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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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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. |
format | Online Article Text |
id | pubmed-6407918 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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