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Assessment and management of risk in subsurface hydrology: A review and perspective

机译:地下水文学风险评估与管理:回顾与展望

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Uncertainty plagues every effort to model subsurface processes and every decision made on the basis of such models. Given this pervasive uncertainty, virtually all practical problems in hydrogeology can be formulated in terms of (ecologic, monetary, health, regulatory, etc.) risk. This review deals with hydro-geologic applications of recent advances in uncertainty quantification, probabilistic risk assessment (PRA), and decision-making under uncertainty. The subjects discussed include probabilistic analyses of exposure pathways, PRAs based on fault tree analyses and other systems-based approaches, PDF (probability density functions) methods for propagating parametric uncertainty through a modeling process, computational tools (e.g., random domain decompositions and transition probability based approaches) for quantification of geologic uncertainty, Bayesian algorithms for quantification of model (structural) uncertainty, and computational methods for decision-making under uncertainty (stochastic optimization and decision theory). The review is concluded with a brief discussion of ways to communicate results of uncertainty quantification and risk assessment.
机译:不确定性困扰着对地下过程进行建模的所有努力,也困扰着基于此类模型做出的每项决策。鉴于这种普遍的不确定性,实际上水文地质学中的所有实际问题都可以用(生态,金钱,健康,监管等)风险来表述。这项审查涉及不确定性量化,概率风险评估(PRA)和不确定性下的决策方面的最新进展的水文地质应用。讨论的主题包括暴露路径的概率分析,基于故障树分析的PRA和其他基于系统的方法,通过建模过程传播参数不确定性的PDF(概率密度函数)方法,计算工具(例如随机域分解和转移概率) (基于方法)来量化地质不确定性,用于模型(结构)不确定性量化的贝叶斯算法以及用于不确定性下决策的计算方法(随机优化和决策理论)。审查结束时,简要讨论了如何传达不确定性量化和风险评估的结果。

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