Department of Marine Sciences, Texas A&M University at Galveston, Galveston, Texas, United States of America.
PLoS One. 2019 Feb 7;14(2):e0211454. doi: 10.1371/journal.pone.0211454. eCollection 2019.
Researchers have a limited understanding of the interactions between development patterns and Ignition Probability. This study explores the variation in Ignition Probability as a result of differing development patterns. Based on LANDFIRE datasets, development changes were mapped for two sets of years (2001 and 2012) and the relationship between development and Ignition Probability was assessed. The study area covered the two adjacent counties, Bastrop and Travis located in Texas, USA. These two counties have a high potential for wildfire, and due to expanding development have high vulnerability. Expanding lateral development was organized into one of five categories: infill, radial, isolated, clustered, and linear. The Maximum Entropy algorithm predicted the spatial distribution of ignition probabilities based on several physical and land use characteristics coupled with historic ignition locations. Variation in Ignition Probability was assessed for each category of development using two-way ANOVA's and post hoc analysis. Ignition Probability maps indicated a fair sensitivity (Area Under the Curve: 0.77-0.78), suggesting that the spatial configuration of development patterns influenced wildfire ignition. Analyses found that isolated, clustered, and linear outlying development patterns had higher Ignition Probability than infill and radial development, and that fire probabilities fell along a development gradient. This trend between the development gradient and ignition probabilities should be used to direct land use planning to reduce fire risk.
研究人员对发展模式和点火概率之间的相互作用了解有限。本研究探讨了不同发展模式下点火概率的变化。基于 LANDFIRE 数据集,为两组年份(2001 年和 2012 年)绘制了发展变化图,并评估了发展与点火概率之间的关系。研究区域覆盖了美国德克萨斯州相邻的两个县,巴斯特罗普县和特拉维斯县。这两个县都有很高的野火发生的潜力,而且由于发展不断扩张,其脆弱性也很高。横向发展的扩张分为五类:填充式、辐射式、孤立式、集群式和线状。最大熵算法根据几个物理和土地利用特征以及历史点火位置预测了点火概率的空间分布。使用双向方差分析和事后分析评估了每种发展类型的点火概率变化。点火概率图表明了相当的敏感性(曲线下面积:0.77-0.78),这表明发展模式的空间配置影响了野火的点火。分析发现,孤立的、集群式和线性的外围发展模式比填充式和辐射式发展模式具有更高的点火概率,而且火灾概率沿着发展梯度下降。这种发展梯度与点火概率之间的趋势应该被用来指导土地利用规划,以降低火灾风险。