Persymmetric direction detector for range-spread target in subspace interference plus homogeneous and partially homogeneous clutter

IF 1.4 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Iet Radar Sonar and Navigation Pub Date : 2024-08-27 DOI:10.1049/rsn2.12631
Tian Hua-Fei, Wei Guang-Fen, Jian Tao, Zhou Zhan, Luo Yuan
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Abstract

The problem of detecting the direction of range-spread targets in the presence of subspace interference, along with homogeneous and partially homogeneous Gaussian clutter backgrounds characterised by an unknown persymmetric covariance matrix, is being investigated. It is assumed that the interference subspace is linearly independent of the signal subspace, and the coordinates of both subspaces are unknown. Leveraging the property of persymmetry, the two-step Generalised Likelihood Ratio Test and the two-step Wald test are proposed to formulate three detectors in the presence of subspace interference, homogeneous, and partially homogeneous Gaussian clutter. Theoretical derivations and simulations demonstrate that three proposed detectors maintain a constant false alarm rate with respect to the unknown clutter covariance matrix. In comparison to existing detectors in similar backgrounds, particularly in scenarios with limited training data, these three detectors exhibit superior detection performance.

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子空间干扰加上同质和部分同质杂波中的测距目标不对称方向检测器
目前正在研究的问题是,在存在子空间干扰以及同质和部分同质高斯杂波背景(以未知的不对称协方差矩阵为特征)的情况下,如何探测测距目标的方向。假设干扰子空间与信号子空间是线性独立的,并且两个子空间的坐标都是未知的。利用不对称的特性,提出了两步广义似然比检验和两步沃尔德检验,以制定存在子空间干扰、同质和部分同质高斯杂波时的三种检测器。理论推导和仿真证明,所提出的三个探测器在未知杂波协方差矩阵方面保持了恒定的误报率。与类似背景下的现有检测器相比,特别是在训练数据有限的情况下,这三种检测器表现出更优越的检测性能。
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来源期刊
Iet Radar Sonar and Navigation
Iet Radar Sonar and Navigation 工程技术-电信学
CiteScore
4.10
自引率
11.80%
发文量
137
审稿时长
3.4 months
期刊介绍: IET Radar, Sonar & Navigation covers the theory and practice of systems and signals for radar, sonar, radiolocation, navigation, and surveillance purposes, in aerospace and terrestrial applications. Examples include advances in waveform design, clutter and detection, electronic warfare, adaptive array and superresolution methods, tracking algorithms, synthetic aperture, and target recognition techniques.
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