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An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty
An optimization method for condition based maintenance (CBM) of aircraft fleet considering prognostics uncertainty is proposed. The CBM and dispatch process of aircraft fleet is analyzed first, and the alternative strategy sets for single aircraft are given. Then, the optimization problem of fleet C...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4032759/ https://www.ncbi.nlm.nih.gov/pubmed/24892046 http://dx.doi.org/10.1155/2014/430190 |
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author | Feng, Qiang Chen, Yiran Sun, Bo Li, Songjie |
author_facet | Feng, Qiang Chen, Yiran Sun, Bo Li, Songjie |
author_sort | Feng, Qiang |
collection | PubMed |
description | An optimization method for condition based maintenance (CBM) of aircraft fleet considering prognostics uncertainty is proposed. The CBM and dispatch process of aircraft fleet is analyzed first, and the alternative strategy sets for single aircraft are given. Then, the optimization problem of fleet CBM with lower maintenance cost and dispatch risk is translated to the combinatorial optimization problem of single aircraft strategy. Remain useful life (RUL) distribution of the key line replaceable Module (LRM) has been transformed into the failure probability of the aircraft and the fleet health status matrix is established. And the calculation method of the costs and risks for mission based on health status matrix and maintenance matrix is given. Further, an optimization method for fleet dispatch and CBM under acceptable risk is proposed based on an improved genetic algorithm. Finally, a fleet of 10 aircrafts is studied to verify the proposed method. The results shows that it could realize optimization and control of the aircraft fleet oriented to mission success. |
format | Online Article Text |
id | pubmed-4032759 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-40327592014-06-02 An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty Feng, Qiang Chen, Yiran Sun, Bo Li, Songjie ScientificWorldJournal Research Article An optimization method for condition based maintenance (CBM) of aircraft fleet considering prognostics uncertainty is proposed. The CBM and dispatch process of aircraft fleet is analyzed first, and the alternative strategy sets for single aircraft are given. Then, the optimization problem of fleet CBM with lower maintenance cost and dispatch risk is translated to the combinatorial optimization problem of single aircraft strategy. Remain useful life (RUL) distribution of the key line replaceable Module (LRM) has been transformed into the failure probability of the aircraft and the fleet health status matrix is established. And the calculation method of the costs and risks for mission based on health status matrix and maintenance matrix is given. Further, an optimization method for fleet dispatch and CBM under acceptable risk is proposed based on an improved genetic algorithm. Finally, a fleet of 10 aircrafts is studied to verify the proposed method. The results shows that it could realize optimization and control of the aircraft fleet oriented to mission success. Hindawi Publishing Corporation 2014 2014-04-17 /pmc/articles/PMC4032759/ /pubmed/24892046 http://dx.doi.org/10.1155/2014/430190 Text en Copyright © 2014 Qiang Feng et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Feng, Qiang Chen, Yiran Sun, Bo Li, Songjie An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty |
title | An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty |
title_full | An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty |
title_fullStr | An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty |
title_full_unstemmed | An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty |
title_short | An Optimization Method for Condition Based Maintenance of Aircraft Fleet Considering Prognostics Uncertainty |
title_sort | optimization method for condition based maintenance of aircraft fleet considering prognostics uncertainty |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4032759/ https://www.ncbi.nlm.nih.gov/pubmed/24892046 http://dx.doi.org/10.1155/2014/430190 |
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