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Bayesian optimal design of an avalanche dam using a multivariate numerical avalanche model

机译:基于多元数值雪崩模型的雪崩水坝贝叶斯优化设计

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For snow avalanches, passive defense structures are generally designed by considering high return period events. However, defining a return period turns out to be tricky as soon as different variables are simultaneously considered. This problem can be overcome by maximizing the expected economic benefit of the defense structure, but purely stochastic approaches are not possible for paths with a complex geometry in the runout zone. Therefore, in this paper, we include a multivariate numerical avalanche propagation model within a Bayesian decisional framework. The influence of a vertical dam on an avalanche flow is quantified in terms of local energy dissipation with a simple semi-empirical relation. Costs corresponding to dam construction and the damage to a building situated in the runout zone are roughly evaluated for each dam height-hazard value pair, with damage intensity depending on avalanche velocity. Special attention is given to the poor local information to be taken into account for the decision. Using a case study from the French avalanche database, the Bayesian optimal dam height is shown to be more pessimistic than the classical optimal height because of the increasing effect of parameter uncertainty. It also appears that the lack of local information is especially critical for a building exposed to the most extreme events only. The residual hazard after dam construction is analyzed and the sensitivity to therndifferent modelling assumptions is evaluated. Finally, possible further developments of the approach are discussed.
机译:对于雪崩,通常通过考虑高返回期事件来设计被动防御结构。但是,一旦同时考虑了不同的变量,定义返回期就变得很棘手。可以通过最大程度地提高防御结构的预期经济利益来解决此问题,但是对于跳动区域中具有复杂几何形状的路径,纯随机方法是不可能的。因此,在本文中,我们将贝叶斯决策框架内的多元数值雪崩传播模型包括在内。垂直大坝对雪崩流的影响通过局部能量耗散以简单的半经验关系来量化。对于每个大坝高度-危险值对,都将粗略评估与大坝建设和对位于跳动带中的建筑物的破坏有关的成本,其破坏强度取决于雪崩速度。要特别注意要考虑的不良本地信息。使用来自法国雪崩数据库的案例研究,由于参数不确定性的增加,贝叶斯最优大坝高度比经典最优高度更悲观。似乎缺乏本地信息对于仅暴露于最极端事件的建筑物尤为重要。分析了大坝建设后的残余危害,并评估了对不同建模假设的敏感性。最后,讨论了该方法的可能的进一步发展。

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