Reversal of the sensitivity of vegetation productivity to precipitation in global terrestrial biomes over the recent decade

IF 5.6 1区 农林科学 Q1 AGRONOMY
Weirong Zhang , Zehao Fan , Chuan Jin , Yue Jiao , Kai Di , Ming Feng , Yifei Lu , Kun Zhao , Hongxian Zhao , Shaorong Hao , Zhongmin Hu
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Abstract

The sensitivity of vegetation productivity to precipitation (Sppt) is crucial for grasping how vegetation responds to changing precipitation and forecasting future shifts in ecosystem function. However, comprehensive assessment of Sppt globally is limited by specific technical defects or objective limitations, leading to a poor understanding of its spatial distribution and temporal variations. In this study, we examined the spatial patterns and temporal changes o.ff Sppt across global terrestrial ecosystems from 2001 to 2021 using a change-based method and various satellite observations, including solar-induced fluorescence (SIF), normalized difference vegetation index (NDVI), and enhanced vegetation index (EVI). Additionally, we obtained various high-resolution global datasets and applied extreme gradient boosting (XGBoost) along with SHapley Additive Explanations (SHAP) to explain how key climatic, topographic, edaphic, and vegetation variables regulate Sppt. Spatially, Sppt exhibited positive values in most regions, particularly in arid areas, while lower values were found in mesic regions. Temporally, Sppt shifted from a declining to an increasing trend in most regions over the past two decades, with the breakpoint occurring primarily between 2011 and 2015. This shift could be related to the fertilization effect of elevated CO2, intensified drought caused by increased vapor pressure deficit, and atmospheric nitrogen deposition. In forest ecosystems, radiation, temperature, and soil nutrients were found to be critical in regulating Sppt, whereas leaf functional traits demonstrated relatively greater importance in grasslands and shrublands. Negative regulatory relationships were shown to exist between land slope and forest age with Sppt. Overall, this research contributes to a deeper understanding of the mechanisms that drive vegetation productivity in the context of changing precipitation patterns.
近十年来全球陆地生物群落植被生产力对降水敏感性的逆转
植被生产力对降水的敏感性(Sppt)对于掌握植被对降水变化的响应以及预测未来生态系统功能的变化具有重要意义。然而,由于特定的技术缺陷或客观限制,对Sppt的全球综合评价受到限制,导致对其空间分布和时间变化的认识较差。本研究采用基于变化的方法,结合太阳诱导荧光(SIF)、归一化植被指数(NDVI)和增强植被指数(EVI)等卫星观测数据,分析了2001 - 2021年全球陆地生态系统Sppt的空间格局和时间变化。此外,我们获得了各种高分辨率的全球数据集,并应用极端梯度增强(XGBoost)和SHapley加性解释(SHAP)来解释关键的气候、地形、地理和植被变量如何调节Sppt。从空间上看,Sppt在大部分地区均为正值,其中以干旱区最为显著,而在中等偏中地区Sppt值较低。从时间上看,大多数地区的Sppt在过去20年中由下降趋势转向上升趋势,断点主要发生在2011年至2015年之间。这种变化可能与CO2升高的施肥效应、蒸汽压差增加引起的干旱加剧以及大气氮沉降有关。在森林生态系统中,辐射、温度和土壤养分对Sppt的调节至关重要,而在草地和灌丛中,叶片功能性状的调节作用相对更大。地表坡度与林龄与Sppt呈负调节关系。总的来说,这项研究有助于更深入地了解在降水模式变化的背景下驱动植被生产力的机制。
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来源期刊
CiteScore
10.30
自引率
9.70%
发文量
415
审稿时长
69 days
期刊介绍: Agricultural and Forest Meteorology is an international journal for the publication of original articles and reviews on the inter-relationship between meteorology, agriculture, forestry, and natural ecosystems. Emphasis is on basic and applied scientific research relevant to practical problems in the field of plant and soil sciences, ecology and biogeochemistry as affected by weather as well as climate variability and change. Theoretical models should be tested against experimental data. Articles must appeal to an international audience. Special issues devoted to single topics are also published. Typical topics include canopy micrometeorology (e.g. canopy radiation transfer, turbulence near the ground, evapotranspiration, energy balance, fluxes of trace gases), micrometeorological instrumentation (e.g., sensors for trace gases, flux measurement instruments, radiation measurement techniques), aerobiology (e.g. the dispersion of pollen, spores, insects and pesticides), biometeorology (e.g. the effect of weather and climate on plant distribution, crop yield, water-use efficiency, and plant phenology), forest-fire/weather interactions, and feedbacks from vegetation to weather and the climate system.
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