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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2019
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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. |
format | Online Article Text |
id | pubmed-6357220 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liyancang improvedshuffledfrogleapingalgorithmonsystemreliabilityanalysis AT yanzhen improvedshuffledfrogleapingalgorithmonsystemreliabilityanalysis |