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A Bayesian network approach to knowledge integration and representation of farm irrigation: 1. Model development

机译:利用贝叶斯网络方法进行知识整合和农业灌溉的代表性:1.模型开发

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摘要

Irrigation is important to many agricultural businesses but also has implications for catchment health. A considerable body of knowledge exists on how irrigation management affects farm business and catchment health. However, this knowledge is fragmentary; is available in many forms such as qualitative and quantitative; is dispersed in scientific literature, technical reports, and the minds of individuals; and is of varying degrees of certainty. Bayesian networks allow the integration of dispersed knowledge into quantitative systems models. This study describes the development, validation, and application of a Bayesian network model of farm irrigation in the Shepparton Irrigation Region of northern Victoria, Australia. In this first paper we describe the process used to integrate a range of sources of knowledge to develop a model of farm irrigation. We describe the principal model components and summarize the reaction to the model and its development process by local stakeholders. Subsequent papers in this series describe model validation and the application of the model to assess the regional impact of historical and future management intervention.
机译:灌溉对许多农业企业都很重要,但对流域健康也有影响。关于灌溉管理如何影响农场经营和集水区健康,已有相当多的知识。但是,这种知识是零碎的。有多种形式,例如定性和定量;散布在科学文献,技术报告和个人思想中;并且具有不同程度的确定性。贝叶斯网络允许将分散的知识集成到定量系统模型中。这项研究描述了澳大利亚维多利亚北部谢珀顿灌区的农场灌溉贝叶斯网络模型的开发,验证和应用。在第一篇论文中,我们描述了用于整合各种知识来源以建立农场灌溉模型的过程。我们描述了模型的主要组成部分,并总结了当地利益相关者对模型及其开发过程的反应。本系列中的后续文章描述了模型验证以及该模型在评估历史和未来管理干预措施的区域影响方面的应用。

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  • 来源
    《Water resources research》 |2009年第2期|124-141|共18页
  • 作者单位

    CSIRO Land and Water, Highett, Victoria, Australia Formerly at Department of Primary Industries, Primary Industries Research Victoria, Tatura, Victoria, Australia;

    CSIRO Land and Water, Highett, Victoria, Australia Formerly at Department of Primary Industries, Primary Industries Research Victoria, Tatura, Victoria, Australia Department of Civil and Environmental Engineering, University of Melbourne, Melbourne, Victoria, Australia;

    Catchment and Agriculture Services, Department of Primary Industries, Tatura, Victoria, Australia;

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