Reference antenna-based subspace tracking for RFI mitigation in radio astronomy

G. Hellbourg, A. Chippendale, M. Kesteven, B. Jeffs
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引用次数: 11

Abstract

Interference mitigation is becoming necessary to make radio astronomy work in bands that are heavily used to support our modern lives. It is becoming particularly difficult to work at frequencies between 1100 MHz and 1300 MHz that are rapidly filling up with satellite navigation signals. Antenna array radio telescopes present the possibility of applying spatial Radio Frequency Interference (RFI) mitigation. Spatial filtering techniques for RFI mitigation have been introduced to radio astronomy in the last decades. The success of these techniques relies on accurately estimating the RFI spatial signature (or RFI subspace). The use of a reference antenna steering at the RFI sources provides a good estimation of the RFI subspace when correlated with an array radio telescope. However, predicting the evolution of this subspace with time is necessary in a multiple RFI scenario, when only a single RFI source can be monitored at a time with the reference antenna. This paper introduces a subspace tracking approach, based on the power method applied to covariance data. The RFI spatial signature estimates provided by the reference antenna are used to initialize the power method to support a faster convergence. Practical examples are shown, applying the method to real data from a single 188 element phased array feed designed for the Australian Square Kilometre Array Pathfinder (ASKAP) telescope.
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射电天文学中基于参考天线的子空间跟踪减少射频干扰
为了使射电天文学在我们现代生活中大量使用的波段内工作,减少干扰正变得越来越必要。在1100兆赫和1300兆赫之间的频率上工作变得特别困难,因为卫星导航信号很快就会被填满。天线阵列射电望远镜提供了应用空间射频干扰(RFI)缓解的可能性。在过去的几十年里,射电天文学已经引入了用于减少射频干扰的空间滤波技术。这些技术的成功依赖于对RFI空间签名(或RFI子空间)的准确估计。当与阵列射电望远镜相关时,在RFI源处使用参考天线转向提供了对RFI子空间的良好估计。然而,在多RFI场景中,当参考天线一次只能监测单个RFI源时,预测该子空间随时间的演变是必要的。本文介绍了一种基于幂方法的子空间跟踪方法,该方法应用于协方差数据。参考天线提供的RFI空间特征估计用于初始化功率方法,以支持更快的收敛。最后给出了将该方法应用于澳大利亚平方公里阵列探路者(ASKAP)望远镜设计的188元相控阵馈电的实际数据的实例。
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