$\chi^2$ from Redundant Calibration as a Tool in the Detection of Faint Radio-frequency Interference

TL;DR

This paper introduces a novel $ ext{chi}^2$-based method from redundant calibration for detecting faint radio-frequency interference, complementing existing algorithms and revealing previously undetected RFI in 21 cm Epoch of Reionization research.

Contribution

The paper presents a new $ ext{chi}^2$ metric-based RFI detection algorithm that identifies faint RFI undetected by current methods, enhancing RFI flagging capabilities.

Findings

$ ext{chi}^2$ detects 18 ext{.0 ext{ extbackslash}%}$ of observations with RFI.

$ ext{chi}^2$ alone detects 10.2 ext{ extbackslash}% of total observations.

$ ext{chi}^2$ identifies RFI undetected by SSINS and AOFlagger.

Abstract

Radio-frequency interference detection and flagging is one of the most difficult and urgent problems in 21 cm Epoch of Reionization research. In this work, we present $\chi^2$ from redundant calibration as a novel method for RFI detection and flagging, demonstrating it to be complementary to current state-of-the-art flagging algorithms. Beginning with a brief overview of redundant calibration and the meaning of the $\chi^2$ metric, we demonstrate a two-step RFI flagging algorithm which uses the values of this metric to detect faint RFI. We find that roughly 27.4\% of observations have RFI from digital television channel 7 detected by at least one algorithm of the three tested: 18.0\% of observations are flagged by the novel $\chi^2$ algorithm, 16.5\% are flagged by SSINS, and 6.8\% are flagged by AOFlagger (there is significant overlap in these percentages). Of the 27.4\% of observations with detected DTV channel 7 RFI, 37.1\% (10.2\% of the total observations) are detected by $\chi^2$ alone, and not by either SSINS or AOFlagger, demonstrating a significant population of as-yet undetected RFI. We find that $\chi^2$ is able to detect RFI events which remain undetectable to SSINS and AOFlagger, especially in the domain of long-duration, weak RFI from digital television. We also discuss the shortcomings of this approach, and discuss examples of RFI which seems undetectable using $\chi^2$ while being successfully flagged by SSINS and/or AOFlagger.