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Probability models of fire risk based on forest fire indices in contrasting climates over China

机译:气候变化下基于森林火灾指数的火灾风险概率模型

摘要

Fire weather indices have been widely applied to predict fire risk in many regions of the world. The objectives of this study were to establish fire risk probability models based on fire indices over different climatic regions in China. We linked the indices adopted in Canadian, US, and Australia with location, time, altitude, vegetation and fire characteristics during 1998–2007 in four regions using semi— parametric logistic (SPL) regression models. Different combinations of fire risk indices were selected as explanatory variables for specific regional probability model. SPL regression models of probability of fire ignition and large fire events were established to describe the non—linear relationship between fire risk indices and fire risk probabilities in the four regions. Graphs of observed versus estimated probabilities, fire risk maps, graphs of numbers of large fire events were produced from the probability models to assess the skill of these models. Fire ignition in all regions showed a significant link with altitude and NDVI. Indices of fuel moisture are important factors influencing fire occurrence in northern China. The fuel indices of organic material are significant indicators of fire risk in southern China. Besides the well skill of predicting fire risk, the probability models are a useful method to assess the utility of the fire risk indices in estimating fire events. The analysis presents some of the dynamics of climate-fire interactions and their value for management systems.
机译:火灾天气指数已被广泛用于预测世界许多地区的火灾风险。本研究的目的是基于中国不同气候区域的火灾指数建立火灾风险概率模型。我们使用半参数对数(SPL)回归模型,将1998、2007年加拿大,美国和澳大利亚采用的指数与位置,时间,高度,植被和火灾特征在四个地区进行了关联。选择火灾风险指数的不同组合作为特定区域概率模型的解释变量。建立了火灾着火概率和大火灾发生概率的SPL回归模型,以描述四个地区火灾风险指数与火灾风险概率之间的非线性关系。从概率模型中生成了观测概率与估计概率图,火灾风险图,大型火灾事件数量图,以评估这些模型的技能。所有地区的火灾点火都与海拔高度和NDVI密切相关。燃料水分指数是影响中国北方火灾发生的重要因素。有机材料的燃料指数是中国南方发生火灾的重要指标。除了预测火灾风险的精湛技巧外,概率模型还是一种评估火灾风险指数在估计火灾事件中的效用的有用方法。分析提出了一些气候-火相互作用的动力学及其对管理系统的价值。

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