Topography-based statistical modelling reveals high spatial variability and seasonal emission patches in forest floor methane flux

E. Vainio, O. Peltola, V. Kasurinen, A. Kieloaho, E. Tuittila, M. Pihlatie
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引用次数: 8

Abstract

Abstract. Boreal forest soils are globally an important sink for methane (CH4), while these soils are also capable to emit CH4 under favourable conditions. Soil wetness is a well-known driver of CH4 flux, and the wetness can be estimated with several terrain indices developed for the purpose. The aim of this study was to quantify the spatial variability of the forest floor CH4 flux with a topography-based upscaling method connecting the flux with its driving factors. We conducted spatially extensive forest floor CH4 flux and soil moisture measurements, complemented with ground vegetation classification, in a boreal pine forest. We then modelled the soil moisture with a Random Forest model using topography, based on which we upscaled the forest floor CH4 flux – this was performed for two seasons: May–July and August–October. Our results demonstrate high spatial heterogeneity in the forest floor CH4 flux, resulting from the soil moisture variability, as well as on the related ground vegetation. The spatial variability in the soil moisture and consequently in the CH4 flux was higher in the early summer compared to the autumn period, and overall the CH4 uptake rate was higher in autumn compared to early summer. In the early summer there were patches emitting high amounts of CH4, however, these wet patches got drier and smaller in size towards the autumn, which was enough for changing their dynamics to CH4 uptake. The results highlight the small-scale spatial variability of the boreal forest floor CH4 flux, and the importance of soil chamber placement in order to obtain spatially representative CH4 flux results. We recommend that a site of similar size and topographical variation would require 15–20 sample points in order to achieve accurate forest floor CH4 flux.
基于地形的统计模型揭示了森林地表甲烷通量的高空间变异性和季节性排放斑块
摘要北方森林土壤是全球甲烷(CH4)的重要汇点,而这些土壤也能够在有利条件下排放CH4。土壤湿度是众所周知的CH4通量的驱动因素,可以通过为此目的开发的几个地形指数来估计湿度。本研究的目的是通过将通量与其驱动因素联系起来的基于地形的放大方法来量化森林底层CH4通量的空间变异性。我们在北方松林中进行了空间广泛的森林地面CH4通量和土壤湿度测量,并辅以地面植被分类。然后,我们使用地形随机森林模型对土壤湿度进行建模,在此基础上,我们放大了森林底部CH4通量——这是在两个季节进行的:5月至7月和8月至10月。我们的研究结果表明,由于土壤湿度的变化以及相关的地面植被,森林地面CH4通量具有高度的空间异质性。与秋季相比,初夏土壤水分和CH4通量的空间变异性更高,总体而言,秋季CH4吸收率高于初夏。初夏时,有一些斑块排放大量CH4,然而,这些潮湿的斑块在秋季变得更干燥、更小,这足以将其动态改变为CH4吸收。结果强调了北方森林底部CH4通量的小规模空间变异性,以及为了获得具有空间代表性的CH4通量结果而放置土壤室的重要性。我们建议,具有类似大小和地形变化的场地需要15-20个采样点,以实现准确的森林底部CH4通量。
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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