Seismic fragility analysis of nuclear containment structure using Bayesian logistic regression model

脆弱性 核电站 逻辑回归 贝叶斯概率 核能 结构工程 工程类 统计 数学 物理 核物理学 热力学
作者
Song Jin,Changhai Zhai,Jun Liu,Di Jiang,Dongmei Wang,Shaojie Wang,Yinkang Zhou
出处
期刊:Soil Dynamics and Earthquake Engineering [Elsevier]
卷期号:178: 108435-108435
标识
DOI:10.1016/j.soildyn.2023.108435
摘要

Nuclear containment structure serves as the critical shielding structure in nuclear power plants, and must maintain structural integrity under various conditions. Following the Fukushima nuclear accident, seismic safety of nuclear power plant structures has become a significant concern in nuclear engineering community. This study presents seismic fragility analysis of the nuclear containment structure subjected to far-fault ground motion based on Bayesian logistic regression model. A refined finite element model of the nuclear containment structure was developed using layered shell element with considering material nonlinear behavior. The maximum tensile strain and roof drift of the nuclear containment structure were analyzed. MATLAB scripts for the seismic fragility analysis method based on Bayesian logistic regression model were developed. Posterior samples for the parameter of fragility function parameters were obtained using developed scripts. The sensitivity of the proposed Bayesian logistic regression based seismic fragility analysis method was verified. Seismic fragility curves of the nuclear containment structure obtained with the minimized sum of squared error, maximum likelihood estimation and Bayesian logistic regression methods were compared in depth.

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