对于近场DOA和范围估计的电磁信息数据模型考虑.
Zohreh Ebadi1, Amir Masoud Molaei2, Muhammad Ali Babar Abbasi2
1Institute of Electronics, Communications, and Information Technology, Queen's University Belfast, BT3 9DT, Belfast, UK. zebadi01@qub.ac.uk.
Scientific reports
|July 3, 2024
概括
准确的近场源定位需要精确的信号建模. 使用精确的电磁模型可以显著提高到达方向和距离准确性,而不是与阵列信号处理中的近似模型相比.
科学领域:
- 阵列信号处理系统的信号处理.
- 电磁学 电磁学 电磁学 电磁学
- 计算物理学的计算物理.
背景情况:
- 近场源定位是阵列信号处理中的一个越来越大的挑战.
- 准确的算法需要考虑波面特征和电磁效应 (如相互合) 的模型.
- 精确的模型,虽然复杂,对于精确的信号表示至关重要.
研究的目的:
- 为了评估多重信号分类 (MUSIC) 定位算法的准确性.
- 为了比较MUSIC的性能,使用精确的电磁模型与近场区域的近似模型进行比较.
主要方法:
- 为了测试MUSIC算法,进行了模拟.
- 该研究使用了精确的电磁模型和简化,近似的信号表示模型.
- 性能根据到达方向 (DOA) 和距离根平均平方误差 (RMSE) 进行评估.
主要成果:
- 基于精确模型的MUSIC算法显著优于使用近似模型的算法.
- 观察到DOA RMSE的13%改善和范围RMSE的57.7%改善与15dB SNR的精确模型.
- 通过精确模型考虑电磁因素可以提高定位的准确性.
结论:
- 与近似模型相比,精确的电磁模型为近场源定位提供了更高的准确性.
- 纳入电磁效应对于开发高性能阵列信号处理算法至关重要.
- 这项研究强调了精确建模对于本地化技术进步的重要性.
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