基于贝叶斯网络的鄱阳湖区生态系统碳储量驱动机制研究

Driving Mechanism of Ecosystem Carbon Storage in Poyang Lake Region Based on Bayesian Network

  • 摘要:
    目的 探究区域土地利用变化与生态系统碳储量之间的关系,为增强生态系统碳汇潜力提供科学依据。
    方法 基于2000 ~ 2020年土地利用数据,采用InVEST模型估算鄱阳湖区碳储量及其空间变化特征,并构建贝叶斯网络模型探究鄱阳湖区碳储量的主要影响因素及驱动机制。
    结果 2000 ~ 2020年鄱阳湖区土地利用变化表现为耕地、林地、草地、湿地面积的减少以及建设用地、水域面积的增加,耕地面积净减少了687.26 km2,建设用地面积增加了1333.83 km2。近20年鄱阳湖区碳储量和地均碳密度呈连续递减势态,分别减少1.38 × 107 t和2.70 t hm−2,耕地和林地向建设用地转化导致碳储量减少了33.85%和57.81%。碳储量空间格局呈显著的“四周高中间低”分布特征,与区域土地利用类型联系紧密。耕地及林地向建设用地转换的碳储量负效应强,贡献值分别为 −8.83和 −6.87。土壤类型、夜间灯光指数、归一化植被指数、高程以及生态保护红线是导致碳储量减少的主要因素。
    结论 土地利用变化是导致生态系统碳储量变化的主要原因,严格落实城镇开发边界,保护生态红线,提高归一化植被指数水平,降低夜间灯光指数等,有助于鄱阳湖区碳汇能力的提升。

     

    Abstract:
    Objective The aims were to explore the relationship between land use change and carbon storage, in order to provide scientific basis of enhancing the carbon storage of regional ecosystems.
    Method Taking Poyang Lake region as an example, based on land use data in 2000, 2005, 2010,2015 and 2020, the InVEST model was used to estimate the ecosystem carbon storage in Poyang Lake region from 2000 to 2020, and Bayesian Network model was established to explore the influence factors of ecosystem carbon storage and its spatial variation characteristics.
    Result The results showed that land use change in Poyang Lake region was mainly manifested as the decreases of cultivated land, forest land, grassland and wetland area, and the increases of construction land and water area from 2000 to 2020. Transfer of land use mainly showed that the cultivated land area decreased by 687.26 km2, and the cultivated land area increased by 1333.83 km2. In the past 20 years, the carbon storage and average carbon density in Poyang Lake region decreased by 1.38 × 107 t and 2.70 t hm−2, and the conversion of cultivated land and forest land to construction land leaded to a decrease of carbon storage. The forest land and cultivated land accounted for 57.81% and 33.85%. The spatial pattern of carbon storage showed a significant distribution feature of "high around and low in the middle". It was consistent with regional land use types. The carbon storage negative effect of converting cultivated land and forest land to construction land were strong, with contribution rates of -8.83 and -6.87, respectively. Soil type, night light index, NDVI, elevation and ecological red line were the main factors that easily led to the decrease of carbon storage.
    Conclusion Land use change is the main reason of ecosystem carbon storage reduction. Strictly implementing urban development boundaries, protecting ecological red lines, improving NDVI levels, and reducing nighttime light indices can enhance the carbon sequestration capacity in the Poyang Lake region.

     

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