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Volume 45 Issue 9
Sep.  2023
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LIU Lutao, CAO Ying, ZHENG Yu. FPGA Implementation of Direction of Arrival Estimation Method for Polarization Sensitive Array[J]. Journal of Electronics & Information Technology, 2023, 45(9): 3340-3349. doi: 10.11999/JEIT221146
Citation: LIU Lutao, CAO Ying, ZHENG Yu. FPGA Implementation of Direction of Arrival Estimation Method for Polarization Sensitive Array[J]. Journal of Electronics & Information Technology, 2023, 45(9): 3340-3349. doi: 10.11999/JEIT221146

FPGA Implementation of Direction of Arrival Estimation Method for Polarization Sensitive Array

doi: 10.11999/JEIT221146
Funds:  The National Natural Science Foundation of China (62071137)
  • Received Date: 2022-09-01
  • Rev Recd Date: 2022-11-01
  • Available Online: 2022-11-05
  • Publish Date: 2023-09-27
  • To solve the problem that embedding the traditional complex MUlti SIgnal Classification (MUSIC) algorithm directly into the Field Programmable Gate Array (FPGA) will consume a lot of hardware resources and computing time, a FPGA implementation scheme of real MUSIC based on polarization sensitive array is proposed. A real value preprocessing method is proposed based on the centrosymmetric property of circular distributed polarization sensitive array. The proposed approach introduces linear transformation on the received signal, thus simplifying the subsequent calculation of polarization MUSIC algorithm. The FPGA scheme reduces the time consumption of the algorithm through the parallel calculation of the covariance matrix module, the parallel Jacobi algorithm of multi-level sweeping in the eigenvalue decomposition module, the multi-scale spectral peak search and the pipeline work of each module. The experimental results show that compared with complex polarization MUSIC, this scheme reduces greatly the hardware resource consumption and time consumption.
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  • [1]
    王琦森, 余华, 李杰, 等. 基于稀疏贝叶斯学习的空间紧邻信号DOA估计算法[J]. 电子与信息学报, 2021, 43(3): 708–716. doi: 10.11999/JEIT200656

    WANG Qisen, YU Hua, LI Jie, et al. Sparse Bayesian learning based algorithm for DOA estimation of closely spaced signals[J]. Journal of Electronics &Information Technology, 2021, 43(3): 708–716. doi: 10.11999/JEIT200656
    [2]
    ZHENG Hang, SHI Zhiguo, ZHOU Chengwei, et al. Coupled coarray tensor CPD for DOA estimation with coprime L-shaped array[J]. IEEE Signal Processing Letters, 2021, 28: 1545–1549. doi: 10.1109/LSP.2021.3099074
    [3]
    马健钧, 魏少鹏, 马晖, 等. 基于ADMM的低仰角目标二维DOA估计算法[J]. 电子与信息学报, 2022, 44(8): 2859–2866. doi: 10.11999/JEIT210582

    MA Jianjun, WEI Shaopeng, MA Hui, et al. Two-dimensional DOA estimation for low-angle target based on ADMM[J]. Journal of Electronics &Information Technology, 2022, 44(8): 2859–2866. doi: 10.11999/JEIT210582
    [4]
    王炜彤, 杨健, 郭晓冉, 等. 基于压缩感知的正交偶极子阵列信号参数估计[J]. 中国舰船研究, 2022, 17(1): 221–226,234. doi: 10.19693/j.issn.1673-3185.02262

    WANG Weitong, YANG Jian, GUO Xiaoran, et al. Joint estimation for DOA and polarization parameters of orthogonal dipole array based on compressive sensing[J]. Chinese Journal of Ship Research, 2022, 17(1): 221–226,234. doi: 10.19693/j.issn.1673-3185.02262
    [5]
    SCHMIDT R. Multiple emitter location and signal parameter estimation[J]. IEEE Transactions on Antennas and Propagation, 1986, 34(3): 276–280. doi: 10.1109/TAP.1986.1143830
    [6]
    庄钊文. 极化敏感阵列信号处理[M]. 北京: 国防工业出版社, 2005: 200–213.

    ZHUANG Zhaowen. Signal Processing of Polarization Sensitive Array[M]. Beijing: National Defense Industry Press, 2005: 200–213.
    [7]
    徐友根, 刘志文, 龚晓峰. 极化敏感阵列信号处理[M]. 北京: 北京理工大学出版社, 2013: 2–3.

    XU Yougen, LIU Zhiwen, and GONG Xiaofeng. Signal Processing of Polarization Sensitive Array[M]. Beijing: Beijing University of Technology Press, 2013: 2–3.
    [8]
    BUTT U M, KHAN S A, ULLAH A, et al. Towards low latency and resource-efficient FPGA implementations of the MUSIC algorithm for direction of arrival estimation[J]. IEEE Transactions on Circuits and Systems I:Regular Papers, 2021, 68(8): 3351–3362. doi: 10.1109/TCSI.2021.3083280
    [9]
    HUANG Kai, SHA Jin, SHI Wei, et al. An efficient FPGA implementation for 2-D MUSIC algorithm[J]. Circuits, Systems, and Signal Processing, 2016, 35(5): 1795–1805. doi: 10.1007/s00034-015-0144-z
    [10]
    XU Dechen, LIU Zhiwen, QI Xiaodong, et al. A FPGA-based implementation of MUSIC for centrosymmetric circular array[C]. 2008 9th International Conference on Signal Processing, Beijing, China, 2008: 490–493.
    [11]
    SHI Zhiguo, HE Qianwen, and LIU Ying. Accelerating parallel Jacobi method for matrix eigenvalue computation in DOA estimation algorithm[J]. IEEE Transactions on Vehicular Technology, 2020, 69(6): 6275–6285. doi: 10.1109/TVT.2020.2984705
    [12]
    HUSSAIN A A, TAYEM N, and SOLIMAN A H. Matrix decomposition methods for efficient hardware implementation of DOA estimation algorithms: A performance comparison[C]. 2019 4th International Conference and Workshops on Recent Advances and Innovations in Engineering (ICRAIE), Kedah, Malaysia, 2019: 1–7.
    [13]
    王永良. 空间谱估计理论与算法[M]. 北京: 清华大学出版社, 2004: 83–85.

    WANG Yongliang. Theory and Algorithm of Spatial Spectrum Estimation[M]. Beijing: Tsinghua University Press, 2004: 83–85.
    [14]
    蒋驰, 王文晴, 张晓丽, 等. 基于空间域补偿的极化敏感阵列MUSIC测向算法[J]. 制导与引信, 2021, 42(4): 1–6. doi: 10.3969/j.issn.1671-0576.2021.04.001

    JIANG Chi, WANG Wenqing, ZHANG Xiaoli, et al. MUSIC direction finding algorithm of polarization sensitive array based on spatial domain compensation[J]. Guidance &Fuze, 2021, 42(4): 1–6. doi: 10.3969/j.issn.1671-0576.2021.04.001
    [15]
    SHI Haoqiang, JIANG Zhanjun, LIU Qianru, et al. An efficient FPGA parallel implementation for 2-D MUSIC algorithm[J]. IOP Conference Series:Earth and Environmental Science, 2019, 252(3): 032168. doi: 10.1088/1755-1315/252/3/032168
    [16]
    BRENT R P, LUK F T, and VAN LOAN C. Computation of the generalized singular value decomposition using mesh-connected processors[C]. The 27th Annual Technical Symposium on Real-Time Signal Processing VI, San Diego, USA, 1983: 66–71.
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