| Citation: | PAN Zihao, ZHANG Bangning, ZHEN Pan, ZHU Bowen, WANG Ning, GUO Daoxing. Spatial-Domain Anti-Jamming for Unmanned Systems with Lacking Prior Information[J]. Journal of Electronics & Information Technology. doi: 10.11999/JEIT260296 |
| [1] |
孙长银, 袁心, 王远大, 等. 具身智能自主无人系统技术[J]. 自动化学报, 2025, 51(4): 762–777. doi: 10.16383/j.aas.c240456.
SUN Changyin, YUAN Xin, WANG Yuanda, et al. Embodied intelligence autonomous unmanned systems technology[J]. Acta Automatica Sinica, 2025, 51(4): 762–777. doi: 10.16383/j.aas.c240456.
|
| [2] |
CHEN Xinyan, HU Peng, ZHU Zhongpan, et al. Virtual–real integration in unmanned systems: Emerging technologies, applications, and future trends[J]. IEEE Transactions on Automation Science and Engineering, 2026, 23: 1231–1257. doi: 10.1109/TASE.2025.3644374.
|
| [3] |
KIM G S, PARK S, and JUNG S, et al. Integrated control, communication, and computing for mission-critical embedded unmanned aerial vehicles[J]. IEEE Transactions on Aerospace and Electronic Systems, 2026, 62: 682–703. doi: 10.1109/TAES.2025.3622092.
|
| [4] |
WEI Xiaomin, MA Jianfeng, and SUN Cong. A survey on security of unmanned aerial vehicle systems: Attacks and countermeasures[J]. IEEE Internet of Things Journal, 2024, 11(21): 34826–34847. doi: 10.1109/JIOT.2024.3429111.
|
| [5] |
CAI Lingyi, WANG Jiacheng, ZHANG Ruichen, et al. Secure physical layer communications for low-altitude economy networking: A survey[J]. IEEE Communications Surveys & Tutorials, 2026, 28: 2497–2530. doi: 10.1109/COMST.2025.3634768.
|
| [6] |
YANG Helin, LIN Kailong, XIAO Liang, et al. Energy harvesting UAV-RIS-assisted maritime communications based on deep reinforcement learning against jamming[J]. IEEE Transactions on Wireless Communications, 2024, 23(8): 9854–9868. doi: 10.1109/TWC.2024.3367034.
|
| [7] |
ZHOU Jianwei, WANG Wenjie, and ZHANG Chenhao. A GNSS anti-jamming method in multi-UAV cooperative system[J]. IEEE Transactions on Vehicular Technology, 2026, 75(1): 535–547. doi: 10.1109/TVT.2025.3590138.
|
| [8] |
ELBIR A M, MISHRA K V, VOROBYOV S A, et al. Twenty-five years of advances in beamforming: From convex and nonconvex optimization to learning techniques[J]. IEEE Signal Processing Magazine, 2023, 40(4): 118–131. doi: 10.1109/MSP.2023.3262366.
|
| [9] |
LIU Wei, HAARDT M, GRECO M S, et al. Twenty-five years of sensor array and multichannel signal processing: A review of progress to date and potential research directions[J]. IEEE Signal Processing Magazine, 2023, 40(4): 80–91. doi: 10.1109/MSP.2023.3258060.
|
| [10] |
CAPON J. High-resolution frequency-wavenumber spectrum analysis[J]. Proceedings of the IEEE, 1969, 57(8): 1408–1418. doi: 10.1109/PROC.1969.7278.
|
| [11] |
CARLSON B D. Covariance matrix estimation errors and diagonal loading in adaptive arrays[J]. IEEE Transactions on Aerospace and Electronic Systems, 1988, 24(4): 397–401. doi: 10.1109/7.7181.
|
| [12] |
HOSSAIN M S, MILFORD G N, REED M C, et al. Efficient robust broadband antenna array processor in the presence of look direction errors[J]. IEEE Transactions on Antennas and Propagation, 2013, 61(2): 718–727. doi: 10.1109/TAP.2012.2225014.
|
| [13] |
ZHANG Ming, CHEN Xiaoming, and ZHANG Anxue. A simple tridiagonal loading method for robust adaptive beamforming[J]. Signal Processing, 2019, 157: 103–107. doi: 10.1016/j.sigpro.2018.11.019.
|
| [14] |
LI Jian, STOICA P, and WANG Zhisong. Doubly constrained robust capon beamformer[J]. IEEE Transactions on Signal Processing, 2004, 52(9): 2407–2423. doi: 10.1109/TSP.2004.831998.
|
| [15] |
HUANG Yongwei, ZHOU Mingkang, and VOROBYOV S A. New designs on MVDR robust adaptive beamforming based on optimal steering vector estimation[J]. IEEE Transactions on Signal Processing, 2019, 67(14): 3624–3638. doi: 10.1109/TSP.2019.2918997.
|
| [16] |
ZHANG Xinyu, JIANG Weidong, HUO Kai, et al. Robust adaptive beamforming based on linearly modified atomic-norm minimization with target contaminated data[J]. IEEE Transactions on Signal Processing, 2020, 68: 5138–5151. doi: 10.1109/TSP.2020.3021257.
|
| [17] |
HUANG Yongwei, FU Hao, VOROBYOV S A, et al. Robust adaptive beamforming via worst-case SINR maximization with nonconvex uncertainty sets[J]. IEEE Transactions on Signal Processing, 2023, 71: 218–232. doi: 10.1109/TSP.2023.3240312.
|
| [18] |
HUANG Fei, SHENG Weixing, and MA Xiaofeng. Modified projection approach for robust adaptive array beamforming[J]. Signal Processing, 2012, 92(7): 1758–1763. doi: 10.1016/j.sigpro.2012.01.015.
|
| [19] |
GU Yujie and LESHEM A. Robust adaptive beamforming based on interference covariance matrix reconstruction and steering vector estimation[J]. IEEE Transactions on Signal Processing, 2012, 60(7): 3881–3885. doi: 10.1109/TSP.2012.2194289.
|
| [20] |
周成伟, 郑航, 顾宇杰, 等. 互质阵列信号处理研究进展: 波达方向估计与自适应波束成形[J]. 雷达学报, 2019, 8(5): 558–577. doi: 10.12000/JR19068.
ZHOU Chengwei, ZHENG Hang, GU Yujie, et al. Research progress on coprime array signal processing: Direction-of-arrival estimation and adaptive beamforming[J]. Journal of Radars, 2019, 8(5): 558–577. doi: 10.12000/JR19068.
|
| [21] |
MOHAMMADZADEH S, NASCIMENTO V H, DE LAMARE R C, et al. Maximum entropy-based interference-plus-noise covariance matrix reconstruction for robust adaptive beamforming[J]. IEEE Signal Processing Letters, 2020, 27: 845–849. doi: 10.1109/LSP.2020.2994527.
|
| [22] |
CHEN Peng, GAO Jingjie, and WANG Wei. Linear prediction-based covariance matrix reconstruction for robust adaptive beamforming[J]. IEEE Signal Processing Letters, 2021, 28: 1848–1852. doi: 10.1109/LSP.2021.3111582.
|
| [23] |
LUO Tao, CHEN Peng, CAO Zhenxin, et al. URGLQ: An efficient covariance matrix reconstruction method for robust adaptive beamforming[J]. IEEE Transactions on Aerospace and Electronic Systems, 2023, 59(5): 5634–5645. doi: 10.1109/TAES.2023.3263386.
|
| [24] |
MOHAMMADZADEH S, NASCIMENTO V H, DE LAMARE R C, et al. Jammer tracking based on efficient covariance matrix reconstruction with iterative spatial spectrum sampling[J]. IEEE Transactions on Aerospace and Electronic Systems, 2023, 59(6): 8681–8695. doi: 10.1109/TAES.2023.3307507.
|
| [25] |
ZHENG Zhi, ZHENG Yan, WANG Wenqin, et al. Covariance matrix reconstruction with interference steering vector and power estimation for robust adaptive beamforming[J]. IEEE Transactions on Vehicular Technology, 2018, 67(9): 8495–8503. doi: 10.1109/TVT.2018.2849646.
|
| [26] |
ZHENG Zhi, YANG Tong, WANG Wenqin, et al. Robust adaptive beamforming via simplified interference power estimation[J]. IEEE Transactions on Aerospace and Electronic Systems, 2019, 55(6): 3139–3152. doi: 10.1109/TAES.2019.2899796.
|
| [27] |
YANG Huichao, WANG Pengyu, and YE Zhongfu. Robust adaptive beamforming via covariance matrix reconstruction and interference power estimation[J]. IEEE Communications Letters, 2021, 25(10): 3394–3397. doi: 10.1109/LCOMM.2021.3103208.
|
| [28] |
RUAN Hang and DE LAMARE R C. Robust adaptive beamforming using a low-complexity shrinkage-based mismatch estimation algorithm[J]. IEEE Signal Processing Letters, 2014, 21(1): 60–64. doi: 10.1109/LSP.2013.2290948.
|
| [29] |
RUAN Hang and DE LAMARE R C. Robust adaptive beamforming based on low-rank and cross-correlation techniques[J]. IEEE Transactions on Signal Processing, 2016, 64(15): 3919–3932. doi: 10.1109/TSP.2016.2550006.
|
| [30] |
WAX M and ANU Y. A least squares approach to blind beamforming[J]. IEEE Transactions on Signal Processing, 1999, 47(1): 231–234. doi: 10.1109/78.738261.
|
| [31] |
NAPOLITANO A. Generalizations of cyclostationarity: A new paradigm for signal processing for mobile communications, radar, and sonar[J]. IEEE Signal Processing Magazine, 2013, 30(6): 53–63. doi: 10.1109/MSP.2013.2265101.
|
| [32] |
BHOTTO M Z A and BAJIĆ I V. Constant modulus blind adaptive beamforming based on unscented Kalman filtering[J]. IEEE Signal Processing Letters, 2015, 22(4): 474–478. doi: 10.1109/LSP.2014.2362932.
|
| [33] |
WENTZ M, CAPPER J, KURIEN B, et al. Blind beamforming via deep learning-based signal classification and transfer learning[J]. IEEE Transactions on Cognitive Communications and Networking, 2026, 12: 1834–1847. doi: 10.1109/TCCN.2025.3598069.
|
| [34] |
XIE Zhuang, XU Zhou, HAN Sudan, et al. Max-min beamforming for multipath exploitation[J]. IEEE Communications Letters, 2022, 26(9): 2116–2120. doi: 10.1109/LCOMM.2022.3188754.
|
| [35] |
CHENG Yun, LIU Tianpeng, SHI Junpeng, et al. Sparsity-based adaptive beamforming for non-uniform linear arrays in multipath environment[J]. IEEE Transactions on Vehicular Technology, 2024, 73(5): 6687–6699. doi: 10.1109/TVT.2023.3341417.
|
| [36] |
WANG Cheng and TANG Jun. Blind beamforming technique for reception of multipath coherent signals[J]. IEEE Communications Letters, 2016, 20(7): 1453–1456. doi: 10.1109/LCOMM.2016.2547873.
|
| [37] |
ZHANG Liang, LIAO Bin, HUANG Lei, et al. An eigendecomposition-based approach to blind beamforming in a multipath environment[J]. IEEE Communications Letters, 2017, 21(2): 322–325. doi: 10.1109/LCOMM.2016.2626365.
|