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arXiv 2409.03232astro-ph.COastro-ph.IM
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利用默奇森宽场阵列缓解再电离纪元实验系统误差的策略

Strategy for mitigation of systematics for EoR experiments with the Murchison Widefield Array

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

AI总结:

针对MWA Phase I的EoR 21厘米观测,本文提出利用流程数据产品构建统计准则与滤波器,在中间阶段剔除故障天线、RFI污染通道等系统误差,最终保留18%、共58小时高质量数据。

摘要:

21厘米信号观测面临重大挑战,因为明亮的天体物理前景辐射比氢线亮度高出数个数量级,同时还存在各种系统误差。成功的21厘米实验需要精确的校准和前景缓解。校准过程中引入的误差(例如系统误差)会破坏前景固有的频率平滑性,导致功率泄漏到再电离纪元(EoR)窗口中。因此,必须制定策略以有效应对这些挑战。在本工作中,我们采用严格的方法来识别和处理疑似系统误差,包括故障天线、受射频干扰(RFI)污染的频率通道以及其他主导效应。我们实施了一个统计框架,利用数据处理流程中的各种数据产品来导出特定的准则和滤波器。这些准则和滤波器在中间阶段应用,以缓解系统误差从数据处理早期阶段的传播。我们的分析聚焦于默奇森宽场阵列(MWA)Phase I配置的观测。在由该流程处理的观测中,我们的方法选择了18%(总计58小时)系统误差较少的观测。成功筛选出系统误差主导性降低的观测,增强了我们实现21厘米测量的信心。

英文摘要:

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.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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