{"title":"微调窄带SETI信号处理管道","authors":"Kenneth M. Houston","doi":"10.1016/j.actaastro.2025.08.024","DOIUrl":null,"url":null,"abstract":"<div><div>A narrowband radio frequency Search for Extraterrestrial Intelligence (SETI) presumes a long-duration (<span><math><mo>≈</mo></math></span>minutes), low bandwidth (<span><math><mrow><mo>≈</mo><mi>Hz</mi></mrow></math></span>) beacon or incidental transmitted signal that would be unlikely to occur in the natural world: a technosignature. A constant-frequency signal at the transmitter will drift in frequency on reception due to relative accelerations between the transmitter and receiver. Drift rates will be proportional to center frequency, e.g. up to <span><math><mo>±</mo></math></span>0.44 Hz/s/GHz (Li et al. 2023). The typical signal processing pipeline involves creation of spectrograms over a wide bandwidth (up to 1 GHz) with Hz-level frequency resolution, followed by De-Doppler integration, which integrates energy over linearly-drifting tracks in the time–frequency plane.</div><div>Search capabilities have greatly expanded over recent years to include interferometric radio telescopes and aperture arrays (MeerKAT, VLA, MWA), commensal observing, and GPU-augmented server racks. However, the key detection algorithms in the dominant SETI search code used by Breakthrough Listen (BL) researchers have not been updated in spite of many works describing shortcomings. While updates by BL are in progress, it is important to review key design issues to be sure they are addressed.</div><div>In this paper, improvements to the BL algorithms and their implementation are discussed. Topics include: (1) an improved spectrogram normalization method for accurate threshold determination, (2) reducing spectrogram compression to avoid sensitivity losses, and (3) comparison of the commonly-used Taylor De-Doppler method to the fastDD algorithm (Houston, 2023). Reduced SNR losses on the order of 4–8 dB should be possible at high drift rates by optimizing averaging parameters. In addition, potential future post-detection pipeline enhancements are described, such as radio-frequency interference rejection, direction-of-arrival estimation, and waveform extraction.</div></div>","PeriodicalId":44971,"journal":{"name":"Acta Astronautica","volume":"237 ","pages":"Pages 127-140"},"PeriodicalIF":3.4000,"publicationDate":"2025-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Fine-tuning a narrowband SETI signal processing pipeline\",\"authors\":\"Kenneth M. 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The typical signal processing pipeline involves creation of spectrograms over a wide bandwidth (up to 1 GHz) with Hz-level frequency resolution, followed by De-Doppler integration, which integrates energy over linearly-drifting tracks in the time–frequency plane.</div><div>Search capabilities have greatly expanded over recent years to include interferometric radio telescopes and aperture arrays (MeerKAT, VLA, MWA), commensal observing, and GPU-augmented server racks. However, the key detection algorithms in the dominant SETI search code used by Breakthrough Listen (BL) researchers have not been updated in spite of many works describing shortcomings. While updates by BL are in progress, it is important to review key design issues to be sure they are addressed.</div><div>In this paper, improvements to the BL algorithms and their implementation are discussed. Topics include: (1) an improved spectrogram normalization method for accurate threshold determination, (2) reducing spectrogram compression to avoid sensitivity losses, and (3) comparison of the commonly-used Taylor De-Doppler method to the fastDD algorithm (Houston, 2023). Reduced SNR losses on the order of 4–8 dB should be possible at high drift rates by optimizing averaging parameters. 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引用次数: 0
摘要
窄带无线电频率搜寻地外智能(SETI)假定一个长时间(≈分钟)、低带宽(≈Hz)的信标或偶然传输的信号,这在自然界中是不太可能发生的:一种技术签名。由于发射器和接收器之间的相对加速度,发射器处的恒频信号在接收时频率会发生漂移。漂移率将与中心频率成正比,例如高达±0.44 Hz/s/GHz (Li et al. 2023)。典型的信号处理流程包括在宽带宽(高达1ghz)上以hz级频率分辨率创建频谱图,然后进行去多普勒积分,将时间-频率平面上线性漂移轨迹上的能量集成在一起。近年来,搜索能力已经大大扩展,包括干涉射电望远镜和孔径阵列(MeerKAT、VLA、MWA)、共观测和gpu增强服务器机架。然而,突破聆听(BL)研究人员使用的主要SETI搜索代码中的关键检测算法尚未更新,尽管许多工作描述了缺点。虽然BL正在进行更新,但重要的是要审查关键的设计问题,以确保它们得到解决。本文讨论了BL算法的改进及其实现。主题包括:(1)改进的谱图归一化方法以准确确定阈值;(2)减少谱图压缩以避免灵敏度损失;(3)常用的Taylor De-Doppler方法与fastDD算法的比较(Houston, 2023)。通过优化平均参数,可以在高漂移率下降低4-8 dB的信噪比损失。此外,还描述了潜在的未来检测后管道增强功能,如射频干扰抑制、到达方向估计和波形提取。
Fine-tuning a narrowband SETI signal processing pipeline
A narrowband radio frequency Search for Extraterrestrial Intelligence (SETI) presumes a long-duration (minutes), low bandwidth () beacon or incidental transmitted signal that would be unlikely to occur in the natural world: a technosignature. A constant-frequency signal at the transmitter will drift in frequency on reception due to relative accelerations between the transmitter and receiver. Drift rates will be proportional to center frequency, e.g. up to 0.44 Hz/s/GHz (Li et al. 2023). The typical signal processing pipeline involves creation of spectrograms over a wide bandwidth (up to 1 GHz) with Hz-level frequency resolution, followed by De-Doppler integration, which integrates energy over linearly-drifting tracks in the time–frequency plane.
Search capabilities have greatly expanded over recent years to include interferometric radio telescopes and aperture arrays (MeerKAT, VLA, MWA), commensal observing, and GPU-augmented server racks. However, the key detection algorithms in the dominant SETI search code used by Breakthrough Listen (BL) researchers have not been updated in spite of many works describing shortcomings. While updates by BL are in progress, it is important to review key design issues to be sure they are addressed.
In this paper, improvements to the BL algorithms and their implementation are discussed. Topics include: (1) an improved spectrogram normalization method for accurate threshold determination, (2) reducing spectrogram compression to avoid sensitivity losses, and (3) comparison of the commonly-used Taylor De-Doppler method to the fastDD algorithm (Houston, 2023). Reduced SNR losses on the order of 4–8 dB should be possible at high drift rates by optimizing averaging parameters. In addition, potential future post-detection pipeline enhancements are described, such as radio-frequency interference rejection, direction-of-arrival estimation, and waveform extraction.
期刊介绍:
Acta Astronautica is sponsored by the International Academy of Astronautics. Content is based on original contributions in all fields of basic, engineering, life and social space sciences and of space technology related to:
The peaceful scientific exploration of space,
Its exploitation for human welfare and progress,
Conception, design, development and operation of space-borne and Earth-based systems,
In addition to regular issues, the journal publishes selected proceedings of the annual International Astronautical Congress (IAC), transactions of the IAA and special issues on topics of current interest, such as microgravity, space station technology, geostationary orbits, and space economics. Other subject areas include satellite technology, space transportation and communications, space energy, power and propulsion, astrodynamics, extraterrestrial intelligence and Earth observations.