Distribution and prediction of biocrusts under the canopy of typical vascular plants on the Loess Plateau, Northwest China.

Q3 Environmental Science
Ning Liu, Shun-Yao Yu, Cai-Yue Zhang, Yun-Ge Zhao
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Abstract

Vascular plants exert significant effects on micro-environment, thereby affecting the distribution of biological soil crusts (biocrusts). The relationship between vascular plants and the spatial distribution characteristics of biocrusts is largely unknown. We investigated the distribution characteristics of biocrusts under the canopy of vascular plants in the water-wind erosion crisscross area of the Loess Plateau, where larger areas of biocrusts had been formed since the implantation of "Grain for Green" project. We analyzed the relationship between the canopy characteristics of different vascular plants and the spatial distribution of biocrusts using correlation analysis and random forest importance ranking methods, and further constructed a predictive model for the area of biocrusts under the canopy of vascular plants. The results showed that: 1) Cyanobacteria crust was the predominant biocrusts, followed by moss crust. 2) The canopy of vascular plants affected the spatial distribution of biocrusts, with notable differences in distribution pattern across different directions under the canopy of vascular plants. Biocrusts were primarily distributed in the 270°-315° and 315°-360° directions, while was less frequent in the 90°-135° and 135°-180° directions. 3) Radially, the coverage of biocrusts gradually increased from the root-base to the edge of the canopy of vascular plants. 4) The coverage of biocrusts under canopy was significantly related to the characteristics of vascular plants, including canopy area, long crown width, short crown width, litter area and plant height. 5) The relative importance of canopy area, long crown width, and short crown width to the biocrusts under the canopy was 13.7%, 12.1%, and 11.9%, respectively, while the relative importance of plant height and species type was relatively low, being 6.7% and 4.4%, respectively. 6) Results of the random forest model demonstrated strong predictive performance for biocrusts distribution based on canopy characteristics of vascular plants, with a prediction accuracy of 0.59 (R2) and a root mean square error of 1.2 m2. This model could be applied to predict and estimate the area of biocrusts under the canopy of vascular plants. This study provided a theoretical basis for in-depth understanding of the relationship between vascular plants and biocrusts in semi-arid climate regions, as well as for predicting the spatial distribution of biocrusts.

中国西北黄土高原典型维管束植物冠层下生物簇的分布与预测
维管束植物对微环境有重大影响,从而影响到土壤生物结壳(生物结壳)的分布。维管束植物与生物结壳空间分布特征之间的关系尚不清楚。我们研究了黄土高原水风侵蚀纵横区维管束植物冠层下生物结壳的分布特征,自 "绿色粮食 "项目实施以来,该地区形成了较大面积的生物结壳。我们利用相关分析和随机森林重要性排序方法分析了不同维管束植物冠层特征与生物簇空间分布的关系,并进一步构建了维管束植物冠层下生物簇面积的预测模型。结果表明1)蓝藻结壳是最主要的生物结壳,其次是苔藓结壳。2)维管束植物冠层影响了生物结壳的空间分布,维管束植物冠层下不同方向的生物结壳分布模式存在明显差异。生物结壳主要分布在 270°-315°和 315°-360°方向,而在 90°-135°和 135°-180°方向分布较少。3) 从维管束植物的根基到冠层边缘,生物簇的覆盖率呈放射状逐渐增加。4) 冠层下生物簇的覆盖率与维管束植物的冠层面积、长冠幅、短冠幅、枯落物面积和植株高度等特征显著相关。5) 冠层面积、长冠幅和短冠幅对冠下生物覆盖度的相对重要性分别为 13.7%、12.1% 和 11.9%,而植株高度和物种类型的相对重要性相对较低,分别为 6.7%和 4.4%。6) 随机森林模型的结果表明,基于维管植物冠层特征的生物群落分布预测性能很强,预测精度为 0.59(R2),均方根误差为 1.2 平方米。该模型可用于预测和估算维管束植物冠层下的生物簇面积。该研究为深入了解半干旱气候地区维管束植物与生物簇之间的关系以及预测生物簇的空间分布提供了理论依据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
应用生态学报
应用生态学报 Environmental Science-Ecology
CiteScore
2.50
自引率
0.00%
发文量
11393
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