基于矩阵差分的远场和近场混合源定位方法

刘振 苏晓龙 刘天鹏 彭勃 陈鑫 刘永祥

刘振, 苏晓龙, 刘天鹏, 等. 基于矩阵差分的远场和近场混合源定位方法[J]. 雷达学报, 2021, 10(3): 432–442. doi: 10.12000/JR20145
引用本文: 刘振, 苏晓龙, 刘天鹏, 等. 基于矩阵差分的远场和近场混合源定位方法[J]. 雷达学报, 2021, 10(3): 432–442. doi: 10.12000/JR20145
LIU Zhen, SU Xiaolong, LIU Tianpeng, et al. Matrix differencing method for mixed far-field and near-field source localization[J]. Journal of Radars, 2021, 10(3): 432–442. doi: 10.12000/JR20145
Citation: LIU Zhen, SU Xiaolong, LIU Tianpeng, et al. Matrix differencing method for mixed far-field and near-field source localization[J]. Journal of Radars, 2021, 10(3): 432–442. doi: 10.12000/JR20145

基于矩阵差分的远场和近场混合源定位方法

DOI: 10.12000/JR20145
基金项目: 国家自然科学基金(62022091, 61921001, 61801488, 61701510)
详细信息
    作者简介:

    刘 振(1983–), 男,博士,国防科技大学电子科学学院教授,主要研究方向为雷达目标识别与对抗、阵列信号处理、机器学习

    苏晓龙(1994–),男,国防科技大学电子科学学院在读博士,主要研究方向为阵列信号处理和深度学习

    刘天鹏(1985–),男,博士,国防科技大学电子科学学院副研究员,主要研究方向为雷达信号处理、电子对抗和交叉眼干扰

    彭 勃(1986–), 男,博士,国防科技大学电子科学学院副研究员,主要研究方向为信号处理、微动谱特性分析和模式识别

    陈 鑫(1992–),男,国防科技大学电子科学学院在读博士,主要研究方向为阵列信号处理和无源定位

    刘永祥(1976–), 男,博士,国防科技大学电子科学学院教授,主要研究方向为雷达目标识别、雷达微动特性、阵列信号处理

    通讯作者:

    刘振 zhen_liu@nudt.edu.cn

    苏晓龙 suxiaolong_nudt@163.com

  • 责任主编:王鼎 Corresponding Editor: WANG Ding
  • 中图分类号: TN911.7

Matrix Differencing Method for Mixed Far-field andNear-field Source Localization

Funds: The National Natural Science Foundation of China (62022091, 61921001, 61801488, 61701510)
More Information
  • 摘要: 混合源定位在无源雷达中发挥着重要作用。针对均匀圆阵下基于相位差方法的定位精度较低的问题,该文提出基于矩阵差分的远场和近场混合源定位方法。首先,利用二维多重信号(2-D MUSIC)分类方法估计出远场源的方位角和俯仰角;随后,利用协方差矩阵差分方法提取出近场源差分矩阵,通过改进的类旋转不变估计信号参数(ESPRIT-like)方法计算出近场源的方位角和俯仰角;进一步地,利用一维多重信号分类方法估计出近场源的距离;最后通过仿真实验对该文所提算法进行验证。该文所提算法在远场源和近场源角度相同的情况下能够有效地识别混合源,并且提高混合源参数估计精度。实验结果表明该算法在信噪比(SNR)为20 dB时,近场源的二维DOA估计误差接近0.01°,而近场源的距离误差接近0.1 m。

     

  • 图  1  混合源模型

    Figure  1.  The geometric model of mixed sources

    图  2  基于协方差矩阵差分的混合源定位方法流程图

    Figure  2.  Flow chart of the mixed source localization based on the covariance differencing method

    图  3  混合源空间谱

    Figure  3.  Spatial spectrum of mixed sources

    图  4  不同信噪比下混合源RMSE

    Figure  4.  RMSE of mixed sources versus SNR

    图  5  不同快拍数下的混合源RMSE

    Figure  5.  RMSE of mixed sources versus snapshots

    图  6  近场源空间谱

    Figure  6.  Spatial spectrum of near-field source

    图  7  远场源空间谱

    Figure  7.  Spatial spectrum of far-field source

  • [1] 吴癸周, 郭福成, 张敏. 信号直接定位技术综述[J]. 雷达学报, 2020, 9(6): 998–1013. doi: 10.12000/JR20040

    WU Guizhou, GUO Fucheng, and ZHANG Min. Direct position determination: An overview[J]. Journal of Radars, 2020, 9(6): 998–1013. doi: 10.12000/JR20040
    [2] 周成伟, 郑航, 顾宇杰, 等. 互质阵列信号处理研究进展: 波达方向估计与自适应波束成形[J]. 雷达学报, 2019, 8(5): 558–577. doi: 10.12000/JR19068

    ZHOU Chengwei, ZHENG Hang, GU Yujie, et al. Research progress on coprime array signal processing: Direction-of-arrival estimation and adaptive beamforming[J]. Journal of Radars, 2019, 8(5): 558–577. doi: 10.12000/JR19068
    [3] 宋嘉奇, 陶海红. 近场非圆信号参数快速估计算法[J]. 雷达学报, 2020, 9(4): 632–639. doi: 10.12000/JR20053

    SONG Jiaqi and TAO Haihong. A fast parameter estimation algorithm for near-field non-circular signals[J]. Journal of Radars, 2020, 9(4): 632–639. doi: 10.12000/JR20053
    [4] ZUO Weiliang, XIN Jingmin, LIU Wenyi, et al. Localization of near-field sources based on linear prediction and oblique projection operator[J]. IEEE Transactions on Signal Processing, 2019, 67(2): 415–430. doi: 10.1109/TSP.2018.2883034
    [5] HE Jin, SWAMY M N S, and AHMAD M O. Efficient application of MUSIC algorithm under the coexistence of far-field and near-field sources[J]. IEEE Transactions on Signal Processing, 2012, 60(4): 2066–2070. doi: 10.1109/TSP.2011.2180902
    [6] ZUO Weiliang, XIN Jingmin, ZHENG Nanning, et al. Subspace-based localization of far-field and near-field signals without eigendecomposition[J]. IEEE Transactions on Signal Processing, 2018, 66(17): 4461–4476. doi: 10.1109/TSP.2018.2853124
    [7] ZHENG Zhi, FU Mingcheng, WANG Wenqin, et al. Localization of mixed near-field and far-field sources using symmetric double-nested arrays[J]. IEEE Transactions on Antennas and Propagation, 2019, 67(11): 7059–7070. doi: 10.1109/TAP.2019.2925199
    [8] LIU Guohong and SUN Xiaoying. Spatial differencing method for mixed far-field and near-field sources localization[J]. IEEE Signal Processing Letters, 2014, 21(11): 1331–1335. doi: 10.1109/LSP.2014.2326173
    [9] XIE Jian, TAO Haihong, RAO Xuan, et al. Localization of mixed far-field and near-field sources under unknown mutual coupling[J]. Digital Signal Processing, 2016, 50: 229–239. doi: 10.1016/j.dsp.2015.10.012
    [10] WANG Kai, WANG Ling, SHANG Jingrui, et al. Mixed near-field and far-field source localization based on uniform linear array partition[J]. IEEE Sensors Journal, 2016, 16(22): 8083–8090. doi: 10.1109/JSEN.2016.2603182
    [11] WU Yuntao, WANG Hai, ZHANG Yanbin, et al. Multiple near-field source localisation with uniform circular array[J]. Electronics Letters, 2013, 49(24): 1509–1510. doi: 10.1049/el.2013.2012
    [12] JUNG T J and LEE K. Closed-Form algorithm for 3-D single-source localization with uniform circular array[J]. IEEE Antennas and Wireless Propagation Letters, 2014, 13: 1096–1099. doi: 10.1109/LAWP.2014.2327992
    [13] CHEN Xin, LIU Zhen, and WEI Xizhang. Unambiguous parameter estimation of multiple near-field sources via rotating uniform circular array[J]. IEEE Antennas and Wireless Propagation Letters, 2016, 16: 872–875. doi: 10.1109/LAWP.2016.2613084
    [14] 陈鑫, 刘振, 魏玺章. 基于旋转均匀圆阵的单近场源参数估计解模糊算法[J]. 电子学报, 2017, 45(3): 584–590. doi: 10.3969/j.issn.0372-2112.2017.03.012

    CHEN Xin, LIU Zhen, and WEI Xizhang. Ambiguity resolving in parameter estimation of a single near-field source via rotating uniform circular array[J]. Acta Electronica Sinica, 2017, 45(3): 584–590. doi: 10.3969/j.issn.0372-2112.2017.03.012
    [15] SU Xiaolong, LIU Zhen, LIU Tianpeng, et al. An SOS-based algorithm for localization of multiple near-field sources using uniform circular array[J]. IEEE Sensors Letters, 2019, 3(11): 5501004. doi: 10.1109/LSENS.2019.2950196
    [16] XUE Bing, FANG Guangyou, and JI Yicai. Passive localisation of mixed far-field and near-field sources using uniform circular array[J]. Electronics Letters, 2016, 52(20): 1690–1692. doi: 10.1049/el.2016.2091
    [17] SU Xiaolong, LIU Zhen, CHEN Xin, et al. Mixed incoherent far-field and near-field source localization under uniform circular array[J]. Sensors, 2018, 18(5): 1432. doi: 10.3390/s18051432
  • 加载中
图(7)
计量
  • 文章访问数:  2428
  • HTML全文浏览量:  791
  • PDF下载量:  167
  • 被引次数: 0
出版历程
  • 收稿日期:  2020-11-30
  • 修回日期:  2021-01-16
  • 网络出版日期:  2021-02-08
  • 刊出日期:  2021-06-28

目录

    /

    返回文章
    返回