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Statistical Approaches for The Assessment of Landslide-Related Economic Losses

机译:评估滑坡相关经济损失的统计方法

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In this paper,different statistical approaches are employed to consider several scenarios of hazard and infrastructure vulnerability to measure the magnitude of the mass movement and quantify the economic costs.In this context,we employ the techniques of simulation bootstrap,Monte-Carlo and variance reduction in the context of Monte-Carlo in order to compare the values of the economic losses before a potential disaster in an objective,standardized and reproducible way.With the purpose to explain the proposed methodology,a case study located in one of the most landslide-prone zone of the city of Medellin-Colombia is analysed,comparing different structural scenarios for a total of 48444 exposed buildings.Also,different seismic scenarios of landslide hazard were considered,varying the horizontal acceleration(Ah)that can act as one of the triggers of the mass movement.The novel proposed methodology permits to obtain an estimation of the probable economic losses by a certain landslide,and also to get better assessments by reducing the uncertainty and compare the results between different statistical approaches,taking into account the uncertainty of the exposed building costs.It is important to mention that between the simulated scenarios the better results are shown in the bootstrap simulation and Monte-Carlo simulation with reduction of variance.The analyzed simulation methodologies provide a better estimation of economic losses for horizontal acceleration of ground between 0 g and 0.3 g.It is noticed an economic reduction of on the order of 7%,14% and 21% in the structural scenarios 2,3 and 4 respectively,in comparison with the current structural condition of the exposed buildings,in case of a landslide triggered by an earthquake with the maximum expected horizontal acceleration for the city.
机译:在本文中,采用不同的统计方法来考虑若干危险和基础设施脆弱场景,以衡量批量移动的幅度,量化经济成本。在这种情况下,我们采用了模拟引导,蒙特卡罗和方差减少的技术在蒙特卡洛,以经济损失值的潜在灾难面前客观,标准化和可重复way.With目的比较来解释建议的方法,位于最landslide-的一个案例研究上下文分析了麦德林 - 哥伦比亚市的俯卧区,比较了不同的结构情景,总共48444个暴露的建筑物。所以考虑了不同地震危险的不同地震情景,改变了可以充当触发器之一的水平加速度(AH)大众运动。新颖的提议方法允许通过某种滑坡获得可能的经济损失的估计,以及LSO通过减少不确定性并比较不同统计方法之间的结果来获得更好的评估,同时考虑到暴露的建筑成本的不确定性。重要的是提到模拟场景,更好的结果在引导仿真和蒙特中显示了更好的结果-Carlo模拟带减速variance.The的分析仿真方法提供的0克和0.3之间为g.It的地面水平加速度的经济损失更好的估计被注意到的7%,14%和21%的数量级上的经济减少在结构场景2,3和4中,与曝光建筑物的当前结构状况相比,如果由地震引发的滑坡,则该城市的最大预期水平加速度触发。

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