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Improved shuffled frog leaping algorithm on system reliability analysis

With the increase in system complexity, the intelligent heuristic optimization methods have received more and more attention on system reliability analysis. However, the objective functions and constraint conditions of system reliability are nonlinear. Thereby, a hybrid optimization method was propo...

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Detalles Bibliográficos
Autores principales: Li, Yancang, Yan, Zhen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6357220/
https://www.ncbi.nlm.nih.gov/pubmed/30706237
http://dx.doi.org/10.1186/s40708-019-0095-4
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author Li, Yancang
Yan, Zhen
author_facet Li, Yancang
Yan, Zhen
author_sort Li, Yancang
collection PubMed
description With the increase in system complexity, the intelligent heuristic optimization methods have received more and more attention on system reliability analysis. However, the objective functions and constraint conditions of system reliability are nonlinear. Thereby, a hybrid optimization method was proposed, based on the shuffled frog leaping algorithm and bacterial foraging algorithm, to solve the problem of system reliability and redundancy allocation. First, random grouping strategy was added to maintain the diversity of the population. Then, the Levy flight update strategy was used to increase the global search ability. Finally, the method of migration operation was introduced to escape from local optimums. The proposed methodology, a new version of the SFLA algorithm, was then applied to the mathematical test and the operation of the system reliability model, respectively. Results show that compared to the common methods, it can obtain the best solution, with the maximum value of the system reliability.
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spelling pubmed-63572202019-02-24 Improved shuffled frog leaping algorithm on system reliability analysis Li, Yancang Yan, Zhen Brain Inform Research With the increase in system complexity, the intelligent heuristic optimization methods have received more and more attention on system reliability analysis. However, the objective functions and constraint conditions of system reliability are nonlinear. Thereby, a hybrid optimization method was proposed, based on the shuffled frog leaping algorithm and bacterial foraging algorithm, to solve the problem of system reliability and redundancy allocation. First, random grouping strategy was added to maintain the diversity of the population. Then, the Levy flight update strategy was used to increase the global search ability. Finally, the method of migration operation was introduced to escape from local optimums. The proposed methodology, a new version of the SFLA algorithm, was then applied to the mathematical test and the operation of the system reliability model, respectively. Results show that compared to the common methods, it can obtain the best solution, with the maximum value of the system reliability. Springer Berlin Heidelberg 2019-01-31 /pmc/articles/PMC6357220/ /pubmed/30706237 http://dx.doi.org/10.1186/s40708-019-0095-4 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Research
Li, Yancang
Yan, Zhen
Improved shuffled frog leaping algorithm on system reliability analysis
title Improved shuffled frog leaping algorithm on system reliability analysis
title_full Improved shuffled frog leaping algorithm on system reliability analysis
title_fullStr Improved shuffled frog leaping algorithm on system reliability analysis
title_full_unstemmed Improved shuffled frog leaping algorithm on system reliability analysis
title_short Improved shuffled frog leaping algorithm on system reliability analysis
title_sort improved shuffled frog leaping algorithm on system reliability analysis
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6357220/
https://www.ncbi.nlm.nih.gov/pubmed/30706237
http://dx.doi.org/10.1186/s40708-019-0095-4
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