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Landslide susceptibility analysis using decision tree method, Phidim, Eastern Nepal

机译:使用决策树方法对滑坡的敏感性进行分析,尼泊尔东部Phidim

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The decision tree is one of the new methods used for the determination of landslide susceptibility in the study area. The Phidim area is selected for the application of this method. The total surface area is 168.07 sq. km, and is located at the eastern part of Nepal. There are total of 10 different data bases used for this study which are; geological formation, elevation, slope, curvature, aspect, stream power index, topographic wetness index, distance from drainage, lineaments, and slope length, and are considered as landslide conditioning factors. Geographical information system (GIS) is used as basic tools and ARC/View is used for the processing data analysis and final map preparation. For the decision tree analysis the PASW 18 (statistical tool) is used to generate values of each factor. According to the results of decision tree, two geological formations; stream power index and slope are found as the most effective parameters on the landslide occurrence in the study area. Using the predicted values, the landslide susceptibility map of the study area is produced. To assess the performance of the produced susceptibility map, the area under curve (AUC) is drawn. The AUC value of the produced landslide susceptibility map has been obtained as 95.9%. According to the results of the AUC evaluation, the produced map has showed a good performance. As to wrap up, the produced map is able to be used for medium scaled and regional planning purposes. DOI: http://dx.doi.org/10.3126/bdg.v15i0.7419 Bulletin of the Department of Geology, Vol. 15, 2012, pp. 69-76
机译:决策树是用于确定研究区域滑坡敏感性的新方法之一。选择Phidim区域以应用此方法。总面积为168.07平方公里,位于尼泊尔东部。共有10个不同的数据库用于此研究,分别是:地质构造,高程,坡度,曲率,坡向,水流功率指数,地形湿度指数,距排水的距离,构造和坡长,均被视为滑坡调节因素。地理信息系统(GIS)被用作基本工具,ARC / View被用于处理数据分析和最终地图准备。对于决策树分析,PASW 18(统计工具)用于生成每个因子的值。根据决策树的结果,形成两个地质构造。在研究区发现滑坡发生的最有效参数是水流功率指数和坡度。使用预测值,生成研究区域的滑坡敏感性图。为了评估所产生的磁化率图的性能,绘制了曲线下面积(AUC)。生成的滑坡敏感性图的AUC值为95.9%。根据AUC评估的结果,生成的地图显示出良好的性能。总结起来,生成的地图可以用于中等规模和区域规划的目的。 DOI:http://dx.doi.org/10.3126/bdg.v15i0.7419地质学系简报2012年15月,第69-76页

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