The Use of Multivariate Data Analysis in Assessing the State of Advance and After-Regeneration of Pine Forests after Selective Felling

Denis A. Semenyakin, Irina V. Tikhonova
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Abstract

A research of qualitative and quantitative characteristics of regeneration after the first selective felling with an intensity of 20 to 50 % in pine forests of the northern part of the Krasnoyarsk forest-steppe has been carried out. Some of the plantations were covered by a ground fire 5 to 10 years before the felling. The aim of this research is a generalized analysis of the regeneration state in view of the forest type, the density of forest stand and exposure to fire before felling, as well as the disturbance of soil cover, the state of forest live cover and the microclimatic conditions in the felling areas. The methods of principal component analysis as well as correlation analysis and variance analysis for individual characteristics have been used. The advantages of multivariate data analysis using the method of principal component analysis for obtaining more information on the contribution and combined effects of various environmental factors on pine regeneration in felling areas are shown. The share of explained variance of the considered factors has equaled 87 %. The most significant factors for pine regeneration have turned out to be the type of forest (felling area) and exposure to fire. The second place in terms of importance has been taken by the density of forest stand before felling and the intensity of felling. Of the factors mediated by them, illumination intensity and soil moisture have turned out to be important. Based on the characteristics of the 4 main components, 2 options for combining the main factors for better regeneration of plantations have been established: 1) the large initial density of mature forest stands, as well as the moderate development of mosses and grasses in forest live cover make it possible to choose any felling intensity (within the studied limits), preferably in combination with preliminary burning of a part of the litter (or partial soil mineralization) 5 years before moderately-high or high intensity felling, 2) in case of lower initial density of the forest stand in forest types with significant development of forest live cover, preliminary burning of part of the litter or mineralization of the soil and the choice of a lower intensity of the the first felling (up to 20 %) are required. Analysis of the variability of linear increases in height-and-age groups of undergrowth confirmed the conclusions drawn from the analysis of the quantity and quality of regeneration, showed differences in the response of different groups of undergrowth to changes in microclimatic conditions in felling areas. The similarity of the northern forest-steppe with the southern taiga in terms of pine regeneration conditions has been noted. The results of the study can be used to clarify the requirements for felling and achieve better regeneration of pine forests.
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利用多变量数据分析评估选择性砍伐后松树林的进展和再生状况
对克拉斯诺亚尔斯克森林-草原北部松树林首次选择性砍伐(砍伐强度为 20%至 50%)后再生的质量和数量特征进行了研究。其中一些人工林在砍伐前 5 至 10 年曾被地面火灾覆盖。这项研究的目的是根据森林类型、林分密度、砍伐前遭受火灾的情况,以及砍伐地区的土壤植被扰动、森林活植被状况和小气候条件,对再生状态进行总体分析。对各个特征采用了主成分分析、相关分析和方差分析等方法。使用主成分分析方法进行多元数据分析的优势在于可以获得更多关于各种环境因素对伐区松树再生的贡献和综合影响的信息。所考虑因素的解释方差占 87%。对松树再生影响最大的因素是森林类型(伐木区)和火灾风险。其次是砍伐前的林分密度和砍伐强度。在这些因素中,光照强度和土壤湿度也很重要。根据 4 个主要因素的特点,确定了 2 种组合主要因素的方案,以改善人工林的再生:1) 成熟林分的初始密度大,森林活植被中苔藓和草的发育适中,因此可以选择任何砍伐强度(在研究范围内),最好是在中高强度或高强度砍伐前 5 年,结合初步焚烧部分枯枝落叶(或部分土壤矿化)、2) 在森林活植被显著发展的森林类型中,如果林分的初始密度较低,则需要初步燃烧部分枯落物或矿化土壤,并选择较低的首次砍伐强度(最多 20%)。对林下植被高度和年龄组线性增长变化的分析证实了对再生数量和质量分析得出的结论,并显示出不同林下植被组对伐区小气候条件变化的反应存在差异。在松树再生条件方面,北部森林草原与南部泰加针叶林具有相似性。研究结果可用于明确砍伐要求,实现松林更好的再生。
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