一个改进的OMP算法用于提高阵列天线的抗干扰性能
Mingyuan Gao1, Yan Zhang2, Yueyun Yu1
1College of Big Data and Intelligent Engineering, Southwest Forestry University, Kunming 650224, China.
Sensors (Basel, Switzerland)
|April 13, 2024
概括
使用独立组件分析 (ICA) 的新双门面罩直角匹配追求 (OMP) 算法可在杂的环境中增强阵列天线信号重建. 这种方法显著改善了噪声抑制和算法稳定性,用于精确定位.
科学领域:
- 信号处理 信号处理
- 阵列天线系统
- 雷达技术 雷达技术的使用
背景情况:
- 对于阵列天线雷达系统来说,在杂的环境中精确定位至关重要.
- 直角匹配追求 (OMP) 对于信号重建是有效的,但在噪音条件下很难实现.
研究的目的:
- 引入一个创新的OMP算法,DTM_OMP_ICA,用于在噪音环境中改进信号重建.
- 为了提高阵列天线雷达系统的噪声抑制能力和稳定性.
主要方法:
- 开发了一种基于独立组件分析 (DTM_OMP_ICA) 的双门口罩OMP算法.
- 利用了两个不同的观测基地和一个平均面具策略来消除噪音.
- 应用独立组件分析 (ICA) 以优化OMP框架.
主要成果:
- 与传统的OMP算法相比,DTM_OMP_ICA表现出优异的噪声抑制 (高达96.8%) 和稳定性 (高达99%).
- 该算法在具有挑战性的,杂的环境中有效地拒绝了阵列天线的信号.
- 在实际应用中,DTM_OMP_ICA的性能优于传统的除技术.
结论:
- DTM_OMP_ICA为在杂环境中重建阵列天线信号提供了一种高效有效的解决方案.
- 拟议的方法显著提高了需要精确定位的雷达系统的性能.
- 这项研究为克服信号处理应用中的噪声干扰提供了一个强大的方法.
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