An innovative real-time technique for buried object detection

被引:59
作者
Bermani, E
Boni, A
Caorsi, S
Massa, A
机构
[1] Univ Trent, Dept Informat & Commun Technol, I-38050 Trento, Italy
[2] Univ Pavia, Dept Elect, I-27100 Pavia, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2003年 / 41卷 / 04期
关键词
buried objects; inverse scattering problems; real-time detection; support vector machines; INVERSE-SCATTERING; DIELECTRIC CYLINDERS; NEURAL-NETWORK;
D O I
10.1109/TGRS.2003.810928
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
In this letter, a new online inverse scattering methodology is proposed. The original problem is recast into a regression estimation one and successively solved by means of a support vector machine (SVM). Although the approach can be applied to various inverse scattering applications, it results very suitable to deal with the buried object detection. The application of SVMs to the solution of such kind of problems is firstly illustrated. Then, some examples, concerning the localization of a given object from scattered field data acquired at a number of measurement points, are presented. The effectiveness of the SVM method is evaluated also in comparison with classical neural networks based approaches.
引用
收藏
页码:927 / 931
页数:5
相关论文
共 23 条
[1]   Evaluating the generalization ability of support vector machines through the bootstrap [J].
Anguita, D ;
Boni, A ;
Ridella, S .
NEURAL PROCESSING LETTERS, 2000, 11 (01) :51-58
[2]  
[Anonymous], PROGR ELECTROMAGNETI
[3]  
[Anonymous], 1999, ADV KERNEL METHODS S
[4]   Microwave imaging - Location and shape reconstruction from multifrequency scattering data [J].
Belkebir, K ;
Kleinman, RE ;
Pichot, C .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 1997, 45 (04) :469-476
[5]  
Bermani E, 2001, MICROW OPT TECHN LET, V28, P207, DOI 10.1002/1098-2760(20010205)28:3<207::AID-MOP17>3.0.CO
[6]  
2-7
[7]   Characterization of a two-dimensional subsurface object with an effective scattering model [J].
Budko, NV ;
van den Berg, PM .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (05) :2585-2596
[8]  
Caorsi S, 1998, MICROW OPT TECHN LET, V19, P427, DOI 10.1002/(SICI)1098-2760(19981220)19:6<427::AID-MOP13>3.0.CO
[9]  
2-U
[10]   NUMERICAL ELECTROMAGNETIC INVERSE-SCATTERING SOLUTIONS FOR 2-DIMENSIONAL INFINITE DIELECTRIC CYLINDERS BURIED IN A LOSSY HALF-SPACE [J].
CAORSI, S ;
GRAGNANI, GL ;
PASTORINO, M .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 1993, 41 (02) :352-356