基于滑坡影响的印尼省份分组自组织地图方法

Suwanda Risky, Syafriandi, D. Permana, Dina Fitria
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引用次数: 0

摘要

由于其气候、土壤、水文、地质和地貌条件,印度尼西亚是一个易受灾害影响的国家。灾难是威胁和破坏人们生活和生计的一个事件或一系列事件。自然灾害是由一个或一系列自然事件引起的灾难,如山体滑坡。印度尼西亚的滑坡灾害事件数量因省而异,这是由于印度尼西亚各省的特点不同。因此,滑坡灾害所造成的影响也是不同的。因此,有必要进行分组和剖面图,以便了解滑坡灾害影响最大的省份。本研究在分组中使用了自组织映射方法。根据内部聚类验证(Dunn、Connectivity和Silhouette Index)的最优值,形成的聚类数量为3。集群1由31个省份组成,平均滑坡影响较小。在2个省组成的聚类2中,4个省的影响显著。由1个省组成的集群3的主导影响较大。因此可以得出结论,印度尼西亚大多数省份对滑坡灾害的影响相对较小。然而,一些省份对山体滑坡的影响非常大,即西爪哇、中爪哇和东爪哇。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Self Organizing Maps Method for Grouping Provinces in Indonesia Based on the Landslide Impact
Indonesia is a disaster-prone country due to its climatic, soil, hydrological, geological, and geomorphological conditions. A disaster is an event or chain of events that threatens and disrupts people's lives and livelihoods. A natural disaster is a disaster caused by an event or series of events caused by nature such as a landslide. The number of landslide disaster events in Indonesia varies from province to province, this is due to differences in the characteristics of each province in Indonesia. So that the impact caused by the landslide disaster is also different. Therefore, it is necessary to group and profile so that it can be known which province has the largest impact on landslide disasters. This study used the Self Organizing Maps method in a grouping. The number of clusters to be formed is 3 based on the optimal value of internal cluster validation (Dunn, Connectivity, and Silhouette Index). Cluster 1 consists of 31 provinces, and the average impact of landslides is small. In cluster 2 consisting of 2 provinces, there are 4 dominantly more significant impacts. Cluster 3 consisting of 1 province has 1 dominant impact greater. So it can be concluded that most provinces in Indonesia have a relatively small impact on landslide disasters. However, some provinces have a very large impact on landslides, namely the provinces of West Java, Central Java, and East Java.
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