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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...

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Detalles Bibliográficos
Autores principales: Feng, Qiang, Chen, Yiran, Sun, Bo, Li, Songjie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
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.
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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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