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植被物候、气候、土地覆盖、生物多样性、地形和土壤性质的空间变异性对沿海生态系统土壤呼吸的影响。

Effects of spatial variability in vegetation phenology, climate, landcover, biodiversity, topography, and soil property on soil respiration across a coastal ecosystem.

作者信息

He Yinan, Bond-Lamberty Ben, Myers-Pigg Allison N, Newcomer Michelle E, Ladau Joshua, Holmquist James R, Brown James B, Falco Nicola

机构信息

Earth and Environmental Sciences Area, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA, 94720-8126, USA.

Joint Global Change Research Institute, Pacific Northwest National Laboratory, College Park, MD, 20740, USA.

出版信息

Heliyon. 2024 Apr 27;10(9):e30470. doi: 10.1016/j.heliyon.2024.e30470. eCollection 2024 May 15.

Abstract

Coastal terrestrial-aquatic interfaces (TAIs) are crucial contributors to global biogeochemical cycles and carbon exchange. The soil carbon dioxide (CO) efflux in these transition zones is however poorly understood due to the high spatiotemporal dynamics of TAIs, as various sub-ecosystems in this region are compressed and expanded by complex influences of tides, changes in river levels, climate, and land use. We focus on the Chesapeake Bay region to (i) investigate the spatial heterogeneity of the coastal ecosystem and identify spatial zones with similar environmental characteristics based on the spatial data layers, including vegetation phenology, climate, landcover, diversity, topography, soil property, and relative tidal elevation; (ii) understand the primary driving factors affecting soil respiration within sub-ecosystems of the coastal ecosystem. Specifically, we employed hierarchical clustering analysis to identify spatial regions with distinct environmental characteristics, followed by the determination of main driving factors using Random Forest regression and SHapley Additive exPlanations. Maximum and minimum temperature are the main drivers common to all sub-ecosystems, while each region also has additional unique major drivers that differentiate them from one another. Precipitation exerts an influence on vegetated lands, while soil pH value holds importance specifically in forested lands. In croplands characterized by high clay content and low sand content, the significant role is attributed to bulk density. Wetlands demonstrate the importance of both elevation and sand content, with clay content being more relevant in non-inundated wetlands than in inundated wetlands. The topographic wetness index significantly contributes to the mixed vegetation areas, including shrub, grass, pasture, and forest. Additionally, our research reveals that dense vegetation land covers and urban/developed areas exhibit distinct soil property drivers. Overall, our research demonstrates an efficient method of employing various open-source remote sensing and GIS datasets to comprehend the spatial variability and soil respiration mechanisms in coastal TAI. There is no one-size-fits-all approach to modeling carbon fluxes released by soil respiration in coastal TAIs, and our study highlights the importance of further research and monitoring practices to improve our understanding of carbon dynamics and promote the sustainable management of coastal TAIs.

摘要

沿海陆地 - 水生界面(TAIs)是全球生物地球化学循环和碳交换的重要贡献者。然而,由于TAIs具有高度的时空动态性,这些过渡区的土壤二氧化碳(CO₂)通量仍未得到充分理解,因为该区域的各种子生态系统受到潮汐、河流水位变化、气候和土地利用等复杂影响而被压缩和扩展。我们聚焦于切萨皮克湾地区,以(i)基于包括植被物候、气候、土地覆盖、多样性、地形、土壤性质和相对潮汐高度在内的空间数据层,研究沿海生态系统的空间异质性,并识别具有相似环境特征的空间区域;(ii)了解影响沿海生态系统子生态系统内土壤呼吸的主要驱动因素。具体而言,我们采用层次聚类分析来识别具有不同环境特征的空间区域,随后使用随机森林回归和SHapley加性解释来确定主要驱动因素。最高和最低温度是所有子生态系统共有的主要驱动因素,而每个区域还有其他独特的主要驱动因素,使它们彼此区分开来。降水对植被覆盖的土地有影响,而土壤pH值在林地中尤为重要。在以高粘土含量和低砂含量为特征的农田中,显著作用归因于容重。湿地显示出海拔和砂含量的重要性,粘土含量在非淹没湿地中比在淹没湿地中更相关。地形湿度指数对包括灌木、草地、牧场和森林在内的混合植被区域有显著贡献。此外,我们的研究表明,茂密植被覆盖的土地和城市/发达地区表现出不同的土壤性质驱动因素。总体而言,我们的研究展示了一种利用各种开源遥感和GIS数据集来理解沿海TAI中空间变异性和土壤呼吸机制的有效方法。在沿海TAIs中,对于模拟土壤呼吸释放的碳通量没有一刀切的方法,我们的研究强调了进一步研究和监测实践对于提高我们对碳动态的理解以及促进沿海TAIs可持续管理的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe21/11079102/1dbae9ceb4f8/gr1.jpg

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