Super-Resolution Technique of Multi-Radar Fusion 2D Imaging Based on ExCoV Algorithm in Low SNR

被引:0
|
作者
Song, Dawei [1 ,2 ]
Shang, She [2 ]
Ding, Dazhi [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Microelect, Nanjing 210094, Peoples R China
[2] Natl Key Lab Sci & Technol Space Microwave, Xian 710000, Peoples R China
基金
中国国家自然科学基金;
关键词
super resolution; fusion imaging; 2D imaging; low SNR;
D O I
10.3390/rs15082108
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Limited by the hardware, the bandwidth of the transmitted signal is not wide enough for super resolution; this is the same for cross resolution, which is limited by the observation angle. In this paper, we propose a technique for imaging fusion using 2D-imaging super-resolution by using multi-radar data from different observation locations, and the resultant effective band is proposed. First, a sparse 2D parametric model based on GTD theory is introduced to construct a dictionary by matching the scattering theory of the radar observation target. Then, the multi-radar fusion imaging framework is constructed. Meanwhile, the 2D model's sparse parameters are obtained in low SNR using an expansion-compression variance-component algorithm. Finally, radar echo data is expanded to realize the fusion imaging process. The simulation results show that the image quality is improved after multi-radar fusion, which is better than that of the single radar echo, verifying the effectiveness of our method.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] Super-Resolution UWB Radar Imaging Algorithm Based on Extended Capon With Reference Signal Optimization
    Kidera, Shouhei
    Sakamoto, Takuya
    Sato, Toru
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2011, 59 (05) : 1606 - 1615
  • [22] Efficient 2-D MUSIC algorithm for super-resolution moving target tracking based on an FMCW radar
    Yi, Xuchong
    Zhang, Shuangxi
    Zhou, Yuxuan
    GEODESY AND GEODYNAMICS, 2024, 15 (05) : 504 - 515
  • [23] Efficient 2-D MUSIC algorithm for super-resolution moving target tracking based on an FMCW radar
    Xuchong Yi
    Shuangxi Zhang
    Yuxuan Zhou
    GeodesyandGeodynamics, 2024, 15 (05) : 504 - 515
  • [24] A 2D Observation Model-Based Algorithm for Blind Single Image Super-Resolution Reconstruction
    Huang, Liqing
    Xia, Youshen
    2019 ELEVENTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI 2019), 2019, : 35 - 40
  • [25] Super-resolution of 2D ultrasound images and videos
    Cammarasana, Simone
    Nicolardi, Paolo
    Patane, Giuseppe
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2023, 61 (10) : 2511 - 2526
  • [26] Super-resolution of 2D ultrasound images and videos
    Simone Cammarasana
    Paolo Nicolardi
    Giuseppe Patanè
    Medical & Biological Engineering & Computing, 2023, 61 : 2511 - 2526
  • [27] ISAR Super-Resolution Imaging Approach Based on Low-Rank Sparse Joint Constraint Under Low SNR
    Zhou, Peng
    Zhu, Yanli
    Ma, Mingyu
    Zhang, Zhenhua
    Zhang, Xi
    Zhang, Jie
    IEEE SENSORS JOURNAL, 2024, 24 (03) : 3191 - 3201
  • [28] Computationally efficient algorithm for face super-resolution using (2D)2-PCA based prior
    Kumar, B. G. Vijay
    Aravind, R.
    IET IMAGE PROCESSING, 2010, 4 (02) : 61 - 69
  • [29] A computational super-resolution technique based on coded aperture imaging
    Wang, Bowen
    Zuo, Chao
    Sun, Jiasong
    Hu, Yan
    Zhang, Linfei
    COMPUTATIONAL IMAGING V, 2020, 11396
  • [30] Target existence probability based multi-radar track-to-track fusion algorithm
    Zhang T.
    Zheng J.
    Tian Z.
    Rong Y.
    Guo Y.
    Shentu H.
    Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2019, 40 (08):