利用默奇森宽视场阵列减轻 EoR 实验系统性的战略

Chuneeta D. Nunhokee, Dev Null, Cathryn M. Trott, Christopher H. Jordan, Jack B. Line, Randall Wayth, Nichole Barry
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引用次数: 0

摘要

由于比氢线亮度高几个数量级的亮物理前景以及各种系统性,21 厘米信号的观测面临着巨大的挑战。成功的 21 厘米实验需要精确的校准和前景减缓。校准过程中引入的误差(如系统学)会破坏前景的固有频率平滑性,导致能量泄漏到再电离纪元(EoR)窗口。因此,必须制定策略来有效应对这些挑战。在这项工作中,我们采用了一种严格的方法来识别和解决可疑的系统学问题,包括天线故障、频率信道被射频干扰(RFI)破坏以及其他主要影响。我们实施了一个统计框架,利用数据处理管道中的各种数据产品来推导出特定的标准和过滤器。这些标准和滤波器应用于中间阶段,以减轻数据处理早期阶段的系统传播。我们的分析侧重于默奇森宽视场阵列(MWA)第一阶段配置的观测数据。在管道处理过的观测数据中,我们的方法选择了18%,共58小时的观测数据,这些观测数据表现出较少的系统效应。成功选取系统性影响较小的观测数据增强了我们实现 21 厘米测量的信心。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Strategy for mitigation of systematics for EoR experiments with the Murchison Widefield Array
Observations of the 21 cm signal face significant challenges due to bright astrophysical foregrounds that are several orders of magnitude higher than the brightness of the hydrogen line, along with various systematics. Successful 21 cm experiments require accurate calibration and foreground mitigation. Errors introduced during the calibration process such as systematics, can disrupt the intrinsic frequency smoothness of the foregrounds, leading to power leakage into the Epoch of Reionisation (EoR) window. Therefore, it is essential to develop strategies to effectively address these challenges. In this work, we adopt a stringent approach to identify and address suspected systematics, including malfunctioning antennas, frequency channels corrupted by radio frequency interference (RFI), and other dominant effects. We implement a statistical framework that utilises various data products from the data processing pipeline to derive specific criteria and filters. These criteria and filters are applied at intermediate stages to mitigate systematic propagation from the early stages of data processing. Our analysis focuses on observations from the Murchison Widefield Array (MWA) Phase I configuration. Out of the observations processed by the pipeline, our approach selects 18%, totalling 58 hours, that exhibit fewer systematic effects. The successful selection of observations with reduced systematic dominance enhances our confidence in achieving 21 cm measurements.
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