GPR-Based Landmine Detection and Identification Using Multiple Features

被引:18
作者
Ko, Kwang Hee [1 ]
Jang, Gyubin [1 ]
Park, Kyungmi [1 ]
Kim, Kangwook [1 ]
机构
[1] Gwangju Inst Sci & Technol, Sch Mechatron, Kwangju 500712, South Korea
关键词
Feature extraction - Testing - Bombs (ordnance) - Fourier analysis - Explosives;
D O I
10.1155/2012/826404
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
This paper presents a method to identify landmines in various burial conditions. A ground penetration radar is used to generate data set, which is then processed to reduce the ground effect and noise to obtain landmine signals. Principal components and Fourier coefficients of the landmine signals are computed, which are used as features of each landmine for detection and identification. A database is constructed based on the features of various types of landmines and the ground conditions, including the different levels of moisture and types of ground and the burial depths of the landmines. Detection and identification is performed by searching for features in the database. For a robust decision, the counting method and the Mahalanobis distance-based likelihood ratio test method are employed. Four landmines, different in size and material, are considered as examples that demonstrate the efficiency of the proposed method for detecting and identifying landmines.
引用
收藏
页数:7
相关论文
共 16 条
[1]  
Amazeen C. A., 1996, EUREL International Conference. The Detection of Abandoned Land Mines: A Humanitarian Imperative Seeking a Technical Solution (Conf. Publ.No.431), P172, DOI 10.1049/cp:19961103
[2]  
Amazeen CA, 1998, IEE CONF PUBL, P193, DOI 10.1049/cp:19980718
[3]   Detection of shallowly buried objects using impulse radar [J].
Brunzell, H .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (02) :875-886
[4]   Clutter reduction and target detection in Ground Penetrating Radar data using wavelets [J].
Carevic, D .
DETECTION AND REMEDIATION TECHNOLOGIES FOR MINES AND MINELIKE TARGETS IV, PTS 1 AND 2, 1999, 3710 :973-978
[5]   The Mahalanobis distance [J].
De Maesschalck, R ;
Jouan-Rimbaud, D ;
Massart, DL .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (01) :1-18
[6]   Landmine detection with ground penetrating radar using hidden Markov models [J].
Gader, PD ;
Mystkowski, M ;
Zhao, YX .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2001, 39 (06) :1231-1244
[7]   Automatic mine detection algorithm using ground penetration radar signatures [J].
Haskett, HT ;
Broach, JT .
DETECTION AND REMEDIATION TECHNOLOGIES FOR MINES AND MINELIKE TARGETS IV, PTS 1 AND 2, 1999, 3710 :942-952
[8]  
Kovalenko V., 2006, THESIS DELFT U TECHN
[9]   Processing of GPR data from NIITEK landmine detection system [J].
Legarsky, JJ ;
Broach, JT ;
Bishop, SS .
DETECTION AND REMEDIATION TECHNOLOGIES FOR MINES AND MINELIKE TARGETS VIII, PTS 1 AND 2, 2003, 5089 :1375-1382
[10]  
MacDonald J., 2003, ALTERNATIVES LANDMIN