Modelling the probability of building fires

Vojtěch Barták, K. Gdulová, O. Spatenková, Aleš Bárta, P. Šímová
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引用次数: 2

Abstract

Systematic spatial risk analysis plays a crucial role in preventing emergencies.In the Czech Republic, risk mapping is currently based on the risk accumulationprinciple, area vulnerability, and preparedness levels of Integrated Rescue Systemcomponents. Expert estimates are used to determine risk levels for individualhazard types, while statistical modelling based on data from actual incidents andtheir possible causes is not used. Our model study, conducted in cooperation withthe Fire Rescue Service of the Czech Republic as a model within the Liberec andHradec Kralove regions, presents an analytical procedure leading to the creation ofbuilding fire probability maps based on recent incidents in the studied areas andon building parameters. In order to estimate the probability of building fires, aprediction model based on logistic regression was used. Probability of fire calculatedby means of model parameters and attributes of specific buildings can subsequentlybe visualized in probability maps.
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模拟建筑物火灾的可能性
系统的空间风险分析在突发事件防范中起着至关重要的作用。在捷克共和国,风险映射目前是基于风险累积原则、区域脆弱性和综合救援系统组件的准备水平。专家估计用于确定个别危害类型的风险水平,而不使用基于实际事件及其可能原因的数据的统计模型。我们的模型研究是与捷克共和国消防救援服务合作进行的,作为利贝雷茨和赫拉德克克拉洛韦地区的模型,提出了一个分析程序,可以根据研究地区最近发生的事件和建筑物参数创建建筑物火灾概率图。为了估计建筑物火灾的概率,采用了基于逻辑回归的预测模型。通过模型参数和具体建筑物的属性计算出的火灾概率,可以在概率图中可视化。
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