RBM-MCDM framework for optimization of maintenance and inspection intervals of small unmanned aircrafts

IF 1.8 Q3 ENGINEERING, INDUSTRIAL Journal of Quality in Maintenance Engineering Pub Date : 2022-09-06 DOI:10.1108/jqme-04-2021-0032
Mohammad AliFarsi
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Abstract

PurposeUnmanned aircraft applications are quickly expanded in different fields. These systems are complex that include several subsystems with different types of technologies. Maintenance and inspection planning is necessary to obtain optimal performance and effectiveness. The failure rate in these systems is more than commercial and manned aircraft since they are usually cheaper. But maintenance and operation planning are difficult because we deal with a system that has multi-components, multi-failure models, and different dependencies between subsystems without any advanced health monitoring system. In this paper, this matter is considered and a framework to determine optimal maintenance and inspection plan for this type of system is proposed to improve system reliability and availability. The new criteria according to this field are proposed.Design/methodology/approachMaintenance of unmanned systems influences their readiness; also, according to the complexity of the system and different types of components, maintenance programming is a vital requirement. The plan should consider several criteria and disciplines; thus, multicriteria decision approaches may be useful. On another side, the reliability and safety of unmanned aircraft are the most important requirements in the design and operation phases. The authors consider these parameters and develop a framework based on risk-based maintenance to overcome the problems for unmanned systems. This framework consists of two stages: at the first stage, the critical components and failure modes are determined by FMEA, and in the second stage, the priority of maintenance tasks is determined by a fuzzy multicriteria weighted decision system. In this study, fourteen criteria with different levels of importance are developed and proposed to find the best plan for maintenance and inspection intervals. These criteria have been extracted from the literature review, the author's experience, and expert opinions.FindingsA novel framework for risk-based maintenance has been proposed. Risk determination and risk criteria are the most important factors in this framework. Risks are determined by FMEA, and new criteria are proposed that are used for decision-making. These criteria are proposed based on practical experience and experts' opinions for the maintenance process in the aeronautic industry. These are evaluated by industrial cases, and this framework capability has been demonstrated.Research limitations/implicationsThe proposed framework and criteria for small unmanned aircraft have been developed based on a practical point of view and expert opinion. Thus for implementation in other aeronautic industries, the framework may need a minor modification.Practical implicationsTwo important subsystems of an unmanned aircraft have been studied, and the capabilities of this method have been presented.Originality/valueThis research is original work to determine a maintenance program for unmanned aircraft that their application has rapidly grown up. Practical and design parameters have been considered in this work.
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用于优化小型无人飞机维护和检查间隔的RBM-MCDM框架
目的无人驾驶飞机的应用迅速扩展到不同的领域。这些系统是复杂的,包括具有不同类型技术的几个子系统。维护和检查计划是获得最佳性能和有效性所必需的。这些系统的故障率高于商用和载人飞机,因为它们通常更便宜。但是,维护和运行规划是困难的,因为我们处理的系统具有多组件、多故障模型以及子系统之间的不同依赖性,而没有任何先进的健康监测系统。本文考虑了这一问题,并提出了一个确定此类系统最佳维护和检查计划的框架,以提高系统的可靠性和可用性。根据这一领域提出了新的标准。无人系统的设计/方法/方法无人系统的维护影响其准备状态;此外,根据系统的复杂性和不同类型的组件,维护编程是一个至关重要的要求。该计划应考虑几个标准和原则;因此,多准则决策方法可能是有用的。另一方面,无人驾驶飞机的可靠性和安全性是设计和运行阶段最重要的要求。作者考虑了这些参数,并开发了一个基于风险维护的框架,以克服无人系统的问题。该框架由两个阶段组成:第一阶段,通过FMEA确定关键部件和故障模式,第二阶段,通过模糊多准则加权决策系统确定维修任务的优先级。在这项研究中,制定并提出了14个具有不同重要性的标准,以找到维护和检查间隔的最佳计划。这些标准是从文献综述、作者的经验和专家意见中提取的。发现提出了一种基于风险的维护的新框架。风险确定和风险标准是该框架中最重要的因素。风险由FMEA确定,并提出了用于决策的新标准。这些标准是根据航空工业维修过程的实践经验和专家意见提出的。这些都通过工业案例进行了评估,并且已经证明了这种框架能力。研究局限性/含义小型无人驾驶飞机的拟议框架和标准是基于实践观点和专家意见制定的。因此,为了在其他航空工业中实现,该框架可能需要进行小的修改。实际意义研究了无人驾驶飞机的两个重要子系统,并介绍了该方法的性能。独创性/价值这项研究是为确定无人驾驶飞机的维修计划而进行的独创性工作,其应用迅速发展。在这项工作中考虑了实用参数和设计参数。
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来源期刊
Journal of Quality in Maintenance Engineering
Journal of Quality in Maintenance Engineering Engineering-Safety, Risk, Reliability and Quality
CiteScore
4.00
自引率
13.30%
发文量
24
期刊介绍: This exciting journal looks at maintenance engineering from a positive standpoint, and clarifies its recently elevatedstatus as a highly technical, scientific, and complex field. Typical areas examined include: ■Budget and control ■Equipment management ■Maintenance information systems ■Process capability and maintenance ■Process monitoring techniques ■Reliability-based maintenance ■Replacement and life cycle costs ■TQM and maintenance
期刊最新文献
Spare parts management in industry 4.0 era: a literature review Data-driven decision-making in maintenance management and coordination throughout the asset life cycle: an empirical study Joint maintenance planning and production scheduling optimization model for green environment Identification of optimal maintenance parameters for best maintenance and service management system in the SMEs Modeling and solving the multi-objective energy-efficient production planning and scheduling with imperfect maintenance activities
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