Assessment of the surface forest fuel load in the Ukrainian Polissia

IF 3.6 3区 环境科学与生态学 Q1 ECOLOGY
S. Sydorenko, V. Gumeniuk, F. De Miguel-Díez, O. Soshenskiy, I. Budzinskyi, V. Koren
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引用次数: 0

Abstract

There is a clearly increasing trend of wildfires that become catastrophic in some countries such as the United States, Australia, Russia, Portugal, Greece, and Spain. Fuel is one of the key components that influences fire behavior and its effects. Assessing the fuel load and distribution of its components in the landscape provides effective fire management treatments in terms of fire prevention campaigns on a scientific basis. This study aims to evaluate the litter, duff, and herb fuels in highly flammable coniferous forest types in Ukrainian Polissia. To estimate relationships between forestry variables that reflect the characteristics of the pine stand (DBH, height of the stand, age, relative density, stock of the plantation etc.) and the load of litter, duff, and herb fuels (CWD, FWD, litter, live grass, etc.), correlation analysis was used. To analyze difference between groups of sampling plots that have different forests, we use generalized linear mixed models including random effects of sampling plot type. Cluster analysis was performed using k-means partitioning method and Calinski-Harabasz criterion. To assess the significance of individual variables on which the variation of forest fuel depends, the random forest algorithm was used; for variable selection, we used two parameters: the percent increase in mean squared error and the Gini impurity index. The research revealed that in the pine forest stands, the stock of litter and duff varies from 15.5 (15 years) to 140 ton/ha (139 years). When modeling, the humidity level of the forest site (soil) significantly affects the dynamics of forest fuel accumulation. In fresh types of forest-growing conditions, the forest litter stock increases to the age of 80–90 years; then, it strongly decreases, while in wet forest types, continuous forest fuel stock accumulation is established during the entire growth period. Moreover, the results showed that the forest fuel load was influenced by the soil fertility. The stock of live and dead herbaceous fuel in fresh and wet conditions is not statistically different, and soil moisture has not had a significant impact. Fine woody debris stocks were more dependent on stand productivity and practically does not depend on the soil fertility index, site moisture content, and its age and ranged from 0.4 to 1.9 t/ha (1 h), from 0.1 to 2.2 t/ha (10 h), and from 0 to 1.6 t/ha (100 h). The obtained results enabled to develop mathematical models for estimating litter and duff stocks in the Polissia forest stands based on stand characteristic and the soil humidity level. Moreover, the results will serve as basis to develop local forest fuel models as well as to determine potential fire hazards and a fire behavior modeling process in coniferous forests of that region. These models constitute the basis for the national set of fuel model development for each nature zone of Ukraine.
乌克兰波利西亚地表森林燃料负荷评估
在一些国家,如美国、澳大利亚、俄罗斯、葡萄牙、希腊和西班牙,野火明显呈上升趋势,并演变成灾难性火灾。燃料是影响火灾行为及其后果的关键因素之一。评估地貌中的燃料负荷及其成分的分布可以在科学的基础上为防火运动提供有效的火灾管理方法。本研究旨在评估乌克兰波利西亚高易燃针叶林类型中的枯落物、沉积物和草本燃料。为了估计反映松林特征的林业变量(DBH、林分高度、树龄、相对密度、人工林存量等)与枯落物、沉积物和草本燃料负荷(CWD、FWD、枯落物、活草等)之间的关系,采用了相关分析法。为了分析不同森林采样地块组之间的差异,我们使用了包含采样地块类型随机效应的广义线性混合模型。聚类分析采用 k-means 分区法和 Calinski-Harabasz 准则。为了评估森林燃料变化所依赖的单个变量的重要性,我们使用了随机森林算法;在变量选择方面,我们使用了两个参数:均方误差增加百分比和基尼不纯指数。研究表明,在松林林分中,枯落物和沉积物的蓄积量从 15.5 吨/公顷(15 年)到 140 吨/公顷(139 年)不等。在建模时,林地(土壤)的湿度水平对森林燃料积累的动态有很大影响。在新鲜类型的森林生长条件下,森林枯落物蓄积量会增加到 80-90 年,然后会强烈减少,而在湿润类型的森林中,森林燃料蓄积量在整个生长期都会持续积累。此外,研究结果表明,森林燃料负荷受土壤肥力的影响。在新鲜和潮湿条件下,活的和死的草本燃料储量在统计上没有差异,土壤湿度也没有显著影响。细木屑储量更多地取决于林分生产力,实际上并不取决于土壤肥力指数、场地含水量和林龄,范围分别为 0.4 至 1.9 吨/公顷(1 小时)、0.1 至 2.2 吨/公顷(10 小时)和 0 至 1.6 吨/公顷(100 小时)。研究结果有助于建立数学模型,根据林分特征和土壤湿度估算 Polissia 林分的枯落物和沉积物储量。此外,这些结果还将作为开发当地森林燃料模型以及确定该地区针叶林潜在火灾危险和火灾行为建模过程的基础。这些模型是为乌克兰各自然区开发全国燃料模型的基础。
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来源期刊
Fire Ecology
Fire Ecology ECOLOGY-FORESTRY
CiteScore
6.20
自引率
7.80%
发文量
24
审稿时长
20 weeks
期刊介绍: Fire Ecology is the international scientific journal supported by the Association for Fire Ecology. Fire Ecology publishes peer-reviewed articles on all ecological and management aspects relating to wildland fire. We welcome submissions on topics that include a broad range of research on the ecological relationships of fire to its environment, including, but not limited to: Ecology (physical and biological fire effects, fire regimes, etc.) Social science (geography, sociology, anthropology, etc.) Fuel Fire science and modeling Planning and risk management Law and policy Fire management Inter- or cross-disciplinary fire-related topics Technology transfer products.
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