基于贝叶斯网络的水源涵养服务空间格局优化(英文)

基于贝叶斯网络的水源涵养服务空间格局优化(英文)

论文摘要

Water conservation is one of the most important ecosystem services of terrestrial ecosystems. Identifying the optimization regions of water conservation using Bayesian belief networks not only helps develop a better understanding of water conservation processes but also increases the rationality of scenario design and pattern optimization. This study establishes a water conservation network model. The model, based on Bayesian belief networks, forecasts the distribution probability of the water conservation projected under different land use scenarios for the year 2050 with the CA-Markov model. A key variable subset method is proposed to optimize the spatial pattern of the water conservation. Three key findings were obtained. First, among the three scenarios, the probability of high water conservation value was the largest under the protection scenario, and the design of this scenario was conducive to the formulation of future land use policies. Second, the key influencing factors impacting the water conservation included precipitation, evapotranspiration and land use, and the state set corresponding to the highest state of water conservation was mainly distributed in areas with high annual average rainfall and evapotranspiration and high vegetation coverage. Third, the regions suitable for optimizing water conservation were mainly distributed in the southern part of Maiji District in Tianshui, southwest of Longxian and south of Weibin District in Baoji, northeast of Xunyi County and northwest of Yongshou County in Xianyang, and west of Yaozhou District in Tongchuan.

论文目录

  • 1 Introduction
  • 2 Research area and data sources
  •   2.1 Research area
  •   2.2 Data sources
  • 3 Research methods
  •   3.1 Water conservation model based on BBNs
  •     3.1.1 BBNs
  •     3.1.2 Quantification of water conservation
  •     3.1.3 The BBNs for water conservation
  •   3.2 Prediction of water conservation service under different scenarios
  •     3.2.1 Land use scenario
  •     3.2.2 Water conservation prediction
  •   3.3 Spatial pattern optimization for water conservation service
  •     (1) Determine the key state of variables.
  •     (2) Identify key variables.
  • 4 Results
  •   4.1 Model results and calibration
  •   4.2 Prediction results
  •   4.3 Optimization of the water conservation spatial pattern
  • 5 Discussion
  •   5.1 Scenario design
  •   5.2 Model uncertainty and improvement
  •   5.3 Spatial pattern optimization of water conservation
  • 6 Conclusions
  • 文章来源

    类型: 期刊论文

    作者: 曾莉,李晶

    来源: Journal of Geographical Sciences 2019年06期

    年度: 2019

    分类: 基础科学,工程科技Ⅱ辑

    专业: 建筑科学与工程

    单位: School of Geography and Tourism, Shaanxi Normal University

    基金: National Natural Science Foundation of China,No.41771198,No.41771576,The Fundamental Research Funds For the Central Universities,Shaanxi Normal University,No.2017CSY011

    分类号: TU991.11

    页码: 1021-1038

    总页数: 18

    文件大小: 493K

    下载量: 167

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