Improved MUSIC algorithm for DOA estimation of coherent signals via Toeplitz and fourth-order-cumulants

被引:6
|
作者
School of Information Science and Technology, Dalian Maritime University, China [1 ]
不详 [2 ]
机构
来源
Int. J. Control Autom. | / 10卷 / 261-272期
关键词
Gaussian noise (electronic) - Mean square error - Signal analysis - Covariance matrix - Signal to noise ratio - Computer music - Direction of arrival - Singular value decomposition;
D O I
10.14257/ijca.2015.8.10.25
中图分类号
学科分类号
摘要
In this paper we propose an improved MUSIC (Multiple Signal Classification) algorithm applicable for direction of arrival (DOA) estimation of coherent signals in the presence of one-dimensional uniform linear array (ULA), which is based on Toeplitz matrix theory and Fourth-order-cumulants (Foc). In the signal model, a new Toeplitz construction method combining SVD (singular value decomposition) with mean calculation is explored to reconstruct the covariance matrix of array output. The DOA estimation problem can be addressed when the covariance matrix is full-rank. Foc theory is used to eliminate the Gaussian noise in the signals, after that the space of the array matrix is changed, which determines the final signal subspace and noise subspace. According to the subspace, we can adopt the conventional MUSIC to estimate the DOAs of coherent signals. Simulation results show that this algorithm provides a significant performance in comparison with other de-correlation algorithms. It has a better resolution under the condition of small angle interval. In addition, a lower root-mean-square error (RMSE) is obtained at low signal-to-noise (SNR) situation. © 2015 SERSC.
引用
收藏
相关论文
共 50 条
  • [21] DOA Estimation Based on Improved MUSIC Algorithm
    Dai Zeyang
    Du Yuming
    PROCEEDINGS OF 2009 CONFERENCE ON COMMUNICATION FACULTY, 2009, : 481 - 485
  • [22] Parameter estimation of DSSS signals with modified fourth-order cumulants
    Zhang, Xiao-Ming
    Zhang, Zhong-Zhao
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 1, PROCEEDINGS, 2006, : 126 - +
  • [23] DOA Estimation Using Fourth-Order Cumulants in Nested Arrays with Structured Imperfections
    Wang, Baoping
    Zheng, Junhao
    SENSORS, 2020, 20 (04)
  • [24] Cumulants-Based Toeplitz Matrices Reconstruction Method for 2-D Coherent DOA Estimation
    Chen, Hua
    Hou, Chun-Ping
    Wang, Qing
    Huang, Ling
    Yan, Wei-Qing
    IEEE SENSORS JOURNAL, 2014, 14 (08) : 2824 - 2832
  • [25] Toeplitz Cyclic-MUSIC Algorithms for DOA Estimation of the SOCS Correlated Signals
    Zhangsheng, Wang
    Li, Qiusheng
    Zhang Xiangli
    Guan, Lixin
    IEEE SENSORS LETTERS, 2022, 6 (11)
  • [26] IMPROVED SPATIAL SMOOTHING TECHNIQUES FOR DOA ESTIMATION OF COHERENT SIGNALS
    DU, WX
    KIRLIN, RL
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (05) : 1208 - 1210
  • [27] An Improved Toeplitz Approximation Method for Coherent DOA Estimation in Impulsive Noise Environments
    Dai, Jiang'an
    Qiu, Tianshuang
    Luan, Shengyang
    Tian, Quan
    Zhang, Jiacheng
    ENTROPY, 2023, 25 (06)
  • [28] 2-D DOA Estimation of Improved Toeplitz Algorithms to Coherent Sources
    Si, Weijian
    Li, Xiaolin
    Wu, Na
    PROCEEDINGS OF THE 2012 SECOND INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC 2012), 2012, : 1251 - 1254
  • [29] Blind separation of two signals by estimation of two fourth-order cumulants
    Kopriva, I
    40TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1 AND 2, 1998, : 981 - 984
  • [30] An enhanced spatial smoothing algorithm for coherent signals DOA estimation
    Qi, Bingbing
    Liu, Dunge
    ENGINEERING COMPUTATIONS, 2022, 39 (02) : 574 - 586