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Capturing Ecosystem Services Stakeholders Preferences and Trade-Offs in Coastal Aquaculture Decisions: A Bayesian Belief Network Application

机译:在沿海水产养殖决策中捕获生态系统服务利益相关者的偏好和权衡:贝叶斯信念网络应用

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摘要

Aquaculture activities are embedded in complex social-ecological systems. However, aquaculture development decisions have tended to be driven by revenue generation, failing to account for interactions with the environment and the full value of the benefits derived from services provided by local ecosystems. Trade-offs resulting from changes in ecosystem services provision and associated impacts on livelihoods are also often overlooked. This paper proposes an innovative application of Bayesian belief networks - influence diagrams - as a decision support system for mediating trade-offs arising from the development of shrimp aquaculture in Thailand. Senior experts were consulted (n = 12) and primary farm data on the economics of shrimp farming (n = 20) were collected alongside secondary information on ecosystem services, in order to construct and populate the network. Trade-offs were quantitatively assessed through the generation of a probabilistic impact matrix. This matrix captures nonlinearity and uncertainty and describes the relative performance and impacts of shrimp farming management scenarios on local livelihoods. It also incorporates export revenues and provision and value of ecosystem services such as coastal protection and biodiversity. This research shows that Bayesian belief modeling can support complex decision-making on pathways for sustainable coastal aquaculture development and thus contributes to the debate on the role of aquaculture in social-ecological resilience and economic development.
机译:水产养殖活动被嵌入复杂的社会生态系统中。但是,水产养殖发展的决定往往是由创收驱动的,没有考虑与环境的相互作用以及当地生态系统提供的服务所产生的利益的全部价值。人们常常忽视了由于生态系统服务提供的变化以及对生计的相关影响而产生的取舍。本文提出了贝叶斯信念网络(影响图)的创新应用,作为调解泰国虾类水产养殖发展所产生的取舍的决策支持系统。咨询了高级专家(n = 12),并收集了关于虾类养殖经济性的主要农场数据(n = 20),以及有关生态系统服务的次要信息,以构建和填充该网络。权衡通过概率影响矩阵的生成进行了定量评估。该矩阵捕获了非线性和不确定性,并描述了对虾养殖管理方案的相对性能及其对当地生计的影响。它还包括出口收入以及生态系统服务(如海岸保护和生物多样性)的提供和价值。这项研究表明,贝叶斯信念模型可以支持关于可持续沿海水产养殖发展途径的复杂决策,从而有助于辩论水产养殖在社会生态适应力和经济发展中的作用。

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  • 期刊名称 other
  • 作者单位
  • 年(卷),期 -1(8),10
  • 年度 -1
  • 页码 e75956
  • 总页数 12
  • 原文格式 PDF
  • 正文语种
  • 中图分类
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  • 入库时间 2022-08-21 11:20:48

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