Back to Search Start Over

Emulator Model–Based Analytical Solution for Reliability Sensitivity Analysis

Authors :
Zhangchun Tang
Zhenzhou Lu
Leigang Zhang
Lei Cheng
Source :
Journal of Engineering Mechanics. 141
Publication Year :
2015
Publisher :
American Society of Civil Engineers (ASCE), 2015.

Abstract

Sensitivity analysis is frequently considered an essential component in engineering design. In the design process of engineered structures, the output is implicitly related with the input variables. The Kriging model, one of the most commonly used emulator models, is sometimes used for structure analysis. In order to efficiently estimate the sensitivities of failure probability or statistical moments of performance function with respect to distribution parameters of input variables, the analytical solutions are derived based on the Kriging model. Generally, the Kriging model can be expressed as a tensor product basis function, thus the multivariate integrals can be decomposed into the sum of univariate integrals, which makes it possible to solve the sensitivity of statistical moments with respect to distribution parameters of normal input variables by the properties of kernel functions. Next, the fourth-moment reliability sensitivity method is applied to compute the sensitivity of failure probabil...

Details

ISSN :
19437889 and 07339399
Volume :
141
Database :
OpenAIRE
Journal :
Journal of Engineering Mechanics
Accession number :
edsair.doi...........139709ad110672d6c92c0129021b4043
Full Text :
https://doi.org/10.1061/(asce)em.1943-7889.0000897