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软件定义无线电的弹性通信:机器推理与电磁频谱评估

Resilient Communication for Software Defined Radio: Machine Reasoning and Electromagnetic Spectrum Evaluation.

作者信息

Lyshevski Sergey Edward, Buckley Richard, Feuerstein Christopher

机构信息

Department of Electrical and Microelectronic Engineering, Rochester Institute of Technology, Rochester, NY 14623, USA.

L3Harris Technologies, Rochester, NY 14610, USA.

出版信息

Sensors (Basel). 2025 Mar 14;25(6):1826. doi: 10.3390/s25061826.

Abstract

This paper investigates evaluation methodologies and machine reasoning schemes to analyze dynamic electromagnetic spectrum. We research practical and scalable classification of radio frequency signals across high frequency, very high frequency, ultra high frequency and super high frequency bands. The multi-band software defined radio, software defined mobile networks, and global navigation system receivers accomplish reconfigurable communication. Resilient communication, as well as high-fidelity analysis of extreme and congested electromagnetic spectra, are open problems due to challenges in classification of interference, distortions and adaptive jamming from spatially distributed transmitters and jammers. This paper documents high-fidelity characterization and dynamically reconfigured machine reasoning schemes to ensure the cognitive capabilities of communication systems. Low-fidelity experimental studies substantiate the spectrum evaluation methodology and demonstrate results.

摘要

本文研究了用于分析动态电磁频谱的评估方法和机器推理方案。我们研究了跨越高频、甚高频、超高频和特高频频段的射频信号的实用且可扩展的分类方法。多频段软件定义无线电、软件定义移动网络和全球导航系统接收器实现了可重构通信。由于在对来自空间分布的发射机和干扰器的干扰、失真和自适应干扰进行分类方面存在挑战,弹性通信以及对极端和拥挤电磁频谱的高保真分析仍是未解决的问题。本文记录了高保真特性描述和动态重构的机器推理方案,以确保通信系统的认知能力。低精度实验研究证实了频谱评估方法并展示了结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e48b/11946453/4050a6d2b1ff/sensors-25-01826-g001.jpg

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