Anti-Personnel Land Mine Detection and Discrimination Using Acoustic Data

被引:0
作者
Ali Koksal Hocaoglu
Paul D. Gader
James M. Keller
Bruce N. Nelson
机构
[1] University of Florida,Department of Computer and Information Science and Engineering
[2] University of Missouri-Columbia,Department of Computer Engineering and Computer Science
[3] GEO-CENTERS,undefined
[4] Inc.,undefined
来源
Subsurface Sensing Technologies and Applications | 2002年 / 3卷 / 2期
关键词
Mine detection; Choquet integral; discriminant analysis; feature extraction;
D O I
10.1023/A:1015516615008
中图分类号
学科分类号
摘要
An acoustic-based land mine detection system was field-tested by the University of Mississippi with promising results. This system uses a Laser Doppler Vibrometer (LDV) to measure the velocity of the vibration at the surface of the soil induced by acoustic energy in various frequency bands. In this paper, automated methods for detecting and discriminating Anti-Personnel (AP) mines from clutter objects are presented. Pre-processing methods rely on nonlinear filters realized as Choquet integrals. These filters are robust to the non-Gaussian, impulse type noise in this type of data. Detection follows pre-processing and relies on adaptive thresholding over each frequency band and three-dimensional (3D) connected component analysis. Features are extracted from the 2D frequency slices of the 3D connected components. The features are adaptively aggregated over frequency and used for discriminant analysis. Experiments are performed using anti-personnel mines, clutter objects, and blank areas (background samples with no mines or clutter objects). The algorithm detects 92% of the mines for a wide range of parameters. For some threshold values, 100% of the mines are detected and 92% of the mines are classified as mines with no false alarms.
引用
收藏
页码:75 / 93
页数:18
相关论文
共 14 条
  • [1] Grabisch M.(1994)Choquet Integral Representations of Nonlinear Filters with Applications to LADAR Image Processing Fuzzy integrals as a generalized class of order filters: Proceedings of SPIE 2315 128-136
  • [2] Shi H.(1998)Acoustic-to-seismic transfer function at the surface of a layered outdoor ground Fuzzy Integral Filters: Properties and Parallel Implementations: Journal of Real-Time Imaging 4 233-241
  • [3] Gader P.D.(1998)Land mine detection measurements using acoustic-to-seismic coupling Proceedings SPIE Conference on Nonlinear Image Processing IX 3304 66-72
  • [4] Chen W.(1994)Performance assessment of a blind test using the University of Mississippi's acoustic/seismic laser Doppler vibrometer (LDV) mine detection apparatus at Fort A.P. Hill Classification by fuzzy integral: Performance and tests, Fuzzy Sets and Systems 65 255-271
  • [5] Hocaoglu A.K.(2000)undefined Proceedings of SPIE 4038 633-644
  • [6] Gader P.D.(2000)undefined Proceedings of SPIE 4038 645-655
  • [7] Grabisch J.M.N.(2000)undefined Proceedings of SPIE 4038 656-666
  • [8] Sabatier J.M.(undefined)undefined undefined undefined undefined-undefined
  • [9] Hickey C.J.(undefined)undefined undefined undefined undefined-undefined
  • [10] Xiang N.(undefined)undefined undefined undefined undefined-undefined