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首页> 外文期刊>International Journal of Geographical Information Science >Earthquake-induced landslide hazard monitoring and assessment using SOM and PROMETHEE techniques: A case study at the Chiufenershan area in Central Taiwan
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Earthquake-induced landslide hazard monitoring and assessment using SOM and PROMETHEE techniques: A case study at the Chiufenershan area in Central Taiwan

机译:基于SOM和PROMETHEE技术的地震诱发滑坡灾害监测与评估:以台湾中部Chiufenershan地区为例

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摘要

Monitoring and assessment of landslide hazard is an important task for decision making and policy planning in the landslide area. Massive landslides, caused by the catastrophic Chi-Chi earthquake in 1999, occurred in Central Taiwan, especially at Chiufenershan area in Nantou county. This study proposed two useful indicators coupled with the Self-organizing map (SOM) neural network and the Preference Ranking Organization METHod for Enrichment Evaluations (PROMETHEE) technique to quickly extract accurate post-quake landslides from multi-temporal Systeme Probatoire de l'Observation de la Terre (SPOT) images. A GIS-based system was developed to simplify and integrate the procedures such as image pre-processing, the SOM training, the PROMETHEE calculation, landslide extraction and accuracy assessment. The evaluated result shows that the landslide area soon after the earthquake is 209.50 ha (Kappa coefficient 96.88%). Over seven years of vegetation recovery, the denudation area has declined to 112.64 ha (Kappa coefficient 90.64%). Most earthquake-induced landslides could be restored by natural vegetation succession. The developed system is a useful decision-making tool for landslide area planning.
机译:监测和评估滑坡灾害是滑坡地区决策和政策规划的重要任务。台湾中部地区,尤其是南投县的九份山地区,发生了由1999年的集集地震造成的大规模滑坡。这项研究提出了两个有用的指标,并结合了自组织图(SOM)神经网络和偏好评估组织METHod进行了致富评估(PROMETHEE)技术,以从多时相系统观测站快速提取准确的地震后滑坡。拉特雷(SPOT)图像。开发了一个基于GIS的系统,以简化和集成诸如图像预处理,SOM训练,PROMETHEE计算,滑坡提取和准确性评估之类的程序。评价结果表明,地震发生后不久的滑坡面积为209.50公顷(卡帕系数为96.88%)。在过去七年的植被恢复过程中,剥蚀面积已降至112.64公顷(卡帕系数为90.64%)。大多数地震诱发的滑坡可以通过自然植被演替来恢复。开发的系统是滑坡区域规划的有用决策工具。

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