基于kriging的非锚固储罐地震易损性分析代理模型

H. Phan, F. Paolacci, D. Corritore, N. Tondini, O. Bursi
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引用次数: 3

摘要

在最近的地震事件中,地上钢储罐的地震易损性得到了极大的证明,这表明需要可靠的数值模型来进行储罐设施的易损性和风险评估。对于锚定的地上储罐,目前已有简化模型,主要用于地震易损性评估,而对于非锚定储罐,科学界仍在研究能够可靠地预测由于隆起和滑动机制引起的非线性的数值模型。本文提出了一种基于Kriging方法的替代模型,并采用可靠实验设计(DOE)方法在三维有限元(3D FE)模型上进行了校准。通过振动台运动对三维有限元模型进行了验证。结果表明,该模型能够以较低的计算成本构建罐体临界损伤状态(即壳底节点的塑性旋转)的易损性曲线。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Kriging-Based Surrogate Model for Seismic Fragility Analysis of Unanchored Storage Tanks
The seismic vulnerability of aboveground steel storage tanks has been dramatically proved during the latest seismic events, which demonstrates the need for reliable numerical models for vulnerability and risk assessments of storage facilities. While for anchored aboveground tanks, simplified models are nowadays available and mostly used for the seismic vulnerability assessment, in the case of unanchored tanks, the scientific community is still working on numerical models capable of reliably predicting the nonlinearity due to uplift and sliding mechanisms. In this paper, a surrogate model based on a Kriging approach is proposed for a case study of an unanchored tank, whose calibration is performed on a three-dimensional finite element (3D FE) model using a reliable design of experiments (DOE) method. The verification of the 3D FE model is also done through a shaking table campaign. The outcomes show the effectiveness of the proposed model to build fragility curves at a low computational cost of the critical damage state of the tank, i.e., the plastic rotation of the shell-to-bottom joint.
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