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首页> 外文期刊>Forest Systems >Modelling the probability of lightning-induced forest fire occurrence in the province of Leon (NW Spain).
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Modelling the probability of lightning-induced forest fire occurrence in the province of Leon (NW Spain).

机译:对莱昂省(西班牙西北部)雷电引起的森林火灾发生的概率进行建模。

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摘要

Spatial relationships between lightning-induced forest fires and topography, vegetation, climate and lightning characteristics were analyzed in the province of Leon (NW Spain). The study was based on reported lightning-induced forest fires in the period 2002-2007. A statistical model based on logistic regression was developed to estimate the probability of occurrence of a lightning-induced fire in a 3x3 km grid. The importance of accurate location of the ignition point was also investigated in order to evaluate the sensitivity of the model developed to uncertainty of the location. The model developed with accurate ignition point data showed a better predictive ability than the model constructed with all the ignition points available. The former model was therefore selected for long-term prediction of the occurrence of lightning-induced fires in the province. According to this model, the probability of a forest stand being affected by lightning-induced fire increased with decreasing altitude, and when there was a high proportion of coniferous species in the stand, a high percentage of lightning strikes in forest areas and a high number of dry storm days in the area. Although the model has not been validated, the results can be considered spatially robust because it shows good classification ability and the predicted spatial probability distribution is consistent with the observed historical fire records. The model will be useful in the spatially explicit assessment of fire risk, the planning and coordination of regional efforts to identify areas at greatest risk, and in designing long-term wildfire management strategies.
机译:分析了雷昂省(西班牙西北部)雷电引起的森林火灾与地形,植被,气候和雷电特征之间的空间关系。该研究基于2002-2007年间报告的雷电引发的森林大火。建立了基于逻辑回归的统计模型,以估计在3x3 km的网格中雷电引发火灾的可能性。为了评估所开发模型对位置不确定性的敏感性,还研究了点火点准确定位的重要性。用准确的点火点数据开发的模型显示出比使用所有可用点火点构建的模型更好的预测能力。因此,选择了前一个模型来长期预测该省雷电引发的火灾的发生。根据该模型,林分受到雷击火灾影响的可能性随高度的降低而增加,并且当林分中针叶树种的比例较高时,林区的雷击百分率就很高,该地区的干旱天气。尽管该模型尚未得到验证,但由于该结果显示出良好的分类能力,并且预测的空间概率分布与观察到的历史火灾记录一致,因此可以认为该结果在空间上稳健。该模型将在空间上明确评估火灾风险,规划和协调区域工作以识别最大风险区域以及设计长期野火管理策略方面很有用。

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