基于原始RF I/Q分布特征的异常电磁监测和电磁频谱数据补充方法
Yupei Fan1, Zhenjia Chen2,3, Ting Su1
1School of Information and Communication Engineering, Hainan University, Haikou, China.
Scientific reports
|November 20, 2025
概括
这项研究引入了一种新的方法,用于使用射频I/Q数据分布监测电磁干扰. 与传统的能量检测相比,新方法增强了弱信号检测,提高了频谱利用率.
科学领域:
- 电气工程 电气工程
- 信号处理 信号处理
- 无线通信无线通信
背景情况:
- 有效管理电磁频谱资源对于优化无线通信至关重要.
- 传统的能量检测方法与弱信号和背景噪声作斗争,限制了频谱利用.
- 干扰和噪音显著降低了无线通信性能和频谱效率.
研究的目的:
- 开发一种改进的电磁干扰监测方法,以提高频谱利用率.
- 解决传统能量检测在识别弱电磁干扰方面的局限性.
- 提高复杂环境中异常电磁光谱的检测能力.
主要方法:
- 提出基于原始射频 (RF) I/Q数据的分布特征的电磁干扰监测技术.
- 使用RF I/Q组件重量的累积距离参数来检测异常的电磁频谱波动.
- 实施一种利用四分位分布特征的电磁频谱数据完成方法.
主要成果:
- 与能量检测方法相比,拟议的算法表明复杂性降低.
- 该方法有效地提高了对弱电磁干扰的检测.
- 数据完成技术的平均相对误差小于0.002,提高了监控能力.
结论:
- 这种基于射频I/Q数据分布特征的新方法显著改善了电磁干扰检测.
- 该方法为复杂环境中监测异常电磁光谱提供了更有效的解决方案.
- 这项研究有助于更好的频谱利用和无线通信可靠性.
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