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Reliability Analysis of Underground Structures Using Metamodels and FORM

 Reliability Analysis of Underground Structures Using Metamodels and FORM
Author(s): ,
Presented at IABSE Congress: The Evolving Metropolis, New York, NY, USA, 4-6 September 2019, published in , pp. 1163-1167
DOI: 10.2749/newyork.2019.1163
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An engineering reliability analysis method of underground structures using metamodels and a first-order reliability method (FORM) was studied. Surrogate models, or metamodels are approximate models...
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Bibliographic Details

Author(s): (Manhattan College)
(China Harbour Engineering Co. Ltd., USA Office)
Medium: conference paper
Language(s): English
Conference: IABSE Congress: The Evolving Metropolis, New York, NY, USA, 4-6 September 2019
Published in:
Page(s): 1163-1167 Total no. of pages: 5
Page(s): 1163-1167
Total no. of pages: 5
DOI: 10.2749/newyork.2019.1163
Abstract:

An engineering reliability analysis method of underground structures using metamodels and a first-order reliability method (FORM) was studied. Surrogate models, or metamodels are approximate models that can be constructed to replace implicit response functions that involve finite element analyses. The radial basis functions (RBFs) are suitable for creating metamodels for general linear or nonlinear responses and they are locally and globally adaptive. After a performance function was replaced by an augmented RBF metamodel, an alternative FORM was applied. The method was tested using mathematical functions and applied to a tunnel engineering example. Different numbers of samples were tested and reliability analyses were performed. The failure probabilities and reliability indices were found to have a good accuracy. The proposed method combining RBFs and FORM is useful for practical engineering problems involving expensive response simulations.

Keywords:
reliability index underground structures engineering reliability analysis metamodels first-order reliability method (FORM)