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A nonparametric seismic reliability analysis method based on Bayesian compressive sensing-Stochastic harmonic function method and probability density evolution method

delete2023-08-01
delete12
PRE
AI
贺
贺景然 (Jingran He)
R
Ruofan Gao *
H
Hao Zhou *
DOI:10.1016/j.ymssp.2023.110339delete
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摘要

摘要

En 中文
In engineering practice, the evaluation of seismic reliability of high-rise reinforced concrete structure relies on the probabilistic modelling of material properties. However, the measured data of material parameters in engineering practice is usually inadequate to determine the probability model accurately, especially for the problems involving spatial variability. Traditional parametric reliability analysis methods can be biased for this kind of problem. Therefore, a nonparametric seismic reliability analysis method is proposed based on the Bayesian compressive sensing - stochastic harmonic function method and the probability density evolution method. In this method, the conditional random fields are generated and applied to represent material properties of concrete. As a result, the seismic reliability of a high-rise reinforced concrete shear wall model structure is analyzed using the probability density evolution method.
Keyword:
Seismic reliability
Conditional random field
Probability density evolution method
Stochastic finite element method

期刊

Mechanical Systems and Signal Processing 封面图
Mechanical Systems and Signal Processing
IF:
8.9
论文数:
1.3W
被引数:
6.6W

机构

G
guangdong university of technology
学者数:
3.0W
论文数: 2.0W
被引数: 36
J
jinan university
学者数:
4.3W
论文数: 2.7W
被引数: 38
S
south china university of technology
学者数:
6.8W
论文数: 5.1W
被引数: 85
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