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

  • Song Jin*
  • , Changhai Zhai
  • , Jun Liu
  • , Di Jiang
  • , Dongmei Wang
  • , Shaojie Wang
  • , Yinkang Zhou
  • *Corresponding author for this work
  • School of Civil Engineering and Architecture
  • School of Civil Engineering, Harbin Institute of Technology
  • China Nuclear Power Engineering Co.,Ltd.
  • Dalian University of Technology

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Original languageEnglish
Article number108435
JournalSoil Dynamics and Earthquake Engineering
Volume178
DOIs
StatePublished - Mar 2024
Externally publishedYes

Keywords

  • Bayesian logistic regression
  • Nuclear containment structure
  • Seismic fragility analysis
  • Seismic safety

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