Reduced-resolution beamforming: lowering the computational cost for pulsar and technosignature surveys

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL
D. C. Price
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Abstract

In radio astronomy, the science output of a telescope is often limited by computational resources. This is especially true for transient and technosignature surveys that need to search high-resolution data across a large parameter space. The tremendous data volumes produced by modern radio array telescopes exacerbate these processing challenges. Here, we introduce a ‘reduced-resolution’ beamforming approach to alleviate downstream processing requirements. Our approach, based on post-correlation beamforming, allows sensitivity to be traded against the number of beams needed to cover a given survey area. Using the MeerKAT and Murchison Widefield Array telescopes as examples, we show that survey speed can be vastly increased, and downstream signal processing requirements vastly decreased, if a moderate sacrifice to sensitivity is allowed. We show the reduced-resolution beamforming technique is intimately related to standard techniques used in synthesis imaging. We suggest that reduced-resolution beamforming should be considered to ease data processing challenges in current and planned searches; further, reduced-resolution beamforming may provide a path to computationally-expensive search strategies previously considered infeasible.
降低分辨率波束成形:降低脉冲星和技术信号勘测的计算成本
在射电天文学中,望远镜的科学产出往往受到计算资源的限制。对于需要在大参数空间搜索高分辨率数据的瞬变和技术特征巡天来说,情况尤其如此。现代射电阵列望远镜产生的巨大数据量加剧了这些处理难题。在此,我们介绍一种 "降低分辨率 "波束成形方法,以减轻下游处理要求。我们的方法以后相关波束成形为基础,可以将灵敏度与覆盖特定勘测区域所需的波束数量进行权衡。以 MeerKAT 和默奇森宽视场阵列望远镜为例,我们表明,如果允许适度牺牲灵敏度,勘测速度可以大大提高,下游信号处理要求也会大大降低。我们表明,降低分辨率波束成形技术与合成成像中使用的标准技术密切相关。我们建议应考虑降低分辨率波束成形技术,以缓解当前和计划中的搜索所面临的数据处理挑战;此外,降低分辨率波束成形技术可能会为以前被认为不可行的计算密集型搜索策略提供一条途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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