Double-hierarchy heterogeneous structural detection of a subspace signal for distributed multiple-input multiple-output radar

IF 1.4 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Weiping Li, Weichao Chen, Lei Zuo
{"title":"Double-hierarchy heterogeneous structural detection of a subspace signal for distributed multiple-input multiple-output radar","authors":"Weiping Li,&nbsp;Weichao Chen,&nbsp;Lei Zuo","doi":"10.1049/rsn2.12640","DOIUrl":null,"url":null,"abstract":"<p>The authors consider the problem of adaptive target detection in the background of interference and heterogeneous disturbance, for a multiple-input multiple-output (MIMO) radar system equipped with widely separated distributed antennas. The signal of interest and the interference lie in two corresponding subspaces that are mutually linearly independent. Therein, both the coordinates of two subspaces are unknown. For MIMO radar system, the disturbances of transmit-receive pairs are heterogeneous, namely, each transmit-receive pair has different statistics. And the disturbance in one transmit-receive pair is non-homogeneous. Therefore a double-hierarchy heterogeneous disturbance is proposed. By resorting to a two-step procedure, a double-hierarchy heterogeneous structural detector (MIMO-GLRTdh) is proposed in accordance with generalised likelihood ratio test for distributed MIMO radar to suppress interference and disturbance. In real scenarios, the certain structure property, existing in the covariance matrix of disturbance, such as the structural persymmetry or Toeplitz property, may be useful. Furthermore, the authors incorporate the structural persymmetry or Toeplitz property to design two structural detectors (PerMIMO-GLRTdh and ToeMIMO-GLRTdh), and study the impact of structure on detectors. Simulation results show that the presented detectors can acquire better detection performance and strong anti-interference ability. In addition, the results indicate that the detection performance of distributed MIMO radar can be improved by the structure in training-limited situations.</p>","PeriodicalId":50377,"journal":{"name":"Iet Radar Sonar and Navigation","volume":"18 11","pages":"2238-2246"},"PeriodicalIF":1.4000,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/rsn2.12640","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Iet Radar Sonar and Navigation","FirstCategoryId":"94","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1049/rsn2.12640","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

Abstract

The authors consider the problem of adaptive target detection in the background of interference and heterogeneous disturbance, for a multiple-input multiple-output (MIMO) radar system equipped with widely separated distributed antennas. The signal of interest and the interference lie in two corresponding subspaces that are mutually linearly independent. Therein, both the coordinates of two subspaces are unknown. For MIMO radar system, the disturbances of transmit-receive pairs are heterogeneous, namely, each transmit-receive pair has different statistics. And the disturbance in one transmit-receive pair is non-homogeneous. Therefore a double-hierarchy heterogeneous disturbance is proposed. By resorting to a two-step procedure, a double-hierarchy heterogeneous structural detector (MIMO-GLRTdh) is proposed in accordance with generalised likelihood ratio test for distributed MIMO radar to suppress interference and disturbance. In real scenarios, the certain structure property, existing in the covariance matrix of disturbance, such as the structural persymmetry or Toeplitz property, may be useful. Furthermore, the authors incorporate the structural persymmetry or Toeplitz property to design two structural detectors (PerMIMO-GLRTdh and ToeMIMO-GLRTdh), and study the impact of structure on detectors. Simulation results show that the presented detectors can acquire better detection performance and strong anti-interference ability. In addition, the results indicate that the detection performance of distributed MIMO radar can be improved by the structure in training-limited situations.

Abstract Image

分布式多输入多输出雷达子空间信号的双层非均匀结构检测
研究了多输入多输出(MIMO)雷达系统在多干扰和非均质干扰背景下的自适应目标检测问题。感兴趣的信号和干扰位于两个相互线性无关的对应子空间中。其中,两个子空间的坐标都是未知的。对于MIMO雷达系统,收发对的干扰是异构的,即每个收发对具有不同的统计量。其中一个收发对的扰动是非均匀的。因此提出了一种双层非均质扰动。采用两步法,根据广义似然比检验,提出了一种双层次非均匀结构检测器(MIMO- glrtdh),用于分布式MIMO雷达抑制干扰和干扰。在实际应用中,存在于扰动协方差矩阵中的某些结构性质,如结构超对称或Toeplitz性质,可能是有用的。在此基础上,结合结构超对称或Toeplitz特性设计了两种结构探测器(PerMIMO-GLRTdh和ToeMIMO-GLRTdh),并研究了结构对探测器的影响。仿真结果表明,该检测器具有较好的检测性能和较强的抗干扰能力。此外,研究结果表明,在训练受限的情况下,这种结构可以提高分布式MIMO雷达的检测性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信