DOA estimation of non-circular signals based on iterative soft thresholding algorithm

被引:0
|
作者
Zhang, Jiao [1 ]
Ren, Xiangyu [1 ]
Li, Jianan [1 ]
Liu, Yufeng [1 ]
Zhang, Wenmei [1 ]
机构
[1] Shanxi Univ, Sch Phys & Elect Engn, Taiyuan 030006, Peoples R China
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
DOA estimation; iterative soft thresholding algorithm; MUSIC algorithm; non-circular signals; sparse reconstruction;
D O I
10.1002/mmce.23391
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Based on compressed sensing technology, a DOA estimation algorithm for reconstructing the original signal is proposed. First, the over-complete dictionary of signal vectors is established based on the sparsity of signals in spatial domain. The DOA estimation problem is transformed into sparse signals reconstruction problem, and signals in spatial domain are reconstructed using iterative soft thresholding (IST) algorithm. At the same time, combined with the second-order statistical characteristic of non-circular signal, the array is virtual extended, and the spectrum estimation is performed by MUSIC algorithm. In addition, in order to further distinguish coherent signals, spatial smoothing technology is added to the algorithm. The simulation results show that the proposed algorithm can effectively resolve incoherent signals and coherent signals under small snapshots and low SNR.
引用
收藏
页数:7
相关论文
共 50 条
  • [31] A fast parameter estimation algorithm for near-field non-circular signals
    Song J.
    Tao H.
    Journal of Radars, 2020, 9 (04) : 682 - 689
  • [32] Parameter estimation of coexisted circular and strictly non-circular signals
    Yue, Yaxing
    Xu, Yougen
    Shen, Lei
    Liu, Zhiwen
    ELECTRONICS LETTERS, 2017, 53 (13) : 864 - 865
  • [33] DOA estimation algorithm for non-circular signal by a large-spacing array with auxiliary element
    Sheng Liu
    Jing Zhao
    Decheng Wu
    Scientific Reports, 14 (1)
  • [34] Fast high-resolution 2-D DOA estimation method of non-circular signals
    Department of Electronics Engineering, University of Electronic Science and Technology of China, Chengdu Sichuan 611731, China
    不详
    Dianbo Kexue Xuebao, 6 (1095-1101):
  • [35] Higher-Order Statistics-Based Non-uniform Linear Array for Underdetermined DoA Estimation of Non-circular Signals
    Payal Gupta
    Monika Agrawal
    Circuits, Systems, and Signal Processing, 2022, 41 : 2719 - 2749
  • [36] Higher-Order Statistics-Based Non-uniform Linear Array for Underdetermined DoA Estimation of Non-circular Signals
    Gupta, Payal
    Agrawal, Monika
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2022, 41 (05) : 2719 - 2749
  • [37] DOA Estimation Using Iterative MUSIC Algorithm for CDMA Signals
    Chang, Ann-Chen
    Hung, Jui-Chung
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2009, E92B (10) : 3267 - 3269
  • [38] Robust direction finding algorithm for non-circular signals
    Si, Wei-Jian
    Lin, Qing-Qing
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2013, 35 (03): : 469 - 473
  • [39] Extended Transformed Nested Arrays for DOA Estimation of Non-Circular Sources
    Peng, Zhe
    Ding, Yingtao
    Ren, Shiwei
    Wang, Xiaohua
    IEEE ACCESS, 2020, 8 (08): : 162350 - 162362
  • [40] Beamspace conjugate MUSIC algorithm for non-circular signals
    Shi, Wen-Tao
    Huang, Jian-Guo
    Hou, Yun-Shan
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2009, 31 (10): : 2317 - 2319