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Cause-specific Spatial Point Pattern Analysis of Forest Fire in Korea

机译:韩国森林火灾的因果空间点格局分析

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摘要

Forest fire occurrence in Korea is highly related to human activities and its spatial distribution shows a strong spatial dependency with cluster pattern. In this study, we analyzed spatial distribution pattern of forest fire with point pattern analysis considering spatial dependency. Distributional pattern was derived from Ripley's K-function according to causes and distances. Spatially clustered intensity was found out using Kernel intensity estimation. As a result, forest fires in Korea show clustered pattern, although the degrees of clustering for each cause are different. Furthermore, spatial clustering partem can be classified into two groups in terms of degrees of clustering and distance. The first group shows the national-wide cluster pattern related to the human activity near forests, such as human-induced accidental fire in mountain and field incineration. Another group shows localized cluster pattern which is clustered within a short distance. It is associated with the smoker fire, arson, accidental by children. The range of localized clustering was 30 km. Beyond of this range, the patterns of forest fire became random distribution gradually. Kernel intensity analysis showed that the latter group, which have localized cluster pattern, was occurred in near Seoul with high densed population.
机译:韩国森林火灾的发生与人类活动高度相关,其空间分布表现出强烈的空间依赖性,且具有集群模式。在这项研究中,我们通过考虑空间依赖性的点模式分析来分析森林火灾的空间分布模式。根据原因和距离,从Ripley的K函数得出分布模式。使用核强度估计可发现空间聚类强度。结果,尽管每种原因的聚集程度不同,但韩国的森林大火呈聚集状。此外,根据聚类的程度和距离,可以将空间聚类的partem分为两组。第一组显示了与森林附近人类活动有关的全国性群集模式,例如在山地和田间焚烧中人为引发的意外火灾。另一组显示了在短距离内聚集的局部聚集模式。与儿童意外吸烟,纵火,纵火有关。局部聚类的范围为30 km。超出此范围,森林火灾的模式逐渐变为随机分布。内核强度分析表明,具有局部集群模式的后一组发生在人口密集的首尔附近。

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