Adaptive Subsurface 3-D Imaging Based on Peak Phase-Retrieval and Complex-Valued Self-Organizing Map

被引:5
作者
Shimomura, Soshi [1 ]
Hirose, Akira [1 ,2 ]
机构
[1] Univ Tokyo, Dept Elect & Elect Engn, Tokyo 1138656, Japan
[2] Univ Tokyo, Dept Bioengn, Tokyo 1138656, Japan
关键词
Scattering; Time-domain analysis; Landmine detection; Frequency-domain analysis; Ground penetrating radar; Self-organizing feature maps; Directive antennas; Complex-valued self-organizing map (CSOM); cubic scan (C-scan); ground penetrating radar (GPR); WALLED-LTSA ARRAY; FREQUENCY; VISUALIZATION; RESOLUTION;
D O I
10.1109/LGRS.2019.2915256
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
We propose an adaptive subsurface 3-D visualization system based on a complex-valued self-organizing map (CSOM). Conventionally buried things can be detected in the so-called B-scan images obtained by a ground penetrating radar. In contrast, our proposed method is able not only to detect their presence but also to classify the targets by the self-organizing dynamics in the CSOM. Instead of utilizing only the amplitude information in the time domain, we use both the amplitude and the phase information to obtain the scattering coefficients of scatterers by use of the phase retrieval method.
引用
收藏
页码:52 / 56
页数:5
相关论文
共 20 条
[1]  
Aoyagi T, 2010, P INT JOINT C NEUR N, P1
[2]  
Daniels D. J., 2004, IEE RADAR SONAR NAVI, V1
[3]  
Grasmueck M., 2002, The Leading Edge, V21, P634, DOI DOI 10.1190/1.1497315
[4]  
Hara T, 2004, NEURAL NETWORKS, V17, P1201, DOI [10.1016/j.neunet.2004.07.012, 10.1016/j.nuenet.2004.07.012]
[5]  
HONDA F, 2012, COMPLEX VALUED NEURA, V400
[6]   Wideband Millimeter-Wave Surface Micromachined Tapered Slot Antenna [J].
Jastram, Nathan ;
Filipovic, Dejan S. .
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2014, 13 :285-288
[7]   Photographing layer thicknesses and discontinuities in a marble quarry with 3D GPR visualisation [J].
Kadioglu, Selma .
JOURNAL OF APPLIED GEOPHYSICS, 2008, 64 (3-4) :109-114
[8]   THE SELF-ORGANIZING MAP [J].
KOHONEN, T .
PROCEEDINGS OF THE IEEE, 1990, 78 (09) :1464-1480
[9]   Perturbation mapping of water leak in buried water pipes via laboratory validation experiments with high-frequency ground penetrating radar (GPR) [J].
Lai, Wallace W. L. ;
Chang, Ray K. W. ;
Sham, Janet F. C. ;
Pang, K. .
TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY, 2016, 52 :157-167
[10]   Multiple-Mode Selection of Walled-LTSA Array Elements for High-Resolution Imaging to Visualize Antipersonnel Plastic Landmines [J].
Masuyama, Soichi ;
Yasuda, Kenzo ;
Hirose, Akira .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2008, 5 (04) :745-749