一个灵活的设计策略,为三个元素的非统一的线性数组
Andrea Quirini1, Francesca Filippini1, Carlo Bongioanni1
1Department of Information Engineering, Electronics and Telecommunications DIET, Sapienza University of Rome, Via Eudossiana, 18, 00184 Rome, Italy.
Sensors (Basel, Switzerland)
|July 11, 2023
概括
本研究提出了非均线性数组 (NULA) 的新设计策略,以使用更少的传感器准确估计到达方向 (DoA). 该方法通过控制异常值的错误来提高准确性,使其成为低成本应用的理想选择.
科学领域:
- 信号处理 信号处理
- 阵列信号处理 阵列信号处理
- 电磁学 电磁学 电磁学 电磁学
背景情况:
- 到达方向 (DoA) 估计对于源定位至关重要.
- 不统一的线性数组 (NULA) 在使用更少的元素时提供了精度的优势.
- 最大概率估计器 (MLE) 的性能随着异常值而下降,特别是在非对称的信号噪声比 (SNR) 区域.
研究的目的:
- 提出一个灵活的设计策略,为一个三元的NULA提供强大的DoA估计.
- 通过减轻对MLE的异常值效应来提高DoA的准确性.
- 开发适合低成本被动本地化系统的设计方法.
主要方法:
- 利用来自不同传感器间距的空间多样性.
- 限制最大对错误概率以控制异常值的影响.
- 定义一个允许的区域为阵列选择,并结合实际约束 (元素大小,定位精度).
主要成果:
- 拟议的NULA设计策略与传统方法相比,提高了DoA估计的准确性.
- 约束式设计有效地管理因异常值引起的错误.
- 实验结果验证了拟议的NULA配置的增强性能.
结论:
- 灵活的NULA设计策略为DoA估计提供了强大而准确的方法.
- 这种方法对于需要高精度的低成本被动本地化系统尤其有利.
- 该方法在传统的NULA设计中表现出优越的性能,特别是在具有挑战性的SNR条件下.
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