Classification and clustering analysis of standing dead trees and associated park asset wildfire vulnerability in Yellowstone National Park

IF 3.8 1区 农林科学 Q1 FORESTRY
Carolyn Prescott , Mehmet Ozdes , Di Yang
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Abstract

In the Rocky Mountain and Pacific Northwest regions of the United States, forests include extensive portions of standing dead trees. These regions showcase an intriguing phenomenon where the combined biomass of standing dead trees surpasses that of fallen and decomposing woody debris. This stems from a suite of factors including pest disturbances, management decisions, and a changing climate. With increasingly dry and hot conditions, dead timber on a landscape increases the probability that a fire will occur. Identifying and characterizing the presence of standing dead trees on a landscape helps with forest management efforts including reductions in the wildfire hazard presented by the trees, and vulnerability of nearby park assets should the trees burn. Using forest-based classification, exploratory data analysis, and cluster vulnerability analysis, this study characterized the occurrence and implications of standing dead trees within Yellowstone National Park. The findings show standing dead trees across the entire study area with varying densities. These clusters were cross-referenced with vulnerability parameters of distance to roads, distance to trails, distance to water, distance to buildings, and slope. These parameters inform fire ignition, propagation, and impact. The weighted sum of these parameters was used to determine the vulnerability incurred on the park assets by the clusters and showed the highest values nearest to park entrances and points of interest. High vulnerability clusters warrant priority management to reduce wildfire impact. The framework of this study can be applied to other sites and incorporate additional vulnerability variables to assess forest fuel and impact. This can provide a reference for management to prioritize areas for resource conservation and improve fire prevention and suppression efficiency.
黄石国家公园立死树及相关公园资产野火脆弱性分类聚类分析
在美国的落基山脉和西北太平洋地区,森林中有大片的枯树。这些地区展示了一个有趣的现象,站立的死树的总生物量超过了倒下和分解的木质碎片。这源于一系列因素,包括害虫干扰、管理决策和气候变化。随着气候的日益干燥和炎热,景观上的枯木增加了发生火灾的可能性。识别和描述景观中枯死树木的存在有助于森林管理工作,包括减少树木带来的野火危险,以及如果树木燃烧,附近公园资产的脆弱性。利用基于森林的分类、探索性数据分析和聚类脆弱性分析,研究了黄石国家公园内立死树的发生及其影响。研究结果显示,整个研究区域都有不同密度的枯树。这些集群与道路距离、步道距离、水距离、建筑物距离和坡度等脆弱性参数相互参照。这些参数告知火灾的点火、传播和影响。这些参数的加权和用于确定集群对公园资产造成的脆弱性,并显示最接近公园入口和兴趣点的脆弱性值最高。高脆弱性集群需要优先管理,以减少野火的影响。本研究的框架可以应用于其他地点,并纳入额外的脆弱性变量来评估森林燃料和影响。这可以为管理者确定资源节约的优先区域,提高防火灭火效率提供参考。
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来源期刊
Forest Ecosystems
Forest Ecosystems Environmental Science-Nature and Landscape Conservation
CiteScore
7.10
自引率
4.90%
发文量
1115
审稿时长
22 days
期刊介绍: Forest Ecosystems is an open access, peer-reviewed journal publishing scientific communications from any discipline that can provide interesting contributions about the structure and dynamics of "natural" and "domesticated" forest ecosystems, and their services to people. The journal welcomes innovative science as well as application oriented work that will enhance understanding of woody plant communities. Very specific studies are welcome if they are part of a thematic series that provides some holistic perspective that is of general interest.
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