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Landslide Susceptibility Assessment Using Frequency Ratio Technique with Iterative Random Sampling

机译:利用迭代随机抽样使用频率比技术进行滑坡易感性评估

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摘要

This paper assesses the performance of the landslide susceptibility analysis using frequency ratio (FR) with an iterative random sampling. A pair of before-and-after digital aerial photographs with 50 cm spatial resolution was used to detect landslide occurrences in Yongin area, Korea. Iterative random sampling was run ten times in total and each time it was applied to the training and validation datasets. Thirteen landslide causative factors were derived from the topographic, soil, forest, and geological maps. The FR scores were calculated from the causative factors and training occurrences repeatedly ten times. The ten landslide susceptibility maps were obtained from the integration of causative factors that assigned FR scores. The landslide susceptibility maps were validated by using each validation dataset. The FR method achieved susceptibility accuracies from 89.48% to 93.21%. And the landslide susceptibility accuracy of the FR method is higher than 89%. Moreover, the ten times iterative FR modeling may contribute to a better understanding of a regularized relationship between the causative factors and landslide susceptibility. This makes it possible to incorporate knowledge-driven considerations of the causative factors into the landslide susceptibility analysis and also be extensively used to other areas.
机译:本文评估了使用频率比(FR)和迭代随机抽样进行滑坡敏感性分析的性能。利用一对具有50厘米空间分辨率的前后数字航空照片来检测韩国永仁地区的滑坡发生情况。迭代随机抽样总共进行了十次,每次都应用于训练和验证数据集。从地形、土壤、森林和地质图中得出了13个滑坡成因。根据诱发因素和重复10次的训练次数计算FR分数。十张滑坡易发性图是通过整合指定FR分数的致病因素获得的。利用每个验证数据集对滑坡敏感性图进行了验证。FR法的敏感性准确度从89.48%到93.21%。FR法的滑坡敏感性精度高于89%。此外,十次迭代FR建模可能有助于更好地理解诱发因素和滑坡敏感性之间的正则化关系。这使得在滑坡易发性分析中纳入知识驱动的因素考虑成为可能,并广泛应用于其他地区。

著录项

  • 来源
    《Journal of Sensors》 |2017年第3期|共21页
  • 作者单位

    Korea Inst Geosci &

    Mineral Resources KIGAM Geoenvironm Hazards &

    Quaternary Geol Res Ctr 124 Gwahang No Daejeon 305350 South Korea;

    Korea Inst Geosci &

    Mineral Resources KIGAM Geol Res Ctr 124 Gwahang No Daejeon 305350 South Korea;

    Univ Seoul Dept English Language &

    Literature 163 Seoulsiripdaero Seoul 02504 South Korea;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 TP212;
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