DETECTION AND CLASSIFICATION OF BURIED RADIOACTIVE-METAL OBJECTS USING WIDEBAND EMI DATA

被引:0
作者
Turlapaty, Anish C. [1 ]
Du, Qian [1 ]
Younan, Nicolas H. [1 ]
机构
[1] Mississippi State Univ, Dept Elect & Comp Engn, Mississippi State, MS 39762 USA
来源
2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2011年
关键词
Decision trees; Support vector machines; Clustering; DEPLETED URANIUM;
D O I
10.1109/IGARSS.2011.6049392
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
Gamma-ray spectroscopy is frequently used for the detection of radioactive materials. As an alternative, we explore the use of electromagnetic induction (EMI) data for detection and classification of radioactive-metal objects, i.e., depleted uranium (DU), in this study. To reduce false alarms, a pattern recognition approach based on a decision tree structure is proposed. In an initial experiment, the DU rounds were placed in rows at three different depths in a rectangular field and EMI measurements are taken. The DU objects placed up to depth 30 cm below surface were successfully detected and identified along with the depth information. The algorithm also outperformed traditional threshold detection based method in terms of discriminating objects at 30cm depth.
引用
收藏
页码:1115 / 1118
页数:4
相关论文
共 10 条
[1]   Statistical classification of buried unexploded ordnance using Nonparametric prior models [J].
Aliamiri, Alireza ;
Stalnaker, Jack ;
Miller, Eric L. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (09) :2794-2806
[2]  
[Anonymous], STAT METHODS UNEXPLO
[3]   Properties, use and health effects of depleted uranium (DU): a general overview [J].
Bleise, A ;
Danesi, PR ;
Burkart, W .
JOURNAL OF ENVIRONMENTAL RADIOACTIVITY, 2003, 64 (2-3) :93-112
[4]   An improved Bayesian decision theoretic approach for land mine detection [J].
Collins, L ;
Gao, P ;
Carin, L .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (02) :811-819
[5]  
Etheridge J. A., 2007, P WAST MAN C TUSC AZ
[6]  
Haslip D. S., 2000, W28476KR00Z DEF R D
[7]   Determination of depleted uranium in environmental samples by gamma-spectroscopic techniques [J].
Karangelos, DJ ;
Anagnostakis, MJ ;
Hinis, EP ;
Simopoulos, SE ;
Zunic, ZS .
JOURNAL OF ENVIRONMENTAL RADIOACTIVITY, 2004, 76 (03) :295-310
[8]   Depleted uranium in Kosovo: Results of a survey by gamma spectrometry on soil samples [J].
Uyttenhove, J ;
Lemmens, M ;
Zizi, M .
HEALTH PHYSICS, 2002, 83 (04) :543-548
[9]   A bivariate Gaussian model for unexploded ordnance classification with EMI data [J].
Williams, David ;
Yu, Yijun ;
Kennedy, Levi ;
Zhu, Xianyang ;
Carin, Lawrence .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2007, 4 (04) :629-633
[10]   Electromagnetic induction spectroscopy for clearing landmines [J].
Won, IJ ;
Keiswetter, DA ;
Bell, TH .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2001, 39 (04) :703-709