Seismic fragility analysis of nuclear containment structure using Bayesian logistic regression model
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 en...
Gespeichert in:
Veröffentlicht in: | Soil dynamics and earthquake engineering (1984) 2024-03, Vol.178, p.108435, Article 108435 |
---|---|
Hauptverfasser: | , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | 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.
•A refined finite element model of the nuclear containment structure is developed.•Global performance limit of nuclear containment structure is determined through Pushover analysis.•Seismic fragility of nuclear containment structure obtained with minimized sum of squared error, maximum likelihood estimation and Bayesian logistic regression methods is compared in depth. |
---|---|
ISSN: | 0267-7261 1879-341X |
DOI: | 10.1016/j.soildyn.2023.108435 |