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改进的空间平滑MUSIC算法的DOA估计研究

OA estimation based on improved spatially smoothed MUSIC algorithm

中文摘要英文摘要

OA估计在阵列信号处理中是一个关键领域,其中MUSIC算法是一种经典的用于非相干信源的高分辨率算法。然而,当处理完全相干的两个信源时,MUSIC算法失去了分辨能力。因此,我们进一步研究了适用于相干源的超分辨算法,特别是空间平滑MUSIC算法。但空间平滑MUSIC算法由于减小阵列孔径导致所有的信号受限制,同时也存在估计精度较低的问题,为此提出一种改进的空间平滑MUSIC算法来解决以上问题,仿真结果表明改进后的空间平滑MUSIC算法性能更优。

OA estimation is a key field in array signal processing, among which the MUSIC algorithm is a classic high-resolution algorithm for incoherent sources. However, when dealing with two completely coherent sources, the MUSIC algorithm loses its resolution ability. Therefore, we further studied super-resolution algorithms suitable for coherent sources, especially the spatially smooth MUSIC algorithm.However, the spatial smoothing MUSIC algorithm is limited in all signals due to the reduction of array aperture, and also has the problem of low estimation accuracy. Therefore, an improved spatial smoothing MUSIC algorithm is proposed to solve the above problems. Simulation results show that the improved spatial smoothing MUSIC algorithm performs better.

任帅豪、邓中亮

雷达

OA估计MUSIC算法相干信号空间平滑

OA estimationMUSIC algorithmCoherent signalsSpatial smoothing

任帅豪,邓中亮.改进的空间平滑MUSIC算法的DOA估计研究[EB/OL].(2024-02-06)[2025-05-05].http://www.paper.edu.cn/releasepaper/content/202402-63.点此复制

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