论文标题
毫秒的节奏射频干扰过滤器
Millisecond Cadence Radio Frequency Interference Filters
论文作者
论文摘要
射频干扰(RFI)大大降低了无线电观察到对天体物理信号的敏感性,并在搜索无线电瞬变时创建了假阳性候选者。丢失了真正的信号,而需要大量的计算和人力资源来删除RFI候选者。在瞬态天体物理学的背景下,这使得有效的RFI去除对于有效搜索快速无线电爆发和脉冲星至关重要。射电望远镜通常以足够高的速度采样,以至于沿瞬态脉冲有数十万到数百个样品。缓解技术应在此时间表上消除RFI,以解释不断变化的射频环境。我们评估了三个过滤器的有效性以及三个过滤器的复合材料,这些滤波器在记录数据的节奏时会激发RFI。这些过滤器中的每一个都在不同的域中运行,因此作为不同的RFI形态进行切除。我们在三种不同的情况下分析了这四个过滤器的性能:(i)高斯噪声中的合成脉冲; (ii)注入实际数据的合成脉冲; (iii)四个脉冲星观测。从这些测试中,我们可以深入了解过滤器如何影响脉冲和噪声水平。这允许使用基于RFI的存在以及源信号的特性来概述哪些和如何使用过滤器。我们通过标记一小部分频谱来显示,我们可以大大提高公交观测的质量。
Radio Frequency Interference (RFI) greatly reduces sensitivity of radio observations to astrophysical signals and creates false positive candidates in searches for radio transients. Real signals are missed while considerable computational and human resources are needed to remove RFI candidates. In the context of transient astrophysics, this makes effective RFI removal vital to effective searches for fast radio bursts and pulsars. Radio telescopes typically sample at rates that are high enough for there to be tens to hundreds of samples along the transient's pulse. Mitigation techniques should excise RFI on this timescale to account for a changing radio frequency environment. We evaluate the effectiveness of three filters, as well as a composite of the three, that excises RFI at the cadence that the data are recorded. Each of these filters operates in a different domain and thus excises as a different RFI morphology. We analyze the performance of these four filters in three different situations: (I) synthetic pulses in Gaussian noise; (II) synthetic pulses injected into real data; (III) four pulsar observations. From these tests, we gain insight into how the filters affect both the pulse and the noise level. This allows use to outline which and how the filters should be used based on the RFI present and the characteristics of the source signal. We show by flagging a small percentage of the spectrum we can substantially improve the quality of transit observations.