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Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation

An important segment of the reliability-based optimization problems is to get access to the sensitivity derivatives. However, since the failure probability is not a closed-form function of the input variables, the derivatives are not explicitly computable and rather require a full reliability analys...

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Detalles Bibliográficos
Autores principales: Shadab Far, Mahdi, Huang, Hongwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6407918/
https://www.ncbi.nlm.nih.gov/pubmed/30849109
http://dx.doi.org/10.1371/journal.pone.0213199
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author Shadab Far, Mahdi
Huang, Hongwei
author_facet Shadab Far, Mahdi
Huang, Hongwei
author_sort Shadab Far, Mahdi
collection PubMed
description An important segment of the reliability-based optimization problems is to get access to the sensitivity derivatives. However, since the failure probability is not a closed-form function of the input variables, the derivatives are not explicitly computable and rather require a full reliability analysis which is computationally expensive. In this paper, a step-by-step algorithm has been presented to calculate the derivatives of the probability of failure and safety index with respect to the input parameters based on the advanced first-order second-moment (AFOSM) reliability method. The proposed algorithm is then implemented in a spreadsheet using Visual Basic for Application (VBA) programming language. Two geotechnical and structural examples are then presented to examine the program and describe the modeling procedure. The robustness of the proposed method is examined using a Gaussian random perturbation. The capability of the proposed method in the calculation of the sensitivity derivatives of the model uncertainty is explained in a separate section. Finally, the proposed model has been compared to the forward finite difference (FFD) method and the results are validated.
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spelling pubmed-64079182019-03-17 Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation Shadab Far, Mahdi Huang, Hongwei PLoS One Research Article An important segment of the reliability-based optimization problems is to get access to the sensitivity derivatives. However, since the failure probability is not a closed-form function of the input variables, the derivatives are not explicitly computable and rather require a full reliability analysis which is computationally expensive. In this paper, a step-by-step algorithm has been presented to calculate the derivatives of the probability of failure and safety index with respect to the input parameters based on the advanced first-order second-moment (AFOSM) reliability method. The proposed algorithm is then implemented in a spreadsheet using Visual Basic for Application (VBA) programming language. Two geotechnical and structural examples are then presented to examine the program and describe the modeling procedure. The robustness of the proposed method is examined using a Gaussian random perturbation. The capability of the proposed method in the calculation of the sensitivity derivatives of the model uncertainty is explained in a separate section. Finally, the proposed model has been compared to the forward finite difference (FFD) method and the results are validated. Public Library of Science 2019-03-08 /pmc/articles/PMC6407918/ /pubmed/30849109 http://dx.doi.org/10.1371/journal.pone.0213199 Text en © 2019 Shadab Far, Huang http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Shadab Far, Mahdi
Huang, Hongwei
Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation
title Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation
title_full Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation
title_fullStr Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation
title_full_unstemmed Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation
title_short Simplified algorithm for reliability sensitivity analysis of structures: A spreadsheet implementation
title_sort simplified algorithm for reliability sensitivity analysis of structures: a spreadsheet implementation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6407918/
https://www.ncbi.nlm.nih.gov/pubmed/30849109
http://dx.doi.org/10.1371/journal.pone.0213199
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