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What controls fire spatial patterns? Predictability of fire characteristics in the Canadian boreal plains ecozone

机译:什么控制火灾空间模式?加拿大北方平原异质酮类火灾特征的可预测性

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Most regulatory and certification agencies in Canada now require forest management plans to include some level of historical fire pattern approximation. As a result, sustainable forest management and enhancements to existing fire management policies and practices require a thorough understanding of the spatial fire patterns created and maintained by fire as well as the environmental conditions when they occur. To date, however, no boreal fire pattern study has examined relationships between the spatial arrangement of fire patterns, including vegetation remnants, and its main environmental top‐down and bottom‐up controls, based on a large number of fire events across large areas of the Canadian boreal forest. In this study, we leverage a recent, comprehensive, Landsat‐derived fire pattern dataset that includes information on fire vegetation remnants for the Canadian boreal plains ecozone, covering 507 fires and 2.5?Mha, to characterize the predictability of six fire pattern metrics. We then compare these metrics to multiple top‐down (monthly climate) and bottom‐up (topography, fuels, natural barriers, and disturbance history) controls on fire behavior. To do so, we first reduced the fire pattern metrics to three principal components and used a random forest modeling approach to better understand the main environmental explanatory controls. Across this large number of fires, we identified three dimensions of fire patterns: compactness, or the complexity of the perimeter; patchiness, or the spatial heterogeneity in the burned patches; and residualness, or the amount of fire vegetation remnants within the burned patches. We found that patchiness was mostly conditioned by the land cover through variables characterizing the type and connectedness of the fuels; however, summer and spring drought were locally important. Compactness responded to a combination of the disturbance history, land cover, and summer drought. The presence of water resulted in less compact fires. Residualness was a function of the disturbance history, topography, and land cover. Fires in lower elevations presented the most variable patterns, in response to changes in the amount and types of fuel. This research offers an enhanced understanding of the hierarchical interactions between resulting fire patterns and environmental conditions that are critical to supporting management decisions.
机译:加拿大的大多数监管和认证机构现在需要森林管理计划,包括一些历史火模式近似。因此,可持续的森林管理和对现有火灾管理政策和实践的增强需要彻底了解在发生的空间和维护的空间火灾模式以及在发生时维护。然而,迄今为止,没有基于大面积的大量火灾事件(包括植被残余物)的防火模式的空间排列与其主要环境自上而下和自下而上控制之间的关系。加拿大北方森林。在这项研究中,我们利用了最近的一个全面的Landsat衍生的火灾模式数据集,其中包括加拿大北面平原异常的火灾植被残留的信息,覆盖507次火灾和2.5?MHA,以表征六种火模式度量的可预测性。然后,我们将这些指标与火灾行为进行了多次自上而下(每月气候)和自下而上(地形,燃料,自然障碍和干扰历史)控制。为此,我们首先将火模式指标减少到三个主要成分,并使用随机林建模方法来更好地了解主要的环境解释控制。在这大量的火灾中,我们确定了火灾模式的三个维度:紧凑,或周边的复杂性;斑块或烧伤贴片中的空间异质性;和残留,或烧伤贴片内的火植被残余量。我们发现,通过燃料类型和连通性的变量,覆盖的斑块主要由陆地覆盖;然而,夏季和春季干旱在本地很重要。紧凑率应对干扰历史,陆地覆盖和夏季干旱的组合。水的存在导致急剧较小的火灾。残留是扰动历史,地形和陆地覆盖的函数。较低海拔的火灾呈现最可变的模式,响应于燃料量和类型的变化。本研究提供了对由此产生的火模式和对支持管理决策至关重要的环境条件之间的分层相互作用的理解。

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