首页> 外文期刊>International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences >ANALYSIS OF THE TEMPORAL AND SPATIAL CONTROLLING FACTORS IN AFFECTING THE ACCURACY OF LANDSLIDE PREDICTING MODEL AT TAIWAN
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ANALYSIS OF THE TEMPORAL AND SPATIAL CONTROLLING FACTORS IN AFFECTING THE ACCURACY OF LANDSLIDE PREDICTING MODEL AT TAIWAN

机译:影响台湾滑坡预报模型准确性的时空控制因素分析

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Most of the landslides are triggered by rainfall, earthquake or the joint effect from both. Landslide inventory map by GIS via remote sensing offer the spatial distribution of it across certain external event. The landslide model thus been trained to link the occurrence and non-occurrence of individual mass wasting on top of proposing factors/layers. Chosen factors with various calculated weighting values becomes as the base of predicting the region and condition for future landslide called as Landslide Susceptibility Mapping (LSM). It is found that the temporal factor has less AUC values than spatial factors at Taiwan, after examining the 20 years catalog and thousand cases of landslide island wide. Different resolution of DEM and NDVI from satellite image, hyper spectrum and LiDAR are utilized to resolve the degree of impact of it. The require accuracy and resolution of base map is directly link to the accuracy and also minimum mapping size of catalog, and the non-linear relationship of external factors still cannot be well predicted by the training model. To achieve better accuracy of LSM the temporal and non-linearity properties should be addressed, especially under the influence of global warming.
机译:大多数滑坡是由降雨,地震或两者共同作用引起的。 GIS通过遥感提供的滑坡清单图可在某些外部事件中提供其空间分布。因此,已对滑坡模型进行了训练,以将个体大量浪费的发生和不发生联系到提议因素/层之上。具有各种计算出的权重值的选定因素成为预测未来滑坡的区域和条件的基础,称为滑坡敏感性地图(LSM)。在检查了20年的目录和全岛数千例滑坡后,发现台湾的时间因素的AUC值小于空间因素的AUC值。利用DEM和NDVI来自卫星图像,超光谱和LiDAR的不同分辨率来解决其影响程度。底图所需的精度和分辨率直接关系到目录的精度和最小映射大小,并且训练模型仍无法很好地预测外部因素的非线性关系。为了获得更好的LSM精度,应该解决时间和非线性属性,尤其是在全球变暖的影响下。

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