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Multi‐Decadal Dynamics of Wetland Methane Emissions Revealed by Knowledge‐Guided Machine LearningNARA Subscribed
Measurement of methane fluxes (FCH 4 ) from natural systems, such as wetlands, has lagged far behind carbon dioxide fluxes. Short and fragmented wetland FCH 4 data limit our ability to assess its long‐term dynamics and potential climate feedbacks. Extrapolating short‐term FCH 4 records to recent decades remains challenging for both process‐based models and data‐driven machine learning (ML) approaches. Here, we develop a knowle...
With the advantage of anaerobic soil carbon storage, wetlands are widely recognized as potential nature‐based solutions for climate mitigation. While their role in the carbon–climate system has been extensively studied from a biogeochemical perspective, their biophysical effects on land surface temperature (Ts) remain poorly understood. Here, we investigate the biophysical mechanisms of Ts regulation by wetlands by integrating...
The current soil carbon paradigm puts particulate organic carbon (POC) as one of the major components of soil organic carbon worldwide, highlighting its pivotal role in carbon mitigation. In this study, we compiled a global dataset of 3418 data points of POC concentration in soils and applied empirical modeling and machine learning algorithms to investigate the spatial variation in POC concentration and its controls. The globa...
The global biogeography of soil priming effect intensityNARA Subscribed
Aim Fresh carbon (C) inputs to the soil can have important consequences for the decomposition rates of soil organic matter (priming effect), thereby impacting the delicate global C balance at the soil–atmosphere interface. Yet, the environmental factors that control soil priming effect intensity remain poorly understood at a global scale. Location Global. Time period 1980–2020. Major taxa studied Soil priming effect intensity....
Soil dissolved organic carbon in terrestrial ecosystems: Global budget, spatial distribution and controlsNARA Subscribed
Aims Soil dissolved organic carbon (DOC) is a primary form of labile carbon in terrestrial ecosystems, and therefore plays a vital role in soil carbon cycling. This study aims to quantify the budgets of soil DOC at biome and global levels and to examine the variations in soil DOC and their environmental controls. Location Global. Time period 1981–2019. Methods We compiled a global dataset and analysed the concentration and dis...
Grassland ecosystems account for more than 10% of the global CH 4 sink in soils. A 4‐year field experiment found that addition of P alone did not affect CH 4 uptake and experimental addition of N alone significantly suppressed CH 4 uptake, whereas concurrent N and P additions suppressed CH 4 uptake to a lesser degree. A meta‐analysis including 382 data points in global grasslands corroborated these findings. Global extrapolati...