Centre for Health Economics/Department of Economics and Related Studies, University of York, Heslington, York, United Kingdom.
PLoS One. 2013 Oct 14;8(10):e75956. doi: 10.1371/journal.pone.0075956. eCollection 2013.
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.
水产养殖活动嵌入在复杂的社会-生态系统中。然而,水产养殖的发展决策往往受到收入驱动,没有考虑到与环境的相互作用以及当地生态系统提供服务的全部价值。水产养殖发展所带来的生态系统服务提供的变化以及对生计的相关影响产生的权衡取舍也常常被忽视。本文提出了一种贝叶斯信念网络——影响图的创新应用,作为泰国虾养殖发展所产生的权衡取舍的决策支持系统。咨询了资深专家(n=12),收集了有关虾养殖经济的主要农场数据(n=20),以及有关生态系统服务的次要信息,以构建和填充网络。通过生成概率影响矩阵来定量评估权衡取舍。该矩阵捕捉了非线性和不确定性,并描述了虾养殖管理情景对当地生计的相对绩效和影响。它还纳入了出口收入以及沿海保护和生物多样性等生态系统服务的提供和价值。这项研究表明,贝叶斯信念建模可以支持关于可持续沿海水产养殖发展途径的复杂决策,从而为水产养殖在社会-生态弹性和经济发展中的作用的辩论做出贡献。