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YANG Lei, SONG Hao, SHEN Ruiyang, CHEN Yingjie, HU Zhongwei, HUO Xin, XING Mengdao. High Sparsity and Low Sidelobe Near-field Focused Sparse Array for Three-Dimensional Imagery[J]. Journal of Electronics & Information Technology. doi: 10.11999/JEIT231278
Citation: YANG Lei, SONG Hao, SHEN Ruiyang, CHEN Yingjie, HU Zhongwei, HUO Xin, XING Mengdao. High Sparsity and Low Sidelobe Near-field Focused Sparse Array for Three-Dimensional Imagery[J]. Journal of Electronics & Information Technology. doi: 10.11999/JEIT231278

High Sparsity and Low Sidelobe Near-field Focused Sparse Array for Three-Dimensional Imagery

doi: 10.11999/JEIT231278
Funds:  The National Natural Science Foundation of China (62271487)
  • Received Date: 2023-11-20
  • Rev Recd Date: 2024-11-10
  • Available Online: 2024-11-19
  • In active electrical scanning millimeter-wave security imaging, the uniform array antenna has the bottleneck of uncontrolled cost and high complexity, which is difficult to be widely applied in practices. To this end, a near-field focused sparse array design algorithm for high sparsity and low sidelobes is proposed in this paper. It applies an improved three dimensional (3D) time-domain imaging algorithm to achieve high-accuracy 3D reconstruction. Firstly, the near-field focusing sparse array antenna model is constructed by taking the near-field focusing position and peak sidelobe level as constraints, where the $ {\ell _p} $(0<p<1) norm of the weight vector regularization is established as the objective function. Secondly, by introducing auxiliary variables and establishing equivalent substitution models between sidelobe and focus position constraints and auxiliary variables, the problem of solving the array weight vector in the coupling of the objective function and complex constraints is developed. The model is simplified and solved through the idea of equivalent substitution. Then, the array excitation and position are optimized using a combination of complex number differentiation and heuristic approximation methods. Finally, the Alternating Direction Method of Multipliers (ADMM) is employed to achieve the focus position, peak sidelobe constraint, and array excitation in a cooperative manner. The sparse array 3D imaging is realized by improving the 3D time-domain imaging algorithm. The experimental results show that the proposed method is capable of obtaining lower sidelobe level with fewer array elements under the condition of satisfying the radiation characteristics of array antenna and near-field focusing. Applying raw millimeter-wave data, the advantages of sparse array 3D time-domain imaging algorithm are verified in terms of high accuracy and high efficiency.
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  • [1]
    冯辉, 涂昊, 高炳西, 等. 被动毫米波太赫兹人体成像关键技术进展[J]. 激光与红外, 2020, 50(11): 1395–1401. doi: 10.3969/j.issn.1001-5078.2020.11.018.

    FENG Hui, TU Hao, GAO Bingxi, et al. Progress on key technologies of passive millimeter wave and terahertz imaging for human body screening[J]. Laser & Infrared, 2020, 50(11): 1395–1401. doi: 10.3969/j.issn.1001-5078.2020.11.018.
    [2]
    李连伟, 秦世引. 基于轻量级U-Net深度学习的人体安检隐匿违禁物的实时检测[J]. 电子与信息学报, 2022, 44(10): 3435–3446. doi: 10.11999/JEIT210787.

    LI Lianwei and QIN Shiyin. Real-time detection of hiding contraband in human body during the security check based on lightweight U-Net with deep learning[J]. Journal of Electronics & Information Technology, 2022, 44(10): 3435–3446. doi: 10.11999/JEIT210787.
    [3]
    CHENG Yayun, YOU Yan, ZHU Dong, et al. Reflection removal using dual-polarization and saliency in millimeter-wave and terahertz imaging[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(11): 9439–9447. doi: 10.1109/TGRS.2021.3049554.
    [4]
    SUN Peng, LIU Ting, CHEN Xiaotong, et al. Multi-source aggregation transformer for concealed object detection in millimeter-wave images[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2022, 32(9): 6148–6159. doi: 10.1109/TCSVT.2022.3161815.
    [5]
    庞育才, 刘松. 基于改进人工蜂群算法的MIMO雷达稀疏阵列优化[J]. 系统工程与电子技术, 2018, 40(5): 1026–1030. doi: 10.3969/j.issn.1001-506X.2018.05.10.

    PANG Yucai and LIU Song. Optimization of MIMO radar sparse array based on modified artificial bee colony[J]. Systems Engineering and Electronics, 2018, 40(5): 1026–1030. doi: 10.3969/j.issn.1001-506X.2018.05.10.
    [6]
    黎子皓, 郝程鹏, 闫晟. 稀疏直线阵列优化设计算法综述[J]. 中国传媒大学学报(自然科学版), 2021, 28(4): 20–32. doi: 10.16196/j.cnki.issn.1673-4793.2021.04.003.

    LI Zihao, HAO Chengpeng, and YAN Sheng. Review of algorithms for designing sparse linear arrays[J]. Journal of Communication University of China (Science and Technology), 2021, 28(4): 20–32. doi: 10.16196/j.cnki.issn.1673-4793.2021.04.003.
    [7]
    孔玥, 邱明华, 黄晟, 等. 基于凸优化理论的可扫描稀疏阵列综合[J]. 雷达与对抗, 2020, 40(3): 33–37. doi: 10.19341/j.cnki.issn.1009-0401.2020.03.008.

    KONG Yue, QIU Minghua, HUANG Sheng, et al. Synthesis of steerable sparse arrays based on convex optimization theory[J]. RADAR & ECM, 2020, 40(3): 33–37. doi: 10.19341/j.cnki.issn.1009-0401.2020.03.008.
    [8]
    LI Pengfa, QU Shiwei, YANG Shiwen, et al. Focused array antenna based on subarrays[J]. IEEE Antennas and Wireless Propagation Letters, 2017, 16: 888–891. doi: 10.1109/LAWP.2016.2613887.
    [9]
    SUN Guilin and ZHU Qi. The design of a focused sparse microstrip antenna array[C]. 2016 IEEE International Symposium on Antennas and Propagation, Fajardo, USA, 2016: 515–516. doi: 10.1109/APS.2016.7695966.
    [10]
    HUANG Zixuan, CHENG Yujian, and YANG Haining. Synthesis of sparse near-field focusing antenna arrays with accurate control of focal distance by reweighted l1 norm optimization[J]. IEEE Transactions on Antennas and Propagation, 2021, 69(5): 3010–3014. doi: 10.1109/TAP.2020.3025242.
    [11]
    陈鹭伟, 罗迎, 倪嘉成, 等. 基于深度展开的SAR大斜视RD成像算法[J]. 空军工程大学学报, 2022, 23(4): 43–50. doi: 10.3969/j.issn.2097-1915.2022.04.007.

    CHEN Luwei, LUO Ying, NI Jiacheng, et al. A novel range-Doppler imaging method for highly squinted SAR based on deep unfolded net[J]. Journal of Air Force Engineering University, 2022, 23(4): 43–50. doi: 10.3969/j.issn.2097-1915.2022.04.007.
    [12]
    陈权, 刘文康, 孙光才, 等. 基于超大幅宽的高轨SAR加速BP成像方法[J]. 电子与信息学报, 2022, 44(9): 3136–3143. doi: 10.11999/JEIT210560.

    CHEN Quan, LIU Wenkang, SUN Guangcai, et al. An Accelerated back-projection algorithm based on large swath for geosynchronous-earch-orbit SAR imaging[J]. Journal of Electronics & Information Technology, 2022, 44(9): 3136–3143. doi: 10.11999/JEIT210560.
    [13]
    董祺, 杨泽民, 孙光才, 等. 子场景处理的弹载前斜视SAR时域成像算法[J]. 系统工程与电子技术, 2017, 39(5): 1013–1018. doi: 10.3969/j.issn.1001-506X.2017.05.10.

    DONG Qi, YANG Zemin, SUN Guangcai, et al. Missile-borne forward squint SAR time-domain imaging algorithm based on sub-region processing[J]. Systems Engineering and Electronics, 2017, 39(5): 1013–1018. doi: 10.3969/j.issn.1001-506X.2017.05.10.
    [14]
    杨磊, 王腾腾, 陈英杰, 等. 低秩矩阵补全高分辨SAR成像特征重建[J]. 电子与信息学报, 2023, 45(8): 2965–2974. doi: 10.11999/JEIT220992.

    YANG Lei, WANG Tengteng, CHEN Yingjie, et al. Feature reconstruction of high resolution SAR imagery based on low rank matrix completion[J]. Journal of Electronics & Information Technology, 2023, 45(8): 2965–2974. doi: 10.11999/JEIT220992.
    [15]
    谢朋飞, 张磊, 吴振华. 融合ω-K和BP算法的圆柱扫描毫米波三维成像算法[J]. 雷达学报, 2018, 7(3): 387–394. doi: 10.12000/JR17112.

    XIE Pengfei, ZHANG Lei, and WU Zhenhua. A three-dimensional imaging algorithm fusion with ω-K and BP algorithm for millimeter-wave cylindrical scanning[J]. Journal of Radars, 2018, 7(3): 387–394. doi: 10.12000/JR17112.
    [16]
    LIANG Junli, ZHANG Xuan, SO H C, et al. Sparse array beampattern synthesis via alternating direction method of multipliers[J]. IEEE Transactions on Antennas and Propagation, 2018, 66(5): 2333–2345. doi: 10.1109/TAP.2018.2811778.
    [17]
    郑美燕. 基于矩阵束方法的天线阵列优化[D]. [硕士论文], 电子科技大学, 2013.

    ZHENG Meiyan. Sparse antenna array synthesis using matrix pencil method[D]. [Master dissertation], University of Electronic Science and Technology of China, 2013.
    [18]
    WANG Xinkuan and WANG Guibao. A hybrid method based on the iterative Fourier transform and the differential evolution for pattern synthesis of sparse linear arrays[J]. International Journal of Antennas and Propagation, 2018, 2018: 6309192. doi: 10.1155/2018/6309192.
    [19]
    TENG Duo, LI Yatian, YANG Hu, et al. Genetic algorithm for sparse optimization of mills cross array used in underwater acoustic imaging[J]. Journal of Marine Science and Engineering, 2022, 10(2): 155. doi: 10.3390/jmse10020155.
    [20]
    CHATTERJEE A, MAHANTI G K, and MAHANTI A. Synthesis of thinned concentric ring array antenna in predefined phi-planes using binary firefly and binary particle swarm optimization algorithm[J]. International Journal of Numerical Modelling: Electronic Networks, Devices and Fields, 2015, 28(2): 164–174. doi: 10.1002/jnm.1994.
    [21]
    HUANG Zixuan and CHENG Yujian. Near-field pattern synthesis for sparse focusing antenna arrays based on Bayesian compressive sensing and convex optimization[J]. IEEE Transactions on Antennas and Propagation, 2018, 66(10): 5249–5257. doi: 10.1109/TAP.2018.2860044.
    [22]
    王洪雁, 于若男. 基于稀疏和低秩恢复的稳健DOA估计方法[J]. 电子与信息学报, 2020, 42(3): 589–596. doi: 10.11999/JEIT190263.

    WANG Hongyan and YU Ruonan. Sparse and low rank recovery based robust DOA estimation method[J]. Journal of Electronics & Information Technology, 2020, 42(3): 589–596. doi: 10.11999/JEIT190263.
    [23]
    ZHAO Xiaobin, LI Wei, ZHANG Mengmeng, et al. Adaptive iterated shrinkage thresholding-based Lp-norm sparse representation for hyperspectral imagery target detection[J]. Remote Sensing, 2020, 12(23): 3991. doi: 10.3390/rs12233991.
    [24]
    杨磊, 陈英杰, 王腾腾, 等. 旅客人身时频调和型毫米波三维重建[J]. 红外与毫米波学报, 2023, 42(3): 327–338. doi: 10.11972/j.issn.1001-9014.2023.03.006.

    YANG Lei, CHEN Yingjie, WANG Tengteng, et al. Three-dimensional reconstruction algorithm for passengers based on time-frequency coordination[J]. Journal of Infrared and Millimeter Waves, 2023, 42(3): 327–338. doi: 10.11972/j.issn.1001-9014.2023.03.006.
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