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Modeling forest understory fires in an eastern Amazonian landscape

机译:模拟亚马逊东部景观中的林下火灾

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Forest understory fires are an increasingly important cause of forest impoverishment in Amazonia, but little is known of the landscape characteristics and climatic phenomena that determine their occurrence. We developed empirical functions relating the occurrence of understory forest fires to landscape features near Paragominas, a 35-yr-old ranching and logging center in eastern Amazonia. An historical sequence of maps of forest understory fire was created based on field interviews with local farmers and Landsat TM images. Several landscape features that might explain spatial variation in the occurrence of understory fires were also mapped and co-registered for each of the sample dates, including: forest fragment size and shape, forest impoverishment through logging and understory fire, sources of ignition (settlements and charcoal pits), roads, forest edges, and others. The spatial relationship between forest understory fire and each landscape characteristic was tested by regression analyses. Fire probability models were then developed for various combinations of landscape characteristics. The analyses were conducted separately for years of the El Nino Southern Oscillation (ENSO), which are associated with severe drought in eastern Amazonia, and non-ENSO years.Most (91%) of the forest area that burned during the 10-yr sequence caught fire during ENSO years, when severe drought may have increased both forest flammability and the escape of agricultural management fires. Forest understory fires were associated with forest edges, as reported in previous studies from Amazonia. But the strongest predictor of forest fire was the percentage of the forest fragment that had been previously logged or burned. Forest fragment size, distance to charcoal pits, distance to agricultural settlements, proximity to forest edge, and distance to roads were also correlated with forest understory fire. Logistic regression models using information on fragment degradation and distance to ignition sources accurately predicted the location of >80% of the forest fires observed during the ENSO event of 1997-1998. In this Amazon landscape, forest understory fire is a complex function of several variables that influence both the flammability and ignition exposure of the forest.
机译:森林地下火灾是亚马逊地区森林贫困的一个日益重要的原因,但对于决定其发生的景观特征和气候现象知之甚少。我们开发了经验函数,将林下森林火灾的发生与帕拉戈米纳斯附近的景观特征相关联,帕拉戈米纳斯是亚马逊东部的一个有35年历史的牧场和伐木中心。根据对当地农民的田野访谈和Landsat TM影像,创建了森林地下火灾地图的历史序列。还为每个采样日期绘制了一些可能解释了林下火灾发生空间变化的景观特征并进行了共注册,包括:森林碎片的大小和形状,因伐木和林下火灾造成的森林贫瘠,火源(定居点和木炭坑),道路,森林边缘等。通过回归分析检验了林下林火与各景观特征之间的空间关系。然后针对景观特征的各种组合开发火灾概率模型。厄尔尼诺南方涛动(ENSO)的年份分别进行了分析,这与亚马逊东部地区的严重干旱以及非ENSO年份有关。在10年序列中,大部分(91%)的森林面积被烧毁在ENSO年份着火,当时严重的干旱可能同时增加了森林的可燃性和农业管理火的逃逸。如亚马逊地区先前的研究报道,林下火灾与森林边缘相关。但是,对森林火灾的最强预测因子是先前被砍伐或燃烧的森林碎片的百分比。森林碎片的大小,到木炭坑的距离,到农业住区的距离,到森林边缘的距离以及到道路的距离也与林下火灾有关。使用碎片降解和距火源距离的信息进行的逻辑回归模型可准确预测1997-1998年ENSO事件中观察到的森林大火的位置> 80%。在这个亚马逊地区,林下火灾是几个变量的复杂函数,这些变量会影响森林的可燃性和着火性。

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