Providing a model to optimize preventive maintenance schedules for multi-component systems using GA
In this paper, a non-periodic preventive maintenance scheduling optimization model for multi-component systems is provided based on the maximum availability of system components. In addition to providing the required level of system reliability and satisfy other system constraints (maintenance activ...
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Allameh Tabataba'i University Press
2019-12-01
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Series: | Muṭāli̒āt-i Mudīriyyat-i Ṣan̒atī |
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Online Access: | https://jims.atu.ac.ir/article_10562_82f4a5aba2a8184cf4f3268a4d4c5a4d.pdf |
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author | Arman Sajedinejad Meysam Lotfi |
author_facet | Arman Sajedinejad Meysam Lotfi |
author_sort | Arman Sajedinejad |
collection | DOAJ |
description | In this paper, a non-periodic preventive maintenance scheduling optimization model for multi-component systems is provided based on the maximum availability of system components. In addition to providing the required level of system reliability and satisfy other system constraints (maintenance activities and available resources), total costs (direct and indirect) associated with minimal maintenance and, if necessary, one of the maintenance activities include in inspected and serviced simple, preventive repair and preventive replacement for each component, is proposed. Each of these activities uses various sources and regarding the position of the repairing component, effects differently on the reliability of the system. The costs considered include in direct costs (simple service, repair and replacement) as well as indirect costs (out of order and random failures). Since the proposed model has a complex structure, in order to solve the problem, the Genetic Algorithm (G.A) has been used and the results is presented. In the end, performance and use of this model, for a 10-part series - parallel is presented in the form of a case study. |
first_indexed | 2024-03-08T17:20:50Z |
format | Article |
id | doaj.art-72177fd0b8d44d71a4ecb45fab6fbaf4 |
institution | Directory Open Access Journal |
issn | 2251-8029 2476-602X |
language | fas |
last_indexed | 2024-03-08T17:20:50Z |
publishDate | 2019-12-01 |
publisher | Allameh Tabataba'i University Press |
record_format | Article |
series | Muṭāli̒āt-i Mudīriyyat-i Ṣan̒atī |
spelling | doaj.art-72177fd0b8d44d71a4ecb45fab6fbaf42024-01-03T04:45:33ZfasAllameh Tabataba'i University PressMuṭāli̒āt-i Mudīriyyat-i Ṣan̒atī2251-80292476-602X2019-12-01175513716010.22054/jims.2019.15312.154310562Providing a model to optimize preventive maintenance schedules for multi-component systems using GAArman Sajedinejad0Meysam Lotfi1Iranian Research Institute for Information Science and Technology (IRANDOC)Islamic Azad University of Masjed Soleyman, Industrial Eng. DepartmentIn this paper, a non-periodic preventive maintenance scheduling optimization model for multi-component systems is provided based on the maximum availability of system components. In addition to providing the required level of system reliability and satisfy other system constraints (maintenance activities and available resources), total costs (direct and indirect) associated with minimal maintenance and, if necessary, one of the maintenance activities include in inspected and serviced simple, preventive repair and preventive replacement for each component, is proposed. Each of these activities uses various sources and regarding the position of the repairing component, effects differently on the reliability of the system. The costs considered include in direct costs (simple service, repair and replacement) as well as indirect costs (out of order and random failures). Since the proposed model has a complex structure, in order to solve the problem, the Genetic Algorithm (G.A) has been used and the results is presented. In the end, performance and use of this model, for a 10-part series - parallel is presented in the form of a case study.https://jims.atu.ac.ir/article_10562_82f4a5aba2a8184cf4f3268a4d4c5a4d.pdfpreventive maintenanceaccessibilityreliabilitycostgenetic algorithm (ga) |
spellingShingle | Arman Sajedinejad Meysam Lotfi Providing a model to optimize preventive maintenance schedules for multi-component systems using GA Muṭāli̒āt-i Mudīriyyat-i Ṣan̒atī preventive maintenance accessibility reliability cost genetic algorithm (ga) |
title | Providing a model to optimize preventive maintenance schedules for multi-component systems using GA |
title_full | Providing a model to optimize preventive maintenance schedules for multi-component systems using GA |
title_fullStr | Providing a model to optimize preventive maintenance schedules for multi-component systems using GA |
title_full_unstemmed | Providing a model to optimize preventive maintenance schedules for multi-component systems using GA |
title_short | Providing a model to optimize preventive maintenance schedules for multi-component systems using GA |
title_sort | providing a model to optimize preventive maintenance schedules for multi component systems using ga |
topic | preventive maintenance accessibility reliability cost genetic algorithm (ga) |
url | https://jims.atu.ac.ir/article_10562_82f4a5aba2a8184cf4f3268a4d4c5a4d.pdf |
work_keys_str_mv | AT armansajedinejad providingamodeltooptimizepreventivemaintenanceschedulesformulticomponentsystemsusingga AT meysamlotfi providingamodeltooptimizepreventivemaintenanceschedulesformulticomponentsystemsusingga |