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Closed-form root-finding-based two-dimensional direction-of-arrival estimation using a parallel fourth-order sparse linear array
Received date: 2025-05-07
Revised date: 2025-05-27
Accepted date: 2025-06-26
Online published: 2025-07-18
Supported by
National Natural Science Foundation of China(62431021);Fundamental Research Funds for the Central Universities(ZYTS25039)
To address the challenges of limited array degrees-of-freedom and noise sensitivity in traditional two-dimensional Direction-of-Arrival (DOA) estimation, this paper proposes a root-finding closed-form estimation algorithm based on a Parallel Fourth-Order Sparse Linear Array (PFOSLA). First, the signal model for the considered PFOSLA is constructed, and the corresponding fourth-order standard cumulant matrix is analytically derived. Next, a novel matrix transformation method is proposed to convert the original fourth-order standard cumulant matrix into a virtual-element-based fourth-order cumulant matrix, thereby constructing a virtual high-degree-of-freedom array structure. Subsequently, leveraging the noise subspace of this transformed matrix, a polynomial root-finding-based DOA estimation algorithm is developed to achieve efficient two-dimensional angular estimation. Additionally, the computational complexity and the maximum number of resolvable sources are analyzed. Compared with existing methods, the proposed approach significantly increases the number of virtual elements, effectively enhances the number of resolvable sources, and suppresses colored Gaussian noise. Simulation results validate the superiority of the proposed method in terms of signal identifiability, estimation accuracy for two-dimensional DOA, and source resolution probability.
Yaxing YUE , Xiongpeng HE , Hang ZHOU , Dawei GAO , Yufeng CHEN , Guisheng LIAO . Closed-form root-finding-based two-dimensional direction-of-arrival estimation using a parallel fourth-order sparse linear array[J]. ACTA AERONAUTICAET ASTRONAUTICA SINICA, 2026 , 47(3) : 632194 -632194 . DOI: 10.7527/S1000-6893.2025.32194
| [1] | YUE Y X, ZHENG H, SHI Z G, et al. Two-stage reconstruction for co-array 2D DOA estimation of mixed circular and noncircular signals[J]. IEEE Transactions on Vehicular Technology, 2025, 74(7): 10407-10421. |
| [2] | 辛金龙, 廖桂生, 杨志伟. 宽频程电侦阵列设计与二维DOA估计方法[J]. 系统工程与电子技术, 2019, 41(3): 465-470. |
| XIN J L, LIAO G S, YANG Z W. Approach for wideband ELINT array design and two dimensional DOA estimation[J]. Systems Engineering and Electronics, 2019, 41(3): 465-470 (in Chinese). | |
| [3] | 刘帅琦, 王布宏, 李夏, 等. 二维嵌套混合MIMO相控阵雷达接收阵列设计[J]. 航空学报, 2018, 39(4): 173-181. |
| LIU S Q, WANG B H, LI X, et al. Design of receiving array of two-dimensional nested hybrid MIMO phased-array radar[J]. Acta Aeronautica et Astronautica Sinica, 2018, 39(4): 173-181 (in Chinese). | |
| [4] | 尹洁昕, 王鼎, 吴瑛, 等. 直达与非直达环境中的多目标解耦直接定位方法[J]. 航空学报, 2018, 39(2): 321338. |
| YIN J X, WANG D, WU Y, et al. A decoupled direct position determination algorithm for multiple targets in mixed LOS/NLOS environments[J]. Acta Aeronautica et Astronautica Sinica, 2018, 39(2): 321338 (in Chinese). | |
| [5] | JIANG G J, HUANG J C, YANG Y L. High-accuracy 2D DOA estimation with three parallel sparse nested array[J]. AEU-International Journal of Electronics and Communications, 2024, 179: 155319. |
| [6] | YUE Y X, ZHANG Z Y, SHI Z G. Generalized widely linear robust adaptive beamforming: A sparse reconstruction perspective[J]. IEEE Transactions on Aerospace and Electronic Systems, 2024, 60(5): 5663-5673. |
| [7] | 袁野, 张伟科, 许左宏. 基于深度卷积网络的二维波达方向估计方法[J]. 电讯技术, 2024, 64(4): 497-503. |
| YUAN Y, ZHANG W K, XU Z H. 2D direction of arrival estimation based on deep convolutional network[J]. Telecommunication Engineering, 2024, 64(4): 497-503 (in Chinese). | |
| [8] | YUE Y X, ZHOU C W, XING F Y, et al. Adaptive beamforming for cascaded sparse diversely polarized planar array[J]. IEEE Transactions on Vehicular Technology, 2023, 72(12): 15648-15664. |
| [9] | 王绪虎, 孙高利, 金序, 等. 平行线阵扩展协方差矩阵二维波达方向估计方法[J]. 应用声学, 2025, 44(1): 162-169. |
| WANG X H, SUN G L, JIN X, et al. Two dimensional direction of arrival estimation method based on extended covariance matrix of parallel linear arrays[J]. Journal of Applied Acoustics, 2025, 44(1): 162-169 (in Chinese). | |
| [10] | XIA T Q, ZHENG Y, WAN Q, et al. Decoupled estimation of 2-D angles of arrival using two parallel uniform linear arrays[J]. IEEE Transactions on Antennas and Propagation, 2007, 55(9): 2627-2632. |
| [11] | CHEN H, LIN H G, LIU W, et al. Augmented multi-subarray dilated nested array with enhanced degrees of freedom and reduced mutual coupling[J]. IEEE Transactions on Signal Processing, 2024, 72: 1387-1399. |
| [12] | LIU S, ZHAO J. 2D DOA estimation algorithm with increased degrees of freedom for two parallel linear arrays[J]. China Communications, 2020, 17(6): 101-108. |
| [13] | QIN S, ZHANG Y D, AMIN M G. Improved two-dimensional DOA estimation using parallel coprime arrays[J]. Signal Processing, 2020, 172: 107428. |
| [14] | PAN J, YUE Y X, ZHOU C W, et al. 2D DOA and polarization estimation for parallel non-collocated sparse COLD array based on submatrix fitting[J]. Circuits, Systems, and Signal Processing, 2025, 44(7): 4890-4914. |
| [15] | HE J, LI L N, SHU T. 2-D direction finding using parallel nested arrays with full co-array aperture extension[J]. Signal Processing, 2021, 178: 107795. |
| [16] | ZHENG Z, MU S L. Two-dimensional DOA estimation using two parallel nested arrays[J]. IEEE Communications Letters, 2020, 24(3): 568-571. |
| [17] | YU Z, LIU W Y, CHEN H, et al. 2-D DOA estimation algorithm for three-parallel co-prime arrays via spatial-temporal processing[J]. Circuits, Systems, and Signal Processing, 2024, 43(6): 3996-4009. |
| [18] | 悦亚星, 李天宇, 周成伟, 等. 稀疏多极化阵列设计研究进展与展望[J]. 雷达学报, 2023, 12(2): 312-331. |
| YUE Y X, LI T Y, ZHOU C W, et al. Research progress and prospect of sparse diversely polarized array design[J]. Journal of Radars, 2023, 12(2): 312-331 (in Chinese). | |
| [19] | LIU S, ZHAO J, WU D C, et al. Two-dimensional DOA estimation with a staggered two-parallel linear array for reducing mutual coupling[J]. Multidimensional Systems and Signal Processing, 2024, 36(1): 2. |
| [20] | ZHENG H, ZHOU C W, SHI Z G, et al. Coarray tensor direction-of-arrival estimation[J]. IEEE Transactions on Signal Processing, 2023, 71: 1128-1142. |
| [21] | AHMED A, ZHANG Y D, HIMED B. Effective nested array design for fourth-order cumulant-based DOA estimation[C]∥2017 IEEE Radar Conference (RadarConf). Piscataway: IEEE Press, 2017: 998-1002. |
| [22] | ALAWSH S A, ALHASSOUN M, MUQAIBEL A H. A 2D super-nested array based on the fourth-order difference coarray[C]∥2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom). Piscataway: IEEE Press, 2024: 507-511. |
| [23] | YUE Y X, XU Y G, LIU Z W. Root high-order cumulant MUSIC[J]. Digital Signal Processing, 2022, 122: 103328. |
| [24] | ZHANG C H, WANG W J, HONG X, et al. A fourth-order cumulant-based multi-sources DOA estimation in UAV collaborative systems[J]. IEEE Signal Processing Letters, 2024, 31: 251-255. |
| [25] | 张小飞, 李建峰, 徐大专, 等. 阵列信号处理及MATLAB实现[M]. 第3版. 北京: 电子工业出版社, 2023: 116-118. |
| ZHANG X F, LI J F, XU D Z, et al. Array signal processing and MATLAB implementation[M]. 3rd ed. Beijing: Publishing House of Electronics Industry, 2023: 116-118 (in Chinese). | |
| [26] | YUE Y X, WANG Y, XING F Y, et al. Polynomial rooting-based parameter estimation for polarimetric monostatic MIMO radar[J]. Signal Processing, 2023, 212: 109172. |
| [27] | YUE Y X, XU Y G, LIU Z W, et al. Parameter estimation of coexisted circular and strictly noncircular sources using diversely polarized antennas[J]. IEEE Communications Letters, 2018, 22(9): 1822-1825. |
| [28] | XIA T Q. Joint diagonalization based DOD and DOA estimation for bistatic MIMO radar[J]. Signal Processing, 2015, 108: 159-166. |
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