温带生态系统对陆地-大气CO2通量的环境控制:基于五种土地利用类型均质化时间序列的统计方法

Virginie Moreaux, B. Longdoz, D. Berveiller, N. Delpierre, E. Dufrene, J. Bonnefond, C. Chipeaux, R. Joffre, J. Limousin, J. Ourcival, K. Klumpp, Olivier Darsonville, A. Brut, T. Tallec, E. Ceschia, G. Panthou, D. Loustau
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引用次数: 3

摘要

本文收集了法国5个不同生态系统的二氧化碳净生态系统交换(NEE)及其在总初级生产量(GPP)和呼吸(Reco)之间的分配的均质长期时间序列(长达19年),这些生态系统代表了主要的植物功能类型(pft)。对部分数据进行了分析,以确定主要环境变量对温带生态系统与大气之间碳通量的影响,并探讨其变化的时间格局。采用随机森林(RF)和小波相干方法对时间序列进行了多时相统计分析。RF分析表明,在所有生态系统中,入射太阳辐射与GPP高度相关,GPP与NEE的时间变化的相关性优于Reco。在落叶、农田和草地等具有季节性植被的生态系统中,气温是第二重要的驱动因素;而与空气和土壤干旱相关的变量在常绿林分地尤为突出。环境对二氧化碳通量的控制在高频率时更为严格,这表明在较长时间跨度内对环境变化的适应能力增强。对选定的五个站点中的三个站点进行的光谱分析揭示了生态系统中CO2通量与气候变量之间交叉一致性的不同时间模式;这些与各自的PFT、管理和土壤条件有关。在所有pft中,GPP的功率谱与NEE有良好的相关性,与Reco有明显的差异。光谱相关分析表明,林冠物候和扰动状态决定了GPP和Reco与土壤水分和大气水汽亏缺的光谱相关模式。
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Environmental control of land-atmosphere CO2 fluxes from temperate ecosystems: a statistical approach based on homogenized time series from five land-use types
Abstract We assembled homogenized long-term time series, up to 19 years, of measurements of net ecosystem exchange of CO2 (NEE) and its partitioning between gross primary production (GPP) and respiration (Reco) for five different ecosystems representing the main plant functional types (PFTs) in France. Part of these data was analyzed to determine the influence of the main environmental variables on carbon fluxes between temperate ecosystems and the atmosphere, and to investigate the temporal patterns of their variations. A multi-temporal statistical analysis of the time series was conducted using random forest (RF) and wavelet coherence approaches. The RF analysis showed that, in all ecosystems, the incident solar radiation was highly correlated with GPP and that GPP was better correlated with the temporal variations of NEE than Reco. The air temperature was the second most important driver in ecosystems with seasonal foliage, i.e., deciduous forest, cropland and grassland; whereas variables related to air or soil drought were prominent in evergreen forest sites. The environmental control on CO2 fluxes was tighter at high frequency suggesting an increased resilience to environmental variations at longer time spans. The spectral analysis performed on three of the five sites selected revealed contrasting temporal patterns of the cross-coherence between CO2 fluxes and climate variables among ecosystems; these were related to the respective PFT, management and soil conditions. In all PFTs, the power spectrum of GPP was well correlated with NEE and clearly different from Reco. The spectral correlation analysis showed that the canopy phenology and disturbance regime condition the spectral correlation patterns of GPP and Reco with the soil moisture and atmospheric vapour deficit.
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