Systems Engineering and Electronics ›› 2026, Vol. 48 ›› Issue (8): 2520-2525.doi: 10.12305/j.issn.1001-506X.2026.08.02
• Electronic Technology • Previous Articles
Min HUANG(
), Zhaorui LI(
), Huixian SUN(
), Xiang NI(
)
Received:2025-07-02
Revised:2025-08-29
Online:2025-12-08
Published:2025-12-08
Contact:
Zhaorui LI
E-mail:sky20250129@163.com;zhaorui771212@163.com;Ares_sun@163.com;nx07172003@163.com
CLC Number:
Min HUANG, Zhaorui LI, Huixian SUN, Xiang NI. Robust direction finding method for UAV based on dynamic weighted UCA[J]. Systems Engineering and Electronics, 2026, 48(8): 2520-2525.
Table 1
Basic settings"
| 条件类别 | 参数 | 值/范围 | 说明 |
| 阵列结构 | 阵元数量 | 15 | 均匀分布 |
| 半径 | 满足无模糊 | ||
| 信号特征 | 信号中心频率/GHZ | 5.8 | 参考大疆M300系列 |
| 信号带宽/MHZ | 10 | 窄带信号 | |
| 快拍数 | 500 | 时域采样点数 | |
| 噪声模型 | 脉冲噪声出现概率 | 0~0.4 | 鲁棒性分析变量 |
| 强度比 | 固定基准值 | ||
| 入射信号 | 方位角/(°) | 150 | 无人机飞行方向 |
| 俯仰角/(°) | 60 | 低空爬升/降落姿态 | |
| 算法参数 | 最大迭代次数 | 10 | 收敛保障 |
| 收敛阈值/(°) | 0.01 | 实时保障 | |
| 评估设置 | 蒙特卡罗实验次数 | 稳定性保障 | |
| SNR/dB | −5~20 | 步长1 dB |
| 16 |
HUO S W, ZHANG M, LIU Y X, et al. A uniform funnel array for DOA estimation in FANET using fibonacci sampling[J]. Sensors, 2025, 25 (9): 2651.
doi: 10.3390/s25092651 |
| 17 | QU M C, SI W J, LIU R Z. Array design and phase interferometer-based DOA estimation for diversely polarized antenna arrays[J]. Measurement, 2025, 242 (5): 116222. |
| 18 |
HU Z P, WU Q, ZOU J F, et al. Fast and efficient two-dimensional DOA estimation for signals with known waveforms using uniform circular array[J]. Applied Sciences, 2022, 12 (8): 4007.
doi: 10.3390/app12084007 |
| 19 | SIMONCIC A, JAVORNIK T, SESEK A, et al. Direction of arrival estimation for BLE: antenna array design and evaluation[J]. AEU-International Journal of Electronics and Communications, 2023, 168 (4): 154722. |
| 20 | BODDI M, ROSAMILIA M, AUBRY A, et al. Iterative calibration and direction-of-arrival estimation for uniform circular arrays affected by mutual coupling[J]. IEEE Sensors Letters, 2024, 8 (6): 7003004. |
| 21 |
姚志成, 许佳诺, 杨剑, 等. 一种改进的干涉仪-MUSIC联合测向算法[J]. 兵器装备工程学报, 2023, 44 (11): 240- 247.
doi: 10.11809/bqzbgcxb2023.11.030 |
|
YAO Z C, XU J N, YANG J, et al. An improved interferometer-MUSIC joint direction finding algorithm[J]. Journal of Weaponry and Equipment Engineering, 2023, 44 (11): 240- 247.
doi: 10.11809/bqzbgcxb2023.11.030 |
|
| 22 |
LIAO B, WU Y T, CHAN S C. A generalized algorithm for fast two-dimensional angle estimation of a single source with uniform circular arrays[J]. IEEE Antennas and Wireless Propagation Letters, 2012, 11, 984- 986.
doi: 10.1109/LAWP.2012.2213792 |
| 23 | DING X R, XU W B, LIU H. An iterative DOA estimation method for uniform circular arrays with weighted baselines[C]//Proc. of the IEEE 97th Vehicular Technology Conference, 2023. |
| 24 | BELOUSOV A O, ZHECHEV Y S, CHERNIKOVA E B, et al. UAVs protection and countermeasures in a complex electromagnetic environment[J]. Complexity, 2022, 1: 8539326. |
| 25 |
LIN B, HU G P, ZHOU H, et al. The DOA estimation method for low-altitude targets under the background of impulse noise[J]. Sensors, 2022, 22 (13): 4853.
doi: 10.3390/s22134853 |
| 26 |
JI T M, WEN L B, JIE W, et al. A robust direction of arrival estimation method with high DOF mirror coprime array in impulsive noise[J]. IEEE Trans. on Vehicular Technology, 2024, 73 (6): 7994- 8006.
doi: 10.1109/TVT.2023.3349026 |
| 27 | KUN G, LIANG Z, YING S L, et al. Variational bayesian inference for DOA estimation under impulsive noise and nonuniform noise[J]. IEEE Trans. on Aerospace and Electronic Systems, 2023, 59 (5): 5778- 5790. |
| 28 | SURAM S R, PRASAD N, GOTTAPU S R. Optimized algebraic algorithm for ambiguity resolution and DOA computation in baseline interferometer[J]. Recent Advances in Electrical & Electronic Engineering, 2022, 15(1): 51−66. |
| 29 |
HU W W, WANG Q. DOA estimation for UCA in the presence of mutual coupling via error model equivalence[J]. IEEE Wireless Communications Letters, 2020, 9 (1): 121- 124.
doi: 10.1109/LWC.2019.2944816 |
| 30 |
LIU X, BALLAL T, AHMED M, et al. Instantaneous GNSS ambiguity resolution and attitude determination via Riemannian manifold optimization[J]. IEEE Trans. on Aerospace and Electronic Systems, 2023, 59 (3): 3296- 3312.
doi: 10.1109/TAES.2022.3223330 |
| 31 |
LI Y, ZOU X H, LIU P Y, et al. Four-element array for GNSS attitude determination using IRLS: an improved rounding of long-short baseline approach[J]. IEEE Trans. on Vehicular Technology, 2020, 69 (5): 4920- 4934.
doi: 10.1109/TVT.2020.2978862 |
| 1 |
LI Q, CUI L J, WANG Q, et al. Construction and application of an agent-based intelligent operation and maintenance system for UAV[J]. Drones, 2025, 9 (4): 309.
doi: 10.3390/drones9040309 |
| 2 |
CHAUHAN D, KAGATHARA H, MEWADA H, et al. Nation’s defense: a comprehensive review of anti-drone systems and strategies[J]. IEEE Access, 2025, 13, 53476- 53505.
doi: 10.1109/ACCESS.2025.3550338 |
| 3 |
KUNERTOVA D. Drones have boots: learning from Russia’s war in Ukraine[J]. Contemporary Security Policy, 2023, 44 (4): 576- 591.
doi: 10.1080/13523260.2023.2262792 |
| 4 |
LI Y N, ZENG Q H, SHAO C, et al. UAV localization method with key points on the edges of semantic objects for low-altitude economy[J]. Drones, 2024, 9 (1): 14.
doi: 10.3390/drones9010014 |
| 5 |
NAIR M M, SRIRAMAN H, SAI G H, et al. DroneSilient (drone+ resilient): an anti-drone system[J]. Journal of Big Data, 2024, 11 (1): 144.
doi: 10.1186/s40537-024-01004-6 |
| 6 |
HOU L L, JIN L, HUANG K Z, et al. Beamspace spatial smoothing MUSIC DOA estimation method using dynamic metasurface antenna[J]. Entropy, 2025, 27 (4): 335.
doi: 10.3390/e27040335 |
| 7 | 王栗沅, 何华锋, 韩晓斐, 等. 宽带相干信号DOA和极化参数联合估计方法[J]. 系统工程与电子技术, 2024, 46 (3): 805- 813. |
| WANG L Y, HE H F, HAN X F, et al. Joint estimation method of DOA and polarization parameters based on broadband coherent signals[J]. Systems Engineering and Electronics, 2024, 46 (3): 805- 813. | |
| 8 |
NAN H, MA X F, HAN Y B, et al. A computationally efficient MUSIC algorithm with an enhanced DOA estimation performance for a crossed-dipole array[J]. Sensors, 2025, 25 (11): 3469.
doi: 10.3390/s25113469 |
| 9 | DOAN V, HUYNH T T, HOANG V, et al. Phase-difference measurement-based angle of arrival estimation using long-baseline interferometer[J]. IET Radar, Sonar & Navigation, 2023, 17(3): 449-465. |
| 10 |
WEI Y H. An efficient DOA algorithm for phase interferometers[J]. IEEE Trans. on Aerospace and Electronic Systems, 2020, 56 (3): 1819- 1828.
doi: 10.1109/TAES.2019.2937662 |
| 11 |
ZHU J Z, FAN K G, HE Q, et al. Two-dimensional real-time direction-finding system for UAV RF signals based on uniform circular array and MUSIC-WAA[J]. Drones, 2025, 9 (4): 278.
doi: 10.3390/drones9040278 |
| 12 | 江首德, 鄢社锋, 毛琳琳, 等. 基于迭代原子范数最小化的均匀圆阵方位估计[J]. 系统工程与电子技术, 2025, 47 (6): 1746- 1756. |
| JIANG S D, YAN S F, MAO L L, et al. Uniform circular array direction-of-arrival estimation based on iterative atomic norm minimization[J]. Systems Engineering and Electronics, 2025, 47 (6): 1746- 1756. | |
| 13 | HU Z X, LYU T T, WANG W X. Multi-source 2D DOA estimation of uniform circular array based on deep learning[C]//Proc. of the 7th International Conference on Information Communication and Signal Processing, 2024: 554−558. |
| 14 |
POLIKAROVSKYKH O, HULA I. Implementing the search algorithm of the correlation interferometer direction finder through the GNU radio software platform[J]. Security of Infocommunication Systems and Internet of Things, 2023, 1 (2): 02006.
doi: 10.31861/sisiot2023.2.02006 |
| 15 |
HAN Y, ZHANG J J, LUO J L. Relative DOA estimation method for UAV swarm based on phase difference information without fixed anchors[J]. Scientific Reports, 2025, 15 (1): 14394.
doi: 10.1038/s41598-025-97961-w |
| [1] | Shoude JIANG, Shefeng YAN, Linlin MAO, Chunjin JIANG. Uniform circular array direction-of-arrival estimation based on iterative atomic norm minimization [J]. Systems Engineering and Electronics, 2025, 47(6): 1746-1756. |
| [2] | Zhen LI, Huafeng HE, Tao ZHOU, Xin ZHANG, Xiaofei HAN, Liyuan WANG. DOA estimation method of UCA-FDA radar with distance compensation [J]. Systems Engineering and Electronics, 2024, 46(6): 1967-1974. |
| [3] | Ji SHEN, Xianrong WAN, Jianxin YI, Yan LIU, Feng CHENG. Robust adaptive beamforming in complex interference scenarios [J]. Systems Engineering and Electronics, 2023, 45(4): 941-949. |
| [4] | Dong LI, Yiwen JIAO, Zefu GAO, Wenge YANG, Feilong MAO, Fei TENG. FX phase identification algorithm for GPU-based phase interferometer [J]. Systems Engineering and Electronics, 2022, 44(11): 3320-3329. |
| [5] | Di ZHAO, Zhongliang DENG, Weijie TAN, Aihua HU, Shihao TANG. DOA estimation for directional UCA using adjustable spatial filtering gain [J]. Systems Engineering and Electronics, 2021, 43(7): 1804-1812. |
| [6] | Zhigang SU, Xinran CHEN, Jingtang HAO. Circular array beamforming method based on particle swarm optimization [J]. Systems Engineering and Electronics, 2020, 42(7): 1449-1454. |
| [7] | GAO Wei, ZHANG Qing-pu, DUN Xiao-biao, ZHAO Tian. Comprehensive assessment of advanced military aerospace technologies based on improved EAHP and dynamic weighting [J]. Systems Engineering and Electronics, 2016, 38(1): 102-109. |
| [8] | ZHANG Liang, XU Zhen-hai, XIONG Zi-yuan, WANG Xue-song. Wideband direction finding method of passive radar seeker based on circular array phase interferometer [J]. Journal of Systems Engineering and Electronics, 2012, 34(3): 462-466. |
| [9] | LIU Hai-jun, LIU Zheng, JIANG Wen-li, ZHOU Yi-yu. Integration algorithm of emitter position based on satellites directionfinding systems [J]. Journal of Systems Engineering and Electronics, 2009, 31(12): 2875-2878. |
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