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A multi-fidelity boundary element method for structural reliability analysis with higher-order sensitivities

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Title: A multi-fidelity boundary element method for structural reliability analysis with higher-order sensitivities
Authors: Morse, L
Sharif Khodaei, Z
Aliabadi, M
Item 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.
Issue Date: 1-Jul-2019
Date of Acceptance: 29-Mar-2019
URI: http://hdl.handle.net/10044/1/68239
DOI: 10.1016/j.enganabound.2019.03.036
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/Funder: Engineering & Physical Science Research Council (E
Funder's Grant Number: EP/R511547/1
Keywords: 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
Conference Place: United Kingdom
Online Publication Date: 2019-04-06
Appears in Collections:Aeronautics
Faculty of Engineering