Wideband off-grid direction-of-arrival estimation based on the improved finite rate of innovation method

被引:0
|
作者
Wang, Xin [1 ]
Guo, Longxiang [2 ]
Sun, Hui [2 ,3 ]
机构
[1] Harbin Engn Univ, Natl Key Lab Underwater Acoust Technol, Harbin 150001, Peoples R China
[2] Harbin Engn Univ, Minist Educ, Key Lab Polar Acoust & Applicat, Harbin 150001, Peoples R China
[3] Harbin Engn Univ, Coll Underwater Acoust Engn, Harbin 150001, Peoples R China
来源
关键词
SIMULTANEOUS SPARSE APPROXIMATION; DOA ESTIMATION; MULTIPLE;
D O I
10.1121/10.0032396
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Off-grid direction-of-arrival estimation is a crucial research area in multi-sensor array signal processing to achieve accurate estimation in a finite sparse grid. However, current off-grid estimation methods primarily focus on narrowband processing, which may not be suitable for practical passive estimation scenarios where the targets of interest are wideband signals with various steering vectors and varying signal-to-noise ratios across frequency bins. First, we propose an improved weighting-based wideband joint finite rate of innovation algorithm to address this limitation. This algorithm extends the narrowband approach by approximating the wideband array data as multiple observations at the difference frequency using extended frequency difference weighting. Additionally, we propose an estimation method under non-ideal weighting conditions to mitigate bias caused by deviations in initial weight values through linear fitting of multiple estimation results obtained on a sparse grid. Simulation results demonstrate that our proposed algorithm outperforms existing methods by providing more accurate estimates and lower computational complexity for wideband off-grid multi-targets at low signal-to-noise ratio while unrestricted by grid limitations. Furthermore, experimental data collected from the South China Sea validate our proposed algorithm's effectiveness and superior performance for direction-of-arrival estimation of wideband off-grid targets. (c) 2024 Acoustical Society of America
引用
收藏
页码:2630 / 2643
页数:14
相关论文
共 50 条
  • [1] Off-grid direction-of-arrival estimation for wideband noncircular sources
    Zhang, Xiaoyu
    Tao, Haihong
    Fang, Ziye
    Xie, Jian
    ETRI JOURNAL, 2023, 45 (03) : 492 - 504
  • [2] Novel Off-Grid Estimation Method for Direction-of-Arrival Estimation based on Deep Learning
    Zhang, Jun
    Zhang, Yanjun
    Tao, Jun
    Zhu, Jiang
    Chen, Zhanye
    Huang, Yan
    2024 INTERNATIONAL CONFERENCE ON MICROWAVE AND MILLIMETER WAVE TECHNOLOGY, ICMMT, 2024,
  • [3] Off-Grid Direction-of-Arrival Estimation Based on Steering Vector Approximation
    Wang, Ben
    Gu, Yujie
    Wang, Wei
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2019, 38 (03) : 1287 - 1300
  • [4] Off-Grid Direction-of-Arrival Estimation Based on Steering Vector Approximation
    Ben Wang
    Yujie Gu
    Wei Wang
    Circuits, Systems, and Signal Processing, 2019, 38 : 1287 - 1300
  • [5] Narrowband and Wideband Off-Grid Direction-of-Arrival Estimation via Sparse Bayesian Learning
    Das, Anup
    Sejnowski, Terrence J.
    IEEE JOURNAL OF OCEANIC ENGINEERING, 2018, 43 (01) : 108 - 118
  • [6] Two sparse-based methods for off-grid direction-of-arrival estimation
    Wu, Xiaohuan
    Zhu, Wei-Ping
    Yan, Jun
    Zhang, Zeyun
    SIGNAL PROCESSING, 2018, 142 : 87 - 95
  • [7] Multiobjective bilevel evolutionary approach for off-grid direction-of-arrival estimation
    Yan, Bai
    Zhao, Qi
    Zhang, Jin
    Zhang, J. Andrew
    Yao, Xin
    APPLIED SOFT COMPUTING, 2021, 113
  • [8] Cascaded Deep Neural Network for Off-Grid Direction-of-Arrival Estimation∗ ∗
    Wang, Huafei
    Wang, Xianpeng
    Lan, Xiang
    Su, Ting
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2024, E107B (10) : 633 - 644
  • [9] Multiobjective bilevel evolutionary approach for off-grid direction-of-arrival estimation
    Yan, Bai
    Zhao, Qi
    Zhang, Jin
    Zhang, J. Andrew
    Yao, Xin
    Zhang, Jin (zhangj4@sustech.edu.cn), 1600, Elsevier Ltd (113):
  • [10] Off-Grid Direction-of-Arrival Estimation Using Coprime Array Interpolation
    Zhou, Chengwei
    Gu, Yujie
    Shi, Zhiguo
    Zhang, Yimin D.
    IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (11) : 1710 - 1714