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Multi-objective optimisation of multifaceted maintenance strategies for wind farms
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Ma, Yikai, Zhang, Wenjuan and Branke, Juergen (2023) Multi-objective optimisation of multifaceted maintenance strategies for wind farms. Journal of the Operational Research Society, 74 (5). pp. 1362-1377. doi:10.1080/01605682.2022.2085066 ISSN 1476-9360.
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Official URL: https://doi.org/10.1080/01605682.2022.2085066
Abstract
This paper proposes a way to simultaneously optimise three aspects of maintenance strategies for wind farms: the reliability thresholds that indicate when a component needs maintenance, the priority of maintenance jobs in case there are more jobs than available maintenance teams, and the use of opportunistic maintenance. We use a multi-objective evolutionary algorithm to simultaneously minimise the overall maintenance cost and the system idle time. An empirical study using a complex stochastic simulation demonstrates the benefit of such a multifaceted maintenance strategy over strategies that only consider some aspects.
Item Type: | Journal Article | ||||||||
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Subjects: | H Social Sciences > HF Commerce T Technology > TS Manufactures |
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Divisions: | Faculty of Social Sciences > Warwick Business School | ||||||||
SWORD Depositor: | Library Publications Router | ||||||||
Library of Congress Subject Headings (LCSH): | Marketing, Heuristic algorithms, Offshore wind power plants -- Maintenance and repair, Maintenance | ||||||||
Journal or Publication Title: | Journal of the Operational Research Society | ||||||||
Publisher: | Informa UK Limited | ||||||||
ISSN: | 1476-9360 | ||||||||
Official Date: | 2023 | ||||||||
Dates: |
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Volume: | 74 | ||||||||
Number: | 5 | ||||||||
Page Range: | pp. 1362-1377 | ||||||||
DOI: | 10.1080/01605682.2022.2085066 | ||||||||
Status: | Peer Reviewed | ||||||||
Publication Status: | Published | ||||||||
Access rights to Published version: | Open Access (Creative Commons) | ||||||||
Date of first compliant deposit: | 8 July 2022 | ||||||||
Date of first compliant Open Access: | 8 July 2022 |
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