An innovative method to solve the maintenance task allocation and packing problem

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-13 DOI:10.1108/jqme-08-2023-0069
José Nogueira da Mata Filho, Antonio Celio Pereira de Mesquita, F. Abrahão, Guilherme C. Rocha
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Abstract

PurposeThis paper aims to explore the optimization process involved in the aircraft maintenance allocation and packing problem. The aircraft industry misses a part of the optimization potential while developing maintenance plans. This research provides the modeling foundation for the missing part considering the failure behavior of components, costs involved with all maintenance tasks and opportunity costs.Design/methodology/approachThe study models the cost-effectiveness of support against the availability to come up with an optimization problem. The mathematical problem was solved with an exact algorithm. Experiments were performed with real field and synthetically generated data, to validate the correctness of the model and its potential to provide more accurate and better engineered maintenance plans.FindingsThe solution procedure provided excellent results by enhancing the overall arrangement of the tasks, resulting in higher availability rates and a substantial decrease in total maintenance costs. In terms of situational awareness, it provides the user with the flexibility to better manage resource constraints while still achieving optimal results.Originality/valueThis is an innovative research providing a state-of-the-art mathematical model and an algorithm for efficiently solving a task allocation and packing problem by incorporating components’ due flight time, failure probability, task relationships, smart allocation of common preparation tasks, operational profile and resource limitations.
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解决维护任务分配和打包问题的创新方法
本文旨在探讨飞机维修分配和包装问题所涉及的优化过程。飞机行业在制定维护计划时忽略了一部分优化潜力。考虑到部件的失效行为、所有维护任务涉及的成本和机会成本,本研究为缺失的部分提供了建模基础。数学问题采用精确算法求解。研究结果通过加强任务的整体安排,提高了可用率,并大幅降低了总维护成本。在态势感知方面,它为用户提供了更好地管理资源限制的灵活性,同时还能获得最佳结果。原创性/价值这是一项创新性研究,它提供了最先进的数学模型和算法,通过将部件的到期飞行时间、故障概率、任务关系、共同准备任务的智能分配、运行概况和资源限制等因素纳入其中,有效地解决了任务分配和打包问题。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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