美国大西洋中部异质流域碳动态建模:分布式校准和独立验证 (DCIV) 方法。

IF 8.2 1区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES Science of the Total Environment Pub Date : 2024-12-15 Epub Date: 2024-11-09 DOI:10.1016/j.scitotenv.2024.177271
Sadiya B Tijjani, Subhasis Giri, Richard Lathrop, Junyu Qi, Ritesh Karki, Karina V R Schäfer, Marjorie B Kaplan, Ewan E Oleghe, Suman Dhakal
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引用次数: 0

摘要

陆地生态系统在调节区域和全球碳预算方面发挥着至关重要的作用。生态系统模型被广泛用于估算不同空间尺度的碳通量。然而,仍然需要减少与模型参数化和输入数据相关的不确定性。为解决这些局限性,我们评估了分布式校准和独立验证(DCIV)方法,该方法使用(1)中分辨率成像分光仪(MODIS)的遥感净初级生产量(NPP)和蒸散量(ET)数据;(2)多站点涡度协方差净生态系统交换(NEE)数据;以及(3)实地采样的土壤数据;(3) 土壤有机碳 (SOC) 和地上生物量 (ABG) 数据的实地采样,以提高流域尺度上不同土地利用和土地覆被 (LULC) 类型的碳通量的总体可预测性。DCIV 方法被应用于土壤与水评估工具(SWAT)-碳(或 SWAT-C)的高级版本,该版本配备了基于世纪的 SOC 算法,用于模拟具有不同植被的流域的碳动态。建模工作的目的是评估美国东北部一个 3000 英亩的实验农场和森林保护区在不同土地管理方案下的碳储量和碳通量。我们的研究表明,混交林、落叶林、灌木林和洪泛平原(草地)储存了大量的 SOC,每公顷至少 100 吨。我们的研究还表明,将洪泛平原(草地)转化为落叶林有可能使二氧化碳吸收量(-NEE)增加三个数量级,ABG 增加 77%,从而在二十年后使 SOC 储量增加 23%。同样,我们还发现,将未放牧草地转化为放牧草地会导致 SOC 呈非统计学下降趋势,尤其是在 0-30 厘米的土层中。因此,本研究采用的方法可用于改善区域范围内异质流域的碳动态预测。
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Modeling carbon dynamics from a heterogeneous watershed in the mid-Atlantic USA: A distributed-calibration and independent verification (DCIV) approach.

The terrestrial ecosystem plays a vital role in regulating regional and global carbon budgets. Ecosystem models are extensively employed to estimate carbon fluxes across different spatial scales. However, there remains a need to reduce the uncertainties associated with model parameterization and input data. To address these limitations, we assessed a distributed-calibration and independent-verification (DCIV) approach that uses (1) remotely sensed net primary production (NPP) and evapotranspiration (ET) data from the Moderate Resolution Imaging Spectroradiometer (MODIS), (2) multi-site eddy covariance net ecosystem exchange (NEE) data; and (3) field sampling of soil organic carbon (SOC) and aboveground biomass (ABG) data to improve the overall predictability of carbon fluxes for the different land use and land cover (LULC) types at a watershed scale. The DCIV approach was applied to an advanced version of the Soil and Water Assessment Tool (SWAT)-Carbon (or SWAT-C), equipped with Century-based SOC algorithms to simulate carbon dynamics for watersheds with heterogeneous vegetation. The objective of the modeling effort was to assess carbon stocks and fluxes under different land management scenarios for a 3000-acre experimental farm and forest preserve in the northeastern United States. Our study showed that a large SOC stock of at least 100 tons ha-1 is stored under mixed forest, deciduous, shrubland, and floodplain (grass). Our study also showed that converting floodplain (grass) to deciduous forest has the potential to increase CO2 uptake (-NEE) by an order of three magnitude and ABG by 77 %, leading to an increased SOC stock of 23 % after twenty years. Similarly, we found that converting ungrazed grassland to grazed pasture leads to a non-statistically decreasing trend of SOC, especially in the 0-30 cm soil layer. Thus, the methodology used in this study can be applied to improve carbon dynamic prediction from a heterogeneous watershed at a regional scale.

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来源期刊
Science of the Total Environment
Science of the Total Environment 环境科学-环境科学
CiteScore
17.60
自引率
10.20%
发文量
8726
审稿时长
2.4 months
期刊介绍: The Science of the Total Environment is an international journal dedicated to scientific research on the environment and its interaction with humanity. It covers a wide range of disciplines and seeks to publish innovative, hypothesis-driven, and impactful research that explores the entire environment, including the atmosphere, lithosphere, hydrosphere, biosphere, and anthroposphere. The journal's updated Aims & Scope emphasizes the importance of interdisciplinary environmental research with broad impact. Priority is given to studies that advance fundamental understanding and explore the interconnectedness of multiple environmental spheres. Field studies are preferred, while laboratory experiments must demonstrate significant methodological advancements or mechanistic insights with direct relevance to the environment.
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