Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT
Aiming at the problem that maintenance support capability in aviation equipment maintenance support is difficult to meet the requirement of maintenance support, a new optimization model of aviation equipment maintenance support process is proposed based on Markov decision process(MDP) and graphical...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
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Editorial Department of Advances in Aeronautical Science and Engineering
2019-12-01
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| Series: | Hangkong gongcheng jinzhan |
| Subjects: | |
| Online Access: | http://hkgcjz.cnjournals.com/hkgcjz/article/abstract/2018164?st=article_issue |
| _version_ | 1797988350617976832 |
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| author | Guo Zhijun Wang Ying Sun Yun Li Chao |
| author_facet | Guo Zhijun Wang Ying Sun Yun Li Chao |
| author_sort | Guo Zhijun |
| collection | DOAJ |
| description | Aiming at the problem that maintenance support capability in aviation equipment maintenance support is difficult to meet the requirement of maintenance support, a new optimization model of aviation equipment maintenance support process is proposed based on Markov decision process(MDP) and graphical evaluation review technology(GERT). Firstly, taking the total maintenance time as the objective function with decision nodes embedded in the GERT network, the MDP-GERT network model of aviation equipment maintenance support process is constructed. Then, by using the strategy iteration and Monte Carlo simulation technology, solving method of the model is given. Finally, the optimization procedure and estimated time of the nitrogen filling process of several aircrafts are obtained through a case study, which verified the feasibility and effectiveness of the model and algorithm. The results show that this model can effectively provide decision support for shortening maintenance support time and improving maintenance support efficiency by optimizing maintenance process. |
| first_indexed | 2024-04-11T08:01:20Z |
| format | Article |
| id | doaj.art-6612765affc442c3aadcfb8ac9f19ee9 |
| institution | Directory Open Access Journal |
| issn | 1674-8190 |
| language | zho |
| last_indexed | 2024-04-11T08:01:20Z |
| publishDate | 2019-12-01 |
| publisher | Editorial Department of Advances in Aeronautical Science and Engineering |
| record_format | Article |
| series | Hangkong gongcheng jinzhan |
| spelling | doaj.art-6612765affc442c3aadcfb8ac9f19ee92022-12-22T04:35:42ZzhoEditorial Department of Advances in Aeronautical Science and EngineeringHangkong gongcheng jinzhan1674-81902019-12-0110678779310.16615/j.cnki.1674-8190.2019.06.00720190607Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERTGuo Zhijun0Wang Ying1Sun Yun2Li Chao3College of Equipment Management and UAV Engineering, Air Force Engineering University, Xi’an 710051, ChinaCollege of Equipment Management and UAV Engineering, Air Force Engineering University, Xi’an 710051, ChinaCollege of Equipment Management and UAV Engineering, Air Force Engineering University, Xi’an 710051, ChinaCollege of Equipment Management and UAV Engineering, Air Force Engineering University, Xi’an 710051, ChinaAiming at the problem that maintenance support capability in aviation equipment maintenance support is difficult to meet the requirement of maintenance support, a new optimization model of aviation equipment maintenance support process is proposed based on Markov decision process(MDP) and graphical evaluation review technology(GERT). Firstly, taking the total maintenance time as the objective function with decision nodes embedded in the GERT network, the MDP-GERT network model of aviation equipment maintenance support process is constructed. Then, by using the strategy iteration and Monte Carlo simulation technology, solving method of the model is given. Finally, the optimization procedure and estimated time of the nitrogen filling process of several aircrafts are obtained through a case study, which verified the feasibility and effectiveness of the model and algorithm. The results show that this model can effectively provide decision support for shortening maintenance support time and improving maintenance support efficiency by optimizing maintenance process.http://hkgcjz.cnjournals.com/hkgcjz/article/abstract/2018164?st=article_issuesupport processmdp-gertmaintenance support processgertmonte-carlo simulation |
| spellingShingle | Guo Zhijun Wang Ying Sun Yun Li Chao Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT Hangkong gongcheng jinzhan support process mdp-gert maintenance support process gert monte-carlo simulation |
| title | Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT |
| title_full | Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT |
| title_fullStr | Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT |
| title_full_unstemmed | Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT |
| title_short | Research on Optimization of Maintenance Support Process of Aviation Equipment Based on MDP-GERT |
| title_sort | research on optimization of maintenance support process of aviation equipment based on mdp gert |
| topic | support process mdp-gert maintenance support process gert monte-carlo simulation |
| url | http://hkgcjz.cnjournals.com/hkgcjz/article/abstract/2018164?st=article_issue |
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