Optimization of High-Resolution and Ambiguity-Free Sparse Planar Array Geometry for Automotive MIMO Radar

被引:0
作者
Huan, Mingsai [1 ,2 ]
Liang, Junli [2 ]
Ma, Yugang [3 ]
Liu, Wei [4 ,5 ]
Wu, Yifan [2 ]
Zeng, Yonghong [3 ]
机构
[1] Ocean Univ China, Fac Informat Sci & Engn, Qingdao 266100, Peoples R China
[2] Northwestern Polytech Univ, Sch Elect & Informat, Xian 710129, Peoples R China
[3] ASTAR, Inst Infocomm Res I2R, Singapore 138632, Singapore
[4] Hong Kong Polytech Univ, Dept Elect & Elect Engn, Kowloon, Hong Kong 999077, Peoples R China
[5] Queen Mary Univ London, Sch Elect Engn & Comp Sci, London E1 4NS, England
基金
新加坡国家研究基金会;
关键词
Geometry; Optimization; Apertures; Direction-of-arrival estimation; Estimation; MIMO radar; MIMO communication; Colocated MIMO radar; sparse planar array; angular ambiguity function; angular resolution; non-convex optimization; DOA ESTIMATION; ANTENNA-ARRAYS; DESIGN; PERFORMANCE; PLACEMENT;
D O I
10.1109/TSP.2024.3404888
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The next-generation 4D imaging automotive radar is characterized by high angular resolution, unambiguous detection, low latency, low cost, and small size. This study provides an enhanced analysis of the angular ambiguity function (AAF) for planar MIMO arrays, and pioneers a method for a more accurate evaluation of angular resolution using the main lobe width (MLW). Then the 2D expanded beam pattern (EBP) is introduced to assess the field-of-view (FOV), region of interest (ROI), sidelobe level (SLL), and normalized resolution intuitively and precisely. After constructing the sophisticated 2D element spacing and aperture constraints for planar MIMO arrays, the optimization of array geometry is creatively formulated as a novel Domino sparse optimization problem aiming to minimize the MLW while sufficiently suppressing the SLL, which is inspired by the sequential fall of dominoes. This non-convex and non-smooth constrained problem is efficiently solved by a hybrid optimization framework, which integrates the alternating direction multiplier method (ADMM), aggregate function, modified real genetic algorithm (MGA), and non-uniform fast Fourier transform (NUFFT). Numerical simulations demonstrate that angular resolution varies with array geometry, even under the same aperture size. The proposed arrays outperform others with equal aperture size, exhibiting narrower MLW and lower Cram & eacute;r-Rao bound (CRB), thereby enhancing angular resolution with fewer antennas and without preprocessing in standard single-snapshot 2D DOA estimation methods.
引用
收藏
页码:4332 / 4348
页数:17
相关论文
共 50 条
  • [31] Range-Angle Decoupling Technique Using Wavelength-Dependent Beamforming for High-Resolution MIMO Radar
    Han, Kawon
    Hong, Songcheol
    [J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2024, 72 (07) : 4269 - 4277
  • [32] HIGH-RESOLUTION DOA ESTIMATION USING SINGLE-SNAPSHOT MUSIC FOR AUTOMOTIVE RADAR WITH MIXED-ADC ALLOCATIONS
    Kahlert, Moritz
    Xu, Lifan
    Fei, Tai
    Gardill, Markus
    Sun, Shunqiao
    [J]. 2024 IEEE 13RD SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP, SAM 2024, 2024,
  • [33] High-Resolution Wide-Swath IRCI-Free MIMO SAR
    Alshaya, Mohammed
    Yaghoobi, Mehrdad
    Mulgrew, Bernard
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 58 (01): : 713 - 725
  • [34] TDM-MIMO Automotive Radar Point-Cloud Detection Based on the 2-D Hybrid Sparse Antenna Array
    Ding, Jieru
    Wang, Zhiyi
    Ma, Wendan
    Wu, Xinghui
    Wang, Min
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60
  • [35] Sparse Tensor Recovery Based Method for MIMO Radar High Resolution Three-Dimensional Imaging
    Pu, Tao
    Tong, Ningning
    Feng, Weike
    Xue, Bin
    Wan, Pengcheng
    [J]. TWELFTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING SYSTEMS, 2021, 11719
  • [36] A Range Ambiguity Resolution Approach for High-Resolution and Wide-Swath SAR Imaging Using Frequency Diverse Array
    Wang, Chenghao
    Xu, Jingwei
    Liao, Guisheng
    Xu, Xuefei
    Zhang, Yuhong
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2017, 11 (02) : 336 - 346
  • [37] An efficient kernel optimization method for radar high-resolution range profile recognition
    Chen, Bo
    Liu, Hongwei
    Bao, Zheng
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2007, 2007 (1)
  • [38] High Angle Resolution Automotive Radar Based on Simultaneous 12Tx Doppler-Multiplex MIMO
    Touati, Nadjah
    Sturm, Christian
    Imran, Muneeb
    Vanaev, Alexander
    Kohler, Markus
    Krupinski, Kevin
    Malik, Waqas
    Luebbert, Urs
    [J]. EURAD 2020 THE 17TH EUROPEAN RADAR CONFERENCE, 2021, : 386 - 389
  • [39] Deep-Neural-Network-Enabled Vehicle Detection Using High-Resolution Automotive Radar Imaging
    Zheng, Ruxin
    Sun, Shunqiao
    Liu, Hongshan
    Wu, Teresa
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2023, 59 (05) : 4815 - 4830
  • [40] Impacts on Automotive MIMO RADAR Performance due to Permittivity Variation of Bumper Material: Insights through Bi-directional Loss and Antenna Array Ambiguity Function
    Dash, Jogesh Chandra
    Sarkar, Debdeep
    [J]. 2021 IEEE MTT-S INTERNATIONAL MICROWAVE AND RF CONFERENCE (IMARC), 2021,