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Sensitivity analysis of vertically loaded pile reliability

机译:竖向荷载桩可靠性的敏感性分析

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The purpose of this paper is to examine the influence of geotechnical uncertainties on the reliability of vertically loaded pile foundations and the use of this information in decision-making support, especially when gathering the information necessary for reliability analyses. Two case studies of single pile foundations were selected, and each uncertainty source was investigated to identify which are the most important and influential in the evaluation of vertical pile resistance under axial loading. Reliability sensitivity analyses were conducted using FORM (the first-order reliability method) and MCS (Monte Carlo simulations). The characterisation of uncertainties is not an easy task in geotechnical engineering. The aim of the analyses described in this paper is to optimise resources and investments in the investigation of the variables in pile reliability. The physical uncertainties of actions, the inherent variability of soil and model error were assessed by experimental in situ standard penetration tests (SPT) or from information available in the literature. For the cases studied, the sensitivity analysis results show that, in spite of the high variability of the soils involved, model error also plays a very important role in geotechnical pile reliability and was considerably more important than soil variability in both case studies. From a comparison of the two reliability methods (FORM and MCS), it was concluded that FORM is applicable in simple cases and as a first approach because it is an approximate method and sometimes does not have the capability to incorporate every detail of the problem, namely a specific probability density function or more specific limit conditions.
机译:本文的目的是研究岩土工程不确定性对竖向荷载桩基础可靠性的影响以及该信息在决策支持中的使用,尤其是在收集可靠性分析所需的信息时。选择了两个单桩基础案例研究,并研究了每个不确定性源,以确定哪些是在轴向载荷下评估竖向桩阻力的最重要和最重要的因素。可靠性敏感性分析是使用FORM(一阶可靠性方法)和MCS(蒙特卡洛模拟)进行的。不确定性的表征在岩土工程中并非易事。本文所述分析的目的是在研究桩可靠性变量时优化资源和投资。作用的物理不确定性,土壤的固有变异性和模型误差通过实验原位标准渗透试验(SPT)或从文献中获得的信息进行评估。对于所研究的案例,敏感性分析结果表明,尽管所涉及的土壤具有很大的可变性,但模型误差在岩土工程桩的可靠性中也起着非常重要的作用,并且在这两个案例中都比土壤可变性更为重要。通过比较两种可靠性方法(FORM和MCS),可以得出结论FORM适用于简单情况,并且是第一种方法,因为FORM是一种近似方法,有时无法合并问题的每个细节,即特定的概率密度函数或更特定的极限条件。

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