A multi-fidelity boundary element method for structural reliability analysis with higher-order sensitivities
File(s)Manuscript.pdf (559.43 KB)
Accepted version
Author(s)
Morse, Llewellyn
Sharif Khodaei, Zahra
Aliabadi, Mohammad
Type
Journal Article
Abstract
A novel multi-fidelity modelling methodology for structural reliability analysis using the Boundary Element Method (BEM) with an Implicit Differentiation Method (IDM) is presented. The higher-order sensitivities of the elastostatic BEM equations with respect to changes in several geometric variables have been derived for the first time for use with the
IDM for conducting reliability analyses with the Second-Order Reliability Method (SORM), a more accurate alternative to FORM for problems with non-linear limit state functions. Multi-fidelity formulations involving the IDM have also been derived for the first time, making use of the metamodeling technique Kriging. The use of multi-fidelity modelling
enables the creation of a model that has similar accuracy to a high-fidelity model, but with a computational cost similar to that of a low-fidelity model. The IDM is validated through a numerical example for which the analytical solution is known. A further two examples featuring an I-beam section and a triangular support bracket with a large number of variables are also investigated. Overall, it has been shown that the proposed IDM/multi-fidelity modelling methodology significantly improved the efficiency and accuracy of the reliability analyses when applied to complex problems involving a large number of random variables under high levels of uncertainty.
IDM for conducting reliability analyses with the Second-Order Reliability Method (SORM), a more accurate alternative to FORM for problems with non-linear limit state functions. Multi-fidelity formulations involving the IDM have also been derived for the first time, making use of the metamodeling technique Kriging. The use of multi-fidelity modelling
enables the creation of a model that has similar accuracy to a high-fidelity model, but with a computational cost similar to that of a low-fidelity model. The IDM is validated through a numerical example for which the analytical solution is known. A further two examples featuring an I-beam section and a triangular support bracket with a large number of variables are also investigated. Overall, it has been shown that the proposed IDM/multi-fidelity modelling methodology significantly improved the efficiency and accuracy of the reliability analyses when applied to complex problems involving a large number of random variables under high levels of uncertainty.
Date Issued
2019-07-01
Date Acceptance
2019-03-29
Citation
Engineering Analysis with Boundary Elements, 2019, 104, pp.183-196
ISSN
0955-7997
Publisher
Elsevier
Start Page
183
End Page
196
Journal / Book Title
Engineering Analysis with Boundary Elements
Volume
104
Copyright Statement
This paper is embargoed until 12 months after publication.
Sponsor
Engineering & Physical Science Research Council (E
Identifier
PII: S0955-7997(19)30033-5
Grant Number
EP/R511547/1
Subjects
Science & Technology
Technology
Physical Sciences
Engineering, Multidisciplinary
Mathematics, Interdisciplinary Applications
Engineering
Mathematics
Structural reliability analysis
Multi-fidelity modelling
Kriging
Sensitivity analysis
Boundary Element Method (BEM)
Implicit Differentiation Method (IDM)
NEURAL-NETWORKS
OPTIMIZATION
FRACTURE
MODEL
0102 Applied Mathematics
0905 Civil Engineering
0913 Mechanical Engineering
Applied Mathematics
Publication Status
Published
Coverage Spatial
United Kingdom
Date Publish Online
2019-04-06