标定和定位误差对Hi 21cm信号天体物理参数的影响

IF 5.9 2区 物理与天体物理 Q1 ASTRONOMY & ASTROPHYSICS
Anshuman Tripathi, Abhirup Datta, Aishrila Mazumder and Suman Majumdar
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引用次数: 0

摘要

再电离时代(EoR)和宇宙黎明时期(CD)是宇宙最初10亿年的关键阶段,对宇宙结构的发展产生了重大影响。探测来自这些时期的红移21厘米信号是具有挑战性的,因为它们具有明显更强的天体物理前景和系统学的存在。这项工作使用了21cm的E2E(端到端)管道,随后采用[1]描述的模拟方法对一个模拟天空模型进行了综合观测,该模型包括了21cm的红移信号和前景。利用人工神经网络(ANN)和贝叶斯技术构建了一个框架,从测量的功率谱中直接推断天体物理参数。这种方法消除了在SKA-Low等干涉阵列中明确的望远镜布局效应校正的需要。本文研究了增益校准误差和天空模型位置误差对SKA-Low AA^∗阵列配置的红移21 cm功率谱恢复的影响。我们评估了这些误差对推断出的天体物理参数的影响,并建立了可接受的容忍水平。根据我们的结果,理想信号检测的增益校准误差容限为0.001%。但是,如果天空模型的位置误差超过0.048弧秒,则剩余的前景会模糊目标信号。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impact of calibration and position errors on astrophysical parameters of the Hi 21cm signal
The Epoch of Reionization (EoR) and Cosmic Dawn (CD) are pivotal stages during the first billion years of the universe, exerting a significant influence on the development of cosmic structure. The detection of the redshifted 21-cm signal from these epochs is challenging due to the dominance of significantly stronger astrophysical foregrounds and the presence of systematics. This work used the 21cm E2E (end to end) pipeline, followed by simulation methodology described [1] to conduct synthetic observations of a simulated sky model that includes both the redshifted 21-cm signal and foregrounds. A framework was constructed using Artificial Neural Networks (ANN) and Bayesian techniques to directly deduce astrophysical parameters from the measured power spectrum. This approach eliminates the need for explicit telescope layout effects correction in interferometric arrays such as SKA-Low. The present work investigates the impact of gain calibration errors and sky model position errors on the recovery of the redshifted 21-cm power spectrum for the SKA-Low AA^∗ array configuration. We assessed the effects of these inaccuracies on the deduced astrophysical parameters and established acceptable tolerance levels. Based on our results, the gain calibration error tolerance for ideal signal detection is 0.001 %. However, if the sky model position errors exceed 0.048 arcseconds, the remaining foregrounds would obscure the target signal.
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来源期刊
Journal of Cosmology and Astroparticle Physics
Journal of Cosmology and Astroparticle Physics 地学天文-天文与天体物理
CiteScore
10.20
自引率
23.40%
发文量
632
审稿时长
1 months
期刊介绍: Journal of Cosmology and Astroparticle Physics (JCAP) encompasses theoretical, observational and experimental areas as well as computation and simulation. The journal covers the latest developments in the theory of all fundamental interactions and their cosmological implications (e.g. M-theory and cosmology, brane cosmology). JCAP''s coverage also includes topics such as formation, dynamics and clustering of galaxies, pre-galactic star formation, x-ray astronomy, radio astronomy, gravitational lensing, active galactic nuclei, intergalactic and interstellar matter.
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