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arXiv 2409.20487astro-ph.HEastro-ph.IM
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使用gammapy的统一多波长数据分析工作流:约束FSRQ OP 313的宽带发射

A Unified Multi-Wavelength Data Analysis Workflow with gammapy. Constraining the Broadband Emission of FSRQ OP 313

M. Nievas Rosillo, F. Acero, J. Otero-Santos, M. Vazquez Acosta, R. Terrier, D. Morcuende, A. Arbet-Engels

AI总结:

本研究提出基于gammapy和开放数据格式的多波长前向折叠数据分析统一框架,解决了传统仪器专有软件难以整合的问题,并成功应用于类星体OP 313的光学至伽马射线宽带发射建模与验证。

摘要:

平谱射电类星体OP 313于2023年11月进入增强活动期,此后经历了多次耀发,这促成了几次大型多波长观测活动的组织,包括来自硬X射线望远镜NuSTAR的两次深度观测。在新的统一分析框架下,研究了OP 313在这两次观测期间的宽带发射,数据涵盖从光学到伽马射线波段。分析耀变体发射的传统方法通常依赖于为特定仪器定制的专有软件,这使得全面整合和解释多波长活动的数据具有挑战性。本研究展示了利用开源Python包gammapy以及最初为伽马射线仪器开发的通用数据格式,进行一致的多仪器分析的可行性。这使得前向折叠方法得以实现,该方法完全纳入了源观测、探测器响应以及各种仪器和天体物理背景。该方法作为示例应用于从遥远类星体OP 313收集的近期数据。我们为包括Liverpool Telescope的IO:O探测器、Swift-UVOT、Swift-XRT、NuSTAR和Fermi-LAT在内的仪器提供了全面的数据重建和分析。所得的光谱分析结果与各仪器的原生工具进行了验证。此外,还开发了源发射的多波长唯象模型,涵盖光学至伽马射线波段,并纳入了不同能区的吸收分量。我们引入并验证了一个基于gammapy和开放数据格式的多波长前向折叠数据分析新统一框架,展示了其在类星体OP 313光谱数据中的应用。

英文摘要:

The Flat Spectrum Radio Quasar OP~313 entered an enhanced activity phase in November 2023 and has undergone multiple flares since then which have motivated the organisation of several large multi-wavelength campaigns, including two deep observations from the hard X-ray telescope NuSTAR. The broadband emission from OP~313 during these two observations is investigated under a new unified analysis framework, with data spanning from optical to gamma rays. Traditional methods for analyzing blazar emissions often rely on proprietary software tailored to specific instruments, making it challenging to integrate and interpret data from multi-wavelength campaigns comprehensively. This study demonstrates the feasibility of utilizing gammapy, an open-source Python package, and common data formats originally developed for gamma-ray instrumentation, to perform a consistent multi-instrument analysis. This enables a forward folding approach that fully incorporates source observations, detector responses, and various instrumental and astrophysical backgrounds. The methodology is applied as an example to recent data collected from the distant quasar OP~313. We present a comprehensive data reconstruction and analysis for instruments including the Liverpool Telescope's IO:O detector, Swift-UVOT, Swift-XRT, NuSTAR, and Fermi-LAT. The resulting spectral analysis is validated against the native tools for each instrument. Additionally, a multi-wavelength phenomenological model of the source emission, encompassing optical to gamma-ray bands, is developed, incorporating absorption components across different energy regimes. We introduce and validate a new unified framework for multi-wavelength forward folding data analysis based on gammapy and open data formats, demonstrating its application to spectral data from the quasar OP~313.

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