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Correlation based landmine detection technique.

机译:基于相关性的地雷检测技术。

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摘要

Landmine detection using Ground Penetrating Radar (GPR) in a handheld unit is a challenging task. The difficulty is due to the inconsistency of landmine signatures and the nonstationary behavior of background clutter. In this work we examine Correlation based detection algorithm for data collected by GPR in standing mode. Standing mode processing uses the first two sweeps to extract feature templates for subsequent detection. This research proposes techniques to improve the current performance of standing mode feature template based detection. It also provides investigation of the performance of the MACE (minimum average correlation energy) correlation filter for landmine detection. This work also studies the performance of the Correlation based landmine detection technique as the size of the template is varied and the possible improvement by combining results obtained from real and imaginary data template. This work concludes by suggesting a new template matching technique for detection.; The proposed algorithm using interpolation provided 10% reduction of false alarm rate at 95% Pd compared to without interpolation. Results of the investigation suggested that the MACE filter has limitation to discriminate between the landmine and clutter data, and the results of the ROC curves showed its difficulty to generalize to the test data. The new template matching technique suggested provided better detection compared to the original method used to perform template matching, when Pd was below 99.5%.
机译:在手持式设备中使用探地雷达(GPR)进行地雷探测是一项艰巨的任务。造成这种困难的原因是地雷信号的不一致和背景混乱的不稳定现象。在这项工作中,我们研究了基于站立模式下GPR收集的数据的基于相关性的检测算法。站立模式处理使用前两次扫描来提取特征模板以进行后续检测。这项研究提出了一些技术,以提高基于站立模式特征模板的检测的当前性能。它还提供了用于探测地雷的MACE(最小平均相关能量)相关滤波器的性能的研究。这项工作还研究了基于模板的大小变化时基于相关性的地雷检测技术的性能,以及通过结合从真实和虚构数据模板获得的结果进行的可能的改进。这项工作的结论是提出了一种新的模板匹配检测技术。与没有插值相比,使用插值的拟议算法在95%Pd的情况下提供了10%的误报率降低。调查结果表明,MACE滤波器在区分地雷数据和杂波数据方面存在局限性,ROC曲线的结果表明难以将其推广到测试数据。当Pd低于99.5%时,建议的新模板匹配技术与执行模板匹配的原始方法相比,提供了更好的检测。

著录项

  • 作者

    Mata, Raman Deep.;

  • 作者单位

    University of Missouri - Columbia.;

  • 授予单位 University of Missouri - Columbia.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 M.S.
  • 年度 2004
  • 页码 78 p.
  • 总页数 78
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

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