建立树木异体模型,了解非洲草原象食草动态对保护区植被结构和树木覆盖变化的影响

IF 1.1 4区 环境科学与生态学 Q4 ECOLOGY African Journal of Ecology Pub Date : 2024-10-18 DOI:10.1111/aje.13336
Nobert Tafadzwa Mukomberanwa, Phillip Taru, Beaven Utete, Patmore Ngorima
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引用次数: 0

摘要

在大象密度较高的地貌中,树木通常会因啃食压力而表现出树冠更开阔、枝叶更少的情况。这可能会导致树木形态的改变,树木会因反复遭受啃食而表现出生长迟缓、多茎或异常分枝模式。本研究的目标是:(i) 建立植被结构异构模型;(ii) 评估非洲稀树草原象(Loxodonta africana)食草对植被结构的影响;(iii) 评估津巴布韦马纳池国家公园树木覆盖率随时间的变化和植被表现。我们建立了 26 个 30 × 30 米大小的地块。采样点的选择分为几个步骤。首先,创建一个 30 × 30 米多边形的鱼网网格,并投影到马纳水潭国家公园的多边形上。然后,使用 ArcGIS Pro 3.0 中的剪切工具从鱼网网格中剪切出禁区多边形。然后,利用 ArcGIS Pro 3.0 的 "取样设计工具 "插件,通过分层随机取样法初步选定取样地块。使用 2003 年、2013 年和 2023 年的陆地卫星图像评估土地利用、土地覆被 (LULC) 时间序列,并计算这一时期的归一化差异植被指数 (NDVI) 和土壤调整植被指数 (SAVI)。使用广义线性模型 (GLM) 分析树木异株分布。使用贝叶斯片断回归(BPR)和贝叶斯回归模型(BRM)进行了进一步的统计调查。在所有取样地块中,基部面积、茎数、高度、长冠层、直径和基部周长均有显著差异(p < 0.05)。当树木生长到非洲大草原大象的啃食范围之外时,生长条件会发生变化,这表明存在一个自然系统断点。最拟合的模型是一个简单的线性模型和一个暴露于大象食草的植物种群的双断点模型。LULC、NDVI 和 SAVI 证实了二十年来树木高度再生的证据。了解植被和 LULC 的动态变化对于有效保护和管理非洲草原象的栖息地以及保持森林生态系统的健康和恢复力至关重要。
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Modelling Tree Allometries to Understand the Impact of African Savannah Elephant Herbivory Dynamics on the Vegetation Structure and Tree Cover Change in a Protected Area

In landscapes with high elephant density, trees often exhibit more open canopies with fewer branches and foliage due to browsing pressure. This can result in altered tree morphology, with trees exhibiting stunted growth, multiple stems or unusual branching patterns in response to repeated damage from browsing. The objectives of this research were to (i) model the vegetation structure allometries, (ii) assess the impact of African savannah elephant (Loxodonta africana) herbivory on the vegetation structure and (iii) assess tree cover change and vegetation performance over time in Mana Pools National Park in Zimbabwe. We established 26 plots of 30 × 30 m size. Selection of sampling plots was done following several steps. First, a fish net grid with 30 × 30 m polygons was created and projected on the polygon of Mana Pools National Park. The polygons for exclusion zones were then clipped from the fish net grid using the clip tool in ArcGIS Pro 3.0. Then, selection of sampling plots was done initially by stratified random sampling using the Sampling Design Tool add in for ArcGIS Pro 3.0. Landsat images for the years 2003, 2013 and 2023 were used to assess land use land cover (LULC) time series and to calculate Normalised Difference Vegetation Index (NDVI) and Soil Adjusted Vegetation Index (SAVI) for the period. A generalised linear model (GLM) was used to analyse tree allometries. Further statistical investigations were performed using Bayesian piecewise regression (BPR) and Bayesian regression modelling (BRM). Basal area, number of stems, height, long canopy, diameter and basal circumference were all significantly different (p < 0.05) across all sampled plots. The change in growing conditions occurring as a tree grows beyond the reach of the African savannah elephant browsing indicates a natural system breakpoint. The best-fitting models were a simple linear model and a two breakpoint model for the plant population exposed to elephant herbivory. LULC, NDVI and SAVI confirm evidence of high tree regeneration over 2 decades. Understanding the dynamics in vegetation and LULC changes is critical for effective conservation and management of the habitats for African savannah elephants, as well as for maintaining the health and resilience of forest ecosystems.

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来源期刊
African Journal of Ecology
African Journal of Ecology 环境科学-生态学
CiteScore
2.00
自引率
10.00%
发文量
134
审稿时长
18-36 weeks
期刊介绍: African Journal of Ecology (formerly East African Wildlife Journal) publishes original scientific research into the ecology and conservation of the animals and plants of Africa. It has a wide circulation both within and outside Africa and is the foremost research journal on the ecology of the continent. In addition to original articles, the Journal publishes comprehensive reviews on topical subjects and brief communications of preliminary results.
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