameters, such as source position, time and energy interval and binning. The data products can be requested via a web browser interface or via Application Programming Interface (API) available as a Python package. The analysis workflow organized to preserve and re-use various intermediate analysis products, ensuring that frequently requested results are available without delay. The platform can be deployed in any compatible infrastructure. We report the functionalities and performance of the online data analysis system by reproducing the benchmark INTEGRAL results on different types of sources, including bright steady and transient Galactic sources, and bright and weak variable extra-galactic sources. We compare the results obtained with the online data analysis system with previously published results on these sources. We consider the INTEGRAL online data analysis as a demonstrator of more general web-based "data analysis as a service" approach that provides a promising solution for preservation and maintenance of data analysis tools of astronomical telescopes on (multi)decade long time scales and facilitates combination of data in multi-wavelength and multi-messenger studies of astronomical sources.

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